Dataset Viewer
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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 69 | M | North Judithbury | Medium | Commercial art gallery manager | High School | Single | 6 | Referral | Premium | false | false | false | true | false | 1 | 67 | 6 | true | true | 0.16776 | 7 | 6 | 63 | 311.441648 | 19,593 | 2021-08-17 | 2021-04-19 | 1.733348 | 3.523147 | 4.766308 | 6 | -97 | 2023-05-30 | 19 | 0.927194 | 1.889935 | Positive | International Transfers | Transaction Delays | High | 26.198046 | 611.136581 | 832,570 | 2.960367 | 2023-07-25 | Credit | 2021-08-17 00:00:00 | 0.429254 | 8.52628 | 2.534364 | 0.67712 | 72,432.21493 |
2 | 32 | M | East Jill | Medium | Computer games developer | High School | Married | 1 | Branch | Premium | false | true | true | true | false | 3 | 88 | 5 | true | true | 0.1201 | 18 | 0 | 227 | 945.804009 | 214,515 | 2021-02-21 | 2023-08-11 | 2.617797 | 1.995384 | 2.839914 | 1 | -70 | 2022-01-16 | 4 | 0.929077 | 2.710519 | Neutral | International Transfers | Fees | Medium | 28.810389 | 889.1833 | 140,536 | 3.804167 | 2023-08-23 | Transfer | 2021-02-21 00:00:00 | 0.739509 | 7.609074 | 3.391224 | 0.115953 | 44,736.44098 |
3 | 78 | F | New Roberttown | High | Audiological scientist | Bachelor | Widowed | 5 | Online | Regular | true | true | false | false | true | 3 | 21 | 6 | false | false | 0.316259 | 17 | 8 | 346 | 673.614158 | 232,858 | 2022-07-18 | 2021-01-18 | 2.940622 | 1.655655 | 1.990426 | 8 | -41 | 2023-01-03 | 6 | 0.518376 | 1.750855 | Negative | Budgeting Tools | null | Medium | 77.241254 | 324.055451 | 318,211 | 26.89411 | 2022-07-31 | Debit | 2022-07-18 00:00:00 | 0.983516 | 3.276276 | 8.438606 | 0.107837 | 22,137.94961 |
4 | 38 | M | East Jessetown | Medium | Event organiser | Master | Widowed | 2 | Referral | Regular | true | true | true | true | true | 5 | 58 | 1 | true | true | 0.616562 | 12 | 0 | 740 | 579.155882 | 428,460 | 2022-05-17 | 2021-05-17 | 3.36333 | 3.967837 | 1.621199 | 2 | -11 | 2022-05-18 | 4 | 0.58997 | 4.022311 | Positive | null | null | High | 67.29333 | 511.943555 | 644,061 | 14.516538 | 2023-09-27 | Transfer | 2022-05-17 00:00:00 | 0.044178 | 8.031464 | 18.551549 | 0.027105 | 3,102.027346 |
5 | 41 | F | Lake Debra | High | Social research officer, government | Master | Married | 7 | Online | Regular | true | true | false | true | false | 3 | 7 | 8 | false | false | 0.66633 | 13 | 4 | 853 | 129.03593 | 110,037 | 2022-04-03 | 2023-03-07 | 3.710751 | 1.708444 | 1.291168 | 7 | -64 | 2021-05-29 | 1 | 0.81955 | 4.337685 | Positive | Budgeting Tools | Customer Service | Low | 36.049016 | 640.011042 | 742,247 | 22.460969 | 2023-06-29 | Transfer | 2022-04-03 00:00:00 | 0.206145 | 5.656332 | 16.214568 | 0.025611 | 25,676.37312 |
6 | 20 | M | Robinsonshire | Medium | Clinical scientist, histocompatibility and immunogenetics | PhD | Single | 1 | Referral | Regular | false | false | true | true | true | 3 | 65 | 5 | true | false | 0.369955 | 17 | 7 | 996 | 113.092804 | 112,548 | 2021-10-13 | 2022-07-10 | 1.517101 | 1.870304 | 1.726649 | 6 | -36 | 2022-03-17 | 9 | 0.800884 | 4.737559 | Neutral | null | Customer Service | High | 37.679751 | 171.601934 | 613,387 | 14.612342 | 2022-06-11 | Transfer | 2021-10-13 00:00:00 | 0.07659 | 1.963305 | 17.035062 | 0.027688 | 82,472.8593 |
7 | 39 | Other | Lisatown | Medium | Surveyor, minerals | Bachelor | Divorced | 4 | Online | Premium | false | true | true | true | true | 4 | 36 | 8 | true | true | 0.230758 | 12 | 7 | 979 | 273.232217 | 267,267 | 2021-07-29 | 2023-01-08 | 3.995919 | 1.406659 | 2.346789 | 9 | 39 | 2023-02-01 | 12 | 0.903265 | 1.056494 | Neutral | Investment Analytics | Transaction Delays | Medium | 73.492213 | 466.204291 | 154,397 | 26.167406 | 2023-08-25 | Credit | 2021-07-29 00:00:00 | 0.343979 | 2.001819 | 15.170218 | 0.866328 | 28,070.71636 |
8 | 70 | F | Lake Roberto | Medium | Quality manager | Master | Widowed | 6 | Marketing | New | true | true | false | true | true | 4 | 98 | 3 | false | false | 0.995029 | 9 | 5 | 265 | 363.940683 | 96,195 | 2021-06-28 | 2021-08-09 | 1.884155 | 4.007712 | 4.093951 | 10 | -59 | 2023-02-01 | 2 | 0.887397 | 3.155185 | Positive | null | App Issues | Medium | 35.133491 | 634.026684 | 375,349 | 13.967273 | 2021-10-09 | Transfer | 2021-06-28 00:00:00 | 0.90944 | 2.217735 | 1.550017 | 0.692756 | 86,980.53446 |
9 | 19 | F | Ericmouth | Medium | Nutritional therapist | PhD | Single | 3 | Branch | Premium | true | true | true | true | true | 5 | 55 | 6 | true | false | 0.270587 | 13 | 5 | 411 | 620.788019 | 254,820 | 2023-05-15 | 2021-02-09 | 4.804752 | 3.525515 | 2.55345 | 2 | 8 | 2021-10-25 | 13 | 0.607872 | 1.836368 | Negative | null | Transaction Delays | Low | 31.560891 | 131.396082 | 447,747 | 26.024662 | 2023-11-27 | Debit | 2023-05-15 00:00:00 | 0.511386 | 1.667765 | 11.470265 | 0.199754 | 81,350.78152 |
10 | 47 | F | North Noahstad | Medium | Telecommunications researcher | PhD | Married | 4 | Referral | Regular | false | true | true | false | true | 3 | 60 | 1 | true | false | 0.378291 | 9 | 1 | 415 | 176.153619 | 73,040 | 2021-03-07 | 2022-08-23 | 1.42271 | 2.696627 | 2.453285 | 10 | -21 | 2022-10-06 | 15 | 0.671969 | 3.123109 | Neutral | null | Customer Service | High | 76.920064 | 210.650602 | 859,538 | 8.109865 | 2022-02-19 | Debit | 2021-03-07 00:00:00 | 0.930365 | 3.008038 | 1.64512 | 0.638749 | 77,444.42843 |
11 | 55 | F | Cassandraton | High | Control and instrumentation engineer | High School | Divorced | 1 | Marketing | VIP | true | true | true | false | false | 3 | 85 | 1 | true | true | 0.48098 | 5 | 3 | 143 | 695.617241 | 99,385 | 2021-03-03 | 2023-03-03 | 4.94686 | 1.704436 | 4.377834 | 2 | 22 | 2021-09-08 | 7 | 0.782844 | 1.283117 | Positive | null | Customer Service | Medium | 42.289456 | 100.756052 | 253,005 | 1.908677 | 2022-05-23 | Transfer | 2021-03-03 00:00:00 | 0.184919 | 7.365194 | 2.957742 | 0.376022 | 60,580.91727 |
12 | 19 | Other | Herrerafurt | Medium | Astronomer | Bachelor | Single | 3 | Online | VIP | false | true | true | true | false | 3 | 64 | 4 | true | false | 0.739588 | 16 | 7 | 224 | 65.53078 | 14,560 | 2021-07-11 | 2022-04-19 | 4.711938 | 3.219297 | 3.378091 | 9 | -13 | 2021-01-20 | 13 | 0.931379 | 4.061077 | Neutral | International Transfers | Transaction Delays | High | 79.334595 | 616.86582 | 73,623 | 8.60586 | 2021-10-21 | Credit | 2021-07-11 00:00:00 | 0.872965 | 9.279559 | 10.444551 | 0.851567 | 17,700.77603 |
13 | 81 | M | New Kellystad | Low | Scientist, marine | Master | Single | 2 | Marketing | Premium | false | true | false | true | true | 3 | 41 | 6 | true | true | 0.152095 | 16 | 1 | 925 | 866.46601 | 801,050 | 2022-03-24 | 2023-02-19 | 4.556798 | 3.584641 | 2.840583 | 6 | -60 | 2022-10-15 | 17 | 0.762604 | 2.17958 | Positive | Investment Analytics | App Issues | Low | 80.412559 | 854.228703 | 653,748 | 18.502224 | 2023-02-17 | Transfer | 2022-03-24 00:00:00 | 0.10373 | 2.440625 | 5.258244 | 0.171808 | 44,196.99939 |
14 | 77 | F | Lake Chad | High | Education administrator | Bachelor | Widowed | 3 | Branch | New | false | true | false | false | true | 2 | 96 | 3 | false | true | 0.266134 | 10 | 5 | 777 | 878.320522 | 682,206 | 2022-04-22 | 2023-11-08 | 1.121282 | 1.98936 | 3.518142 | 3 | 51 | 2021-01-23 | 5 | 0.845171 | 3.266713 | Positive | Mobile Deposit | App Issues | High | 95.523628 | 420.383374 | 954,508 | 25.892737 | 2023-03-25 | Transfer | 2022-04-22 00:00:00 | 0.594928 | 5.841404 | 10.423343 | 0.944073 | 79,710.89092 |
15 | 38 | Other | Port Keith | High | Solicitor | Bachelor | Widowed | 3 | Referral | Regular | false | true | true | true | true | 4 | 48 | 5 | false | false | 0.996906 | 18 | 2 | 812 | 897.189246 | 728,364 | 2023-11-01 | 2021-07-23 | 1.805842 | 2.27578 | 3.241058 | 2 | -64 | 2022-11-05 | 1 | 0.692813 | 4.186244 | Positive | Investment Analytics | Transaction Delays | High | 64.18001 | 577.228596 | 637,759 | 8.146681 | 2023-11-22 | Transfer | 2023-11-01 00:00:00 | 0.317587 | 0.840167 | 18.005735 | 0.291712 | 24,076.13592 |
16 | 50 | F | Port Jesseville | Low | Exhibition designer | Master | Divorced | 2 | Referral | New | true | false | true | true | false | 3 | 67 | 4 | true | true | 0.825159 | 12 | 6 | 101 | 430.342088 | 43,430 | 2021-02-24 | 2022-10-09 | 3.271216 | 1.85539 | 2.777659 | 1 | -58 | 2022-03-14 | 11 | 0.548664 | 2.736595 | Positive | null | Transaction Delays | High | 70.85323 | 943.140183 | 133,632 | 2.346266 | 2021-05-22 | Debit | 2021-02-24 00:00:00 | 0.849254 | 5.525533 | 15.74988 | 0.075983 | 73,373.43149 |
17 | 75 | M | Ramirezstad | High | Computer games developer | Master | Single | 5 | Online | New | true | true | true | true | true | 5 | 8 | 3 | true | false | 0.443873 | 11 | 8 | 209 | 138.91653 | 28,842 | 2022-02-12 | 2023-09-20 | 3.885045 | 2.426702 | 2.598504 | 5 | 95 | 2023-08-12 | 4 | 0.721039 | 4.971381 | Negative | null | null | Low | 43.320252 | 960.613282 | 283,566 | 12.982577 | 2023-01-03 | Credit | 2022-02-12 00:00:00 | 0.282214 | 8.024306 | 5.311097 | 0.276769 | 95,481.37174 |
18 | 39 | F | West Michael | Medium | Financial adviser | Bachelor | Married | 5 | Branch | New | false | true | true | true | true | 4 | 7 | 9 | false | true | 0.108689 | 11 | 7 | 241 | 514.513306 | 123,874 | 2023-05-10 | 2023-12-25 | 3.939044 | 1.979604 | 4.539932 | 1 | 20 | 2022-10-21 | 1 | 0.5798 | 4.220753 | Negative | Budgeting Tools | null | Medium | 61.416565 | 585.105396 | 841,136 | 27.915876 | 2023-08-30 | Transfer | 2023-05-10 00:00:00 | 0.845849 | 6.400589 | 3.008064 | 0.961073 | 97,044.10164 |
19 | 66 | Other | Jacquelineland | High | Arts administrator | PhD | Married | 3 | Marketing | Regular | true | true | false | false | true | 3 | 57 | 4 | false | false | 0.866709 | 3 | 7 | 444 | 760.834576 | 337,440 | 2022-03-28 | 2021-06-30 | 1.184555 | 2.945444 | 1.737548 | 7 | 35 | 2022-04-22 | 9 | 0.67917 | 2.694552 | Positive | null | Customer Service | High | 21.467755 | 614.660244 | 558,985 | 13.030079 | 2022-04-30 | Credit | 2022-03-28 00:00:00 | 0.321562 | 5.578246 | 16.996456 | 0.330531 | 68,908.70048 |
20 | 76 | M | New Jessica | High | Rural practice surveyor | Bachelor | Divorced | 7 | Online | Premium | true | false | true | false | true | 3 | 85 | 7 | false | true | 0.783004 | 15 | 8 | 334 | 276.308186 | 92,184 | 2023-07-09 | 2022-01-17 | 3.754916 | 4.750705 | 1.631091 | 3 | 22 | 2021-05-16 | 1 | 0.651516 | 3.818442 | Positive | Investment Analytics | Fees | Low | 66.061844 | 532.693301 | 28,513 | 9.634018 | 2023-10-08 | Credit | 2023-07-09 00:00:00 | 0.106973 | 6.8482 | 2.757303 | 0.302105 | 55,033.866 |
21 | 59 | Other | South Noah | High | Training and development officer | Master | Single | 3 | Referral | Regular | true | true | true | false | true | 4 | 53 | 5 | false | false | 0.580688 | 0 | 1 | 39 | 670.349844 | 26,130 | 2022-07-24 | 2022-02-12 | 2.985416 | 2.127787 | 4.202991 | 1 | -21 | 2023-03-01 | 12 | 0.62267 | 3.678614 | Positive | Mobile Deposit | Transaction Delays | Medium | 91.089394 | 341.035602 | 243,385 | 20.795784 | 2022-12-01 | Transfer | 2022-07-24 00:00:00 | 0.876927 | 3.478003 | 9.926529 | 0.222205 | 68,717.45124 |
22 | 77 | M | Lake Mark | High | Speech and language therapist | Bachelor | Widowed | 4 | Marketing | Regular | true | true | true | false | true | 4 | 84 | 7 | true | false | 0.404457 | 19 | 5 | 691 | 28.592872 | 19,348 | 2021-01-14 | 2023-10-23 | 2.254375 | 2.656399 | 1.48236 | 4 | 22 | 2022-08-04 | 2 | 0.842791 | 1.173606 | Positive | Budgeting Tools | Transaction Delays | Low | 18.938762 | 199.586543 | 260,148 | 12.512706 | 2021-07-24 | Transfer | 2021-01-14 00:00:00 | 0.104763 | 6.115716 | 2.160612 | 0.422217 | 56,613.21684 |
23 | 32 | M | East Lydiamouth | Medium | Buyer, retail | Master | Single | 7 | Online | Premium | true | true | true | true | false | 4 | 47 | 5 | false | true | 0.935615 | 13 | 8 | 552 | 814.536849 | 449,328 | 2021-11-23 | 2023-07-27 | 3.758015 | 2.489527 | 4.879224 | 5 | -92 | 2022-03-11 | 4 | 0.600434 | 2.482988 | Neutral | Budgeting Tools | App Issues | High | 53.400725 | 427.437383 | 240,530 | 20.971158 | 2023-05-14 | Debit | 2021-11-23 00:00:00 | 0.630351 | 0.597032 | 16.598265 | 0.287583 | 97,114.89507 |
24 | 79 | M | Adamsborough | High | Financial controller | PhD | Widowed | 5 | Marketing | Premium | false | false | true | true | true | 3 | 53 | 3 | false | false | 0.295661 | 12 | 1 | 758 | 225.49976 | 170,550 | 2023-05-16 | 2021-02-14 | 2.002856 | 1.793155 | 2.115914 | 6 | -13 | 2023-12-16 | 6 | 0.838539 | 3.10229 | Positive | Mobile Deposit | Transaction Delays | Medium | 23.774065 | 964.037881 | 17,517 | 3.601866 | 2023-09-15 | Transfer | 2023-05-16 00:00:00 | 0.510222 | 2.823507 | 5.97925 | 0.265636 | 99,381.52717 |
25 | 79 | F | Jasonfort | Medium | Solicitor | Bachelor | Married | 2 | Marketing | Premium | true | false | true | true | true | 4 | 27 | 6 | true | true | 0.320914 | 6 | 8 | 63 | 913.268717 | 57,519 | 2022-11-28 | 2021-03-23 | 3.580096 | 4.89309 | 4.413101 | 8 | -62 | 2022-03-22 | 15 | 0.51941 | 2.66013 | Positive | Investment Analytics | Customer Service | Low | 9.107485 | 494.357768 | 66,343 | 13.727958 | 2023-10-10 | Debit | 2022-11-28 00:00:00 | 0.770224 | 1.626615 | 11.421788 | 0.806905 | 1,821.683981 |
26 | 64 | Other | Wilkersonmouth | Low | Sub | PhD | Divorced | 6 | Online | VIP | true | true | true | true | false | 4 | 65 | 9 | true | true | 0.875534 | 5 | 1 | 646 | 547.019548 | 353,362 | 2022-07-24 | 2022-05-22 | 3.448634 | 3.073691 | 3.588624 | 10 | 28 | 2021-07-30 | 7 | 0.837165 | 1.727762 | Negative | null | Transaction Delays | Low | 9.341962 | 374.813238 | 395,215 | 2.427005 | 2023-03-08 | Transfer | 2022-07-24 00:00:00 | 0.692707 | 7.817306 | 19.26812 | 0.324129 | 51,583.92919 |
27 | 79 | Other | West Donald | Medium | Charity officer | Bachelor | Divorced | 6 | Marketing | VIP | true | true | true | true | false | 4 | 80 | 6 | true | true | 0.626342 | 0 | 8 | 38 | 381.707851 | 14,478 | 2021-11-15 | 2023-12-21 | 3.364498 | 3.408487 | 4.236508 | 5 | 30 | 2022-07-24 | 3 | 0.521266 | 3.646194 | Positive | Mobile Deposit | App Issues | Low | 22.80003 | 658.566308 | 376,261 | 20.923051 | 2023-04-27 | Credit | 2021-11-15 00:00:00 | 0.66242 | 1.149865 | 3.006011 | 0.207156 | 81,353.55141 |
28 | 68 | Other | Juliechester | Premium | Librarian, academic | Bachelor | Divorced | 3 | Marketing | Premium | true | true | true | true | true | 5 | 30 | 4 | true | true | 0.9509 | 18 | 0 | 416 | 739.891403 | 307,424 | 2022-03-17 | 2022-09-17 | 3.1315 | 1.72411 | 2.598915 | 1 | 36 | 2021-06-03 | 3 | 0.589008 | 4.951847 | Positive | Investment Analytics | Transaction Delays | Low | 34.866077 | 602.782773 | 278,564 | 22.794799 | 2022-12-22 | Debit | 2022-03-17 00:00:00 | 0.414374 | 7.060957 | 11.11652 | 0.685825 | 36,503.09065 |
29 | 72 | M | Coxberg | High | Scientist, water quality | Master | Widowed | 3 | Branch | New | false | true | true | false | true | 3 | 12 | 1 | false | false | 0.645011 | 0 | 5 | 262 | 319.903881 | 83,578 | 2022-11-21 | 2022-11-15 | 2.090224 | 4.227725 | 1.812628 | 4 | 75 | 2023-05-14 | 5 | 0.751599 | 2.362795 | Neutral | Investment Analytics | null | Medium | 22.794329 | 464.590874 | 484,867 | 4.24856 | 2023-11-19 | Credit | 2022-11-21 00:00:00 | 0.656912 | 3.758478 | 2.583716 | 0.090686 | 31,889.19224 |
30 | 81 | F | Daviston | Low | Soil scientist | High School | Married | 6 | Branch | VIP | true | false | true | true | true | 4 | 58 | 3 | false | false | 0.032991 | 14 | 5 | 115 | 717.936267 | 82,455 | 2021-07-29 | 2023-10-01 | 1.804204 | 4.497996 | 4.79247 | 3 | 9 | 2023-06-11 | 4 | 0.993953 | 4.840324 | Neutral | Investment Analytics | Customer Service | High | 79.138443 | 607.69134 | 626,633 | 1.906531 | 2023-11-17 | Debit | 2021-07-29 00:00:00 | 0.381902 | 4.387803 | 8.833368 | 0.234453 | 31,847.78632 |
31 | 20 | M | East Courtneychester | High | Chief Financial Officer | Master | Married | 4 | Referral | Regular | true | false | true | true | true | 4 | 81 | 3 | false | false | 0.176796 | 11 | 1 | 310 | 319.428476 | 98,890 | 2021-07-09 | 2023-03-17 | 2.532653 | 3.037128 | 4.147333 | 8 | -48 | 2022-10-13 | 11 | 0.818949 | 4.025892 | Neutral | null | Fees | Medium | 8.240643 | 678.440129 | 412,036 | 12.244205 | 2022-04-21 | Debit | 2021-07-09 00:00:00 | 0.454701 | 6.806423 | 12.987669 | 0.678512 | 43,389.09821 |
32 | 68 | Other | South Patrickmouth | High | Futures trader | Bachelor | Divorced | 4 | Branch | Regular | true | true | true | true | false | 4 | 87 | 2 | false | false | 0.281809 | 14 | 6 | 563 | 848.821193 | 477,424 | 2023-02-18 | 2021-11-18 | 4.883356 | 2.272296 | 1.600198 | 7 | 74 | 2022-10-18 | 5 | 0.501712 | 2.312843 | Neutral | null | App Issues | High | 5.197593 | 780.96103 | 868,610 | 25.022681 | 2023-07-02 | Transfer | 2023-02-18 00:00:00 | 0.147861 | 8.215549 | 8.193379 | 0.224182 | 78,268.70228 |
33 | 24 | F | Tashatown | Medium | Games developer | High School | Divorced | 4 | Online | VIP | false | false | true | false | true | 2 | 30 | 2 | false | true | 0.867261 | 2 | 9 | 117 | 981.291853 | 114,777 | 2021-07-18 | 2021-02-07 | 4.150121 | 2.025148 | 2.770609 | 3 | 74 | 2022-02-10 | 1 | 0.887938 | 2.678675 | Negative | International Transfers | null | High | 19.013082 | 346.143536 | 746,318 | 6.85071 | 2021-09-01 | Credit | 2021-07-18 00:00:00 | 0.16809 | 3.757206 | 8.626269 | 0.023178 | 97,396.74713 |
34 | 38 | F | Lake Nicoleview | Medium | Learning mentor | High School | Widowed | 1 | Marketing | Regular | true | true | true | true | false | 4 | 32 | 8 | true | true | 0.830855 | 9 | 3 | 736 | 661.207737 | 486,496 | 2023-01-06 | 2022-12-12 | 2.537461 | 1.355944 | 2.321651 | 10 | 90 | 2022-02-08 | 0 | 0.670298 | 3.508113 | Neutral | Budgeting Tools | App Issues | Medium | 23.8643 | 81.045109 | 400,744 | 17.272885 | 2023-06-14 | Transfer | 2023-01-06 00:00:00 | 0.970486 | 1.451753 | 11.980689 | 0.783037 | 51,500.35505 |
35 | 56 | F | Danielchester | High | Stage manager | PhD | Widowed | 2 | Referral | Premium | true | true | true | false | false | 3 | 52 | 8 | true | true | 0.790327 | 0 | 3 | 98 | 542.66258 | 53,116 | 2022-12-06 | 2022-12-22 | 3.734723 | 2.67991 | 1.618603 | 1 | -90 | 2021-04-12 | 13 | 0.99605 | 3.991099 | Positive | null | App Issues | Low | 66.843063 | 947.068183 | 145,097 | 5.593388 | 2023-06-12 | Credit | 2022-12-06 00:00:00 | 0.836023 | 6.099505 | 16.6962 | 0.357827 | 72,090.35767 |
36 | 35 | Other | South Aaron | Medium | Copy | Bachelor | Single | 1 | Branch | Regular | true | true | true | false | true | 4 | 94 | 3 | false | false | 0.553538 | 0 | 8 | 162 | 465.294526 | 75,330 | 2022-06-26 | 2022-12-29 | 2.123118 | 3.336038 | 3.369722 | 1 | 76 | 2023-10-09 | 10 | 0.80319 | 3.987562 | Positive | International Transfers | Fees | Low | 1.513112 | 304.223115 | 477,608 | 19.58969 | 2023-11-29 | Debit | 2022-06-26 00:00:00 | 0.817525 | 9.450234 | 4.136445 | 0.468025 | 86,573.61419 |
37 | 21 | F | Teresaburgh | Low | Editor, magazine features | Master | Widowed | 3 | Marketing | VIP | true | true | true | true | true | 5 | 90 | 4 | false | false | 0.13896 | 15 | 1 | 332 | 929.896634 | 308,428 | 2021-03-30 | 2022-09-12 | 1.858746 | 2.879561 | 3.959355 | 4 | -60 | 2023-10-19 | 17 | 0.962676 | 3.564494 | Negative | Investment Analytics | Transaction Delays | High | 91.48518 | 556.177507 | 104,967 | 5.7986 | 2022-10-01 | Credit | 2021-03-30 00:00:00 | 0.059663 | 1.919656 | 18.680174 | 0.55664 | 83,662.63878 |
38 | 77 | F | Port Colleenhaven | High | Armed forces operational officer | High School | Single | 4 | Online | New | true | true | true | false | false | 3 | 35 | 5 | false | true | 0.131201 | 4 | 8 | 393 | 443.37008 | 174,099 | 2023-07-30 | 2022-04-29 | 3.333988 | 3.094035 | 1.93431 | 5 | 82 | 2021-04-06 | 2 | 0.524444 | 1.449778 | Neutral | Budgeting Tools | Transaction Delays | Medium | 29.073736 | 591.602342 | 306,028 | 10.832187 | 2023-09-21 | Credit | 2023-07-30 00:00:00 | 0.346886 | 4.799287 | 19.339192 | 0.578483 | 93,687.89294 |
39 | 31 | M | East Nathaniel | Premium | Physiotherapist | High School | Divorced | 4 | Marketing | Regular | false | true | false | true | false | 2 | 84 | 9 | true | true | 0.126092 | 4 | 8 | 901 | 811.99168 | 730,711 | 2021-09-13 | 2023-10-24 | 2.024648 | 4.564268 | 3.19943 | 7 | 8 | 2022-07-17 | 18 | 0.684545 | 4.416667 | Negative | Budgeting Tools | Transaction Delays | Low | 11.218932 | 101.29563 | 786,195 | 21.710303 | 2021-12-29 | Credit | 2021-09-13 00:00:00 | 0.151248 | 0.534493 | 15.300847 | 0.018679 | 57,806.084 |
40 | 26 | M | New Stephanie | High | Recycling officer | Master | Married | 6 | Online | Regular | true | true | false | true | true | 4 | 68 | 5 | false | true | 0.854612 | 10 | 5 | 849 | 13.831224 | 11,037 | 2023-02-15 | 2022-07-19 | 3.18595 | 2.080871 | 1.803337 | 1 | -98 | 2023-05-13 | 15 | 0.643706 | 2.068976 | Neutral | Mobile Deposit | Customer Service | High | 95.375938 | 726.221005 | 340,324 | 19.326716 | 2023-03-26 | Credit | 2023-02-15 00:00:00 | 0.446472 | 2.292993 | 17.121655 | 0.821944 | 73,215.67092 |
41 | 70 | F | New Mariotown | High | Engineer, land | Master | Widowed | 6 | Marketing | New | false | true | false | true | true | 3 | 74 | 6 | false | true | 0.141557 | 10 | 9 | 220 | 893.510353 | 196,460 | 2021-06-11 | 2021-05-07 | 1.320994 | 3.33974 | 3.643979 | 4 | -2 | 2021-09-02 | 3 | 0.687292 | 1.701182 | Positive | International Transfers | App Issues | High | 90.475886 | 174.7741 | 576,117 | 13.07194 | 2022-04-25 | Credit | 2021-06-11 00:00:00 | 0.719322 | 5.777897 | 14.747947 | 0.245318 | 50,886.43093 |
42 | 19 | F | West Natashaport | Medium | Counselling psychologist | High School | Married | 7 | Referral | VIP | true | false | false | false | false | 1 | 97 | 7 | false | true | 0.808527 | 11 | 6 | 370 | 392.876981 | 145,040 | 2022-08-24 | 2022-06-12 | 4.339767 | 1.610858 | 3.795798 | 4 | -21 | 2021-09-12 | 7 | 0.652365 | 1.848529 | Positive | null | Customer Service | Low | 9.48913 | 752.746562 | 53,192 | 10.56399 | 2022-09-25 | Credit | 2022-08-24 00:00:00 | 0.445252 | 6.549165 | 14.463273 | 0.663061 | 33,306.19049 |
43 | 77 | M | North John | Low | English as a second language teacher | Master | Widowed | 4 | Referral | New | true | false | true | true | true | 4 | 33 | 2 | true | true | 0.84475 | 17 | 3 | 573 | 285.720255 | 163,305 | 2023-01-11 | 2023-03-04 | 2.527822 | 3.513563 | 3.009906 | 3 | -87 | 2023-07-17 | 12 | 0.639097 | 1.161736 | Positive | Budgeting Tools | App Issues | Medium | 44.889629 | 184.053025 | 107,953 | 26.724601 | 2023-06-17 | Transfer | 2023-01-11 00:00:00 | 0.866314 | 2.084999 | 15.605561 | 0.652039 | 80,915.27121 |
44 | 61 | M | North Jessicaland | High | Chartered public finance accountant | PhD | Widowed | 5 | Branch | Regular | false | true | false | true | true | 3 | 60 | 4 | true | false | 0.105034 | 13 | 0 | 214 | 159.368548 | 34,026 | 2022-01-29 | 2021-03-02 | 1.062088 | 1.362644 | 3.658518 | 5 | -1 | 2021-12-17 | 5 | 0.740617 | 3.943096 | Positive | Investment Analytics | Fees | Medium | 63.472232 | 316.235512 | 103,797 | 4.424743 | 2023-06-07 | Transfer | 2022-01-29 00:00:00 | 0.573282 | 8.911265 | 1.666208 | 0.655578 | 11,065.0314 |
45 | 25 | M | East Donna | Medium | Scientist, marine | High School | Single | 6 | Branch | VIP | true | true | true | true | true | 5 | 59 | 6 | false | false | 0.902003 | 0 | 8 | 902 | 80.800336 | 72,160 | 2021-05-23 | 2022-07-28 | 4.833065 | 1.575353 | 3.795267 | 5 | -34 | 2022-11-01 | 15 | 0.890246 | 1.207634 | Positive | Budgeting Tools | Fees | High | 78.75086 | 338.139455 | 470,433 | 14.288715 | 2021-07-14 | Debit | 2021-05-23 00:00:00 | 0.382045 | 7.40879 | 16.810851 | 0.928063 | 8,256.88872 |
46 | 64 | Other | West Allison | High | Data scientist | PhD | Widowed | 2 | Marketing | Premium | false | false | true | true | false | 2 | 2 | 4 | false | true | 0.897538 | 7 | 8 | 690 | 883.394765 | 609,270 | 2021-04-04 | 2022-04-07 | 3.181306 | 1.636364 | 4.649223 | 2 | 11 | 2023-02-24 | 9 | 0.823304 | 1.167192 | Positive | Mobile Deposit | Customer Service | Low | 98.224602 | 875.086583 | 156,533 | 14.906647 | 2023-01-31 | Debit | 2021-04-04 00:00:00 | 0.288204 | 6.39493 | 4.55926 | 0.456697 | 23,744.366 |
47 | 52 | Other | Brandtside | Low | Private music teacher | Bachelor | Divorced | 1 | Marketing | VIP | false | true | true | true | true | 4 | 5 | 5 | true | false | 0.638212 | 2 | 0 | 32 | 338.382412 | 10,816 | 2022-04-12 | 2021-11-07 | 4.663505 | 3.500413 | 4.339779 | 5 | 23 | 2022-04-30 | 13 | 0.684812 | 1.006407 | Positive | null | null | Low | 76.104108 | 182.381576 | 628,283 | 10.005798 | 2022-07-25 | Debit | 2022-04-12 00:00:00 | 0.518975 | 1.568902 | 10.283581 | 0.515124 | 27,198.46399 |
48 | 53 | M | Lake Larry | Medium | Building surveyor | PhD | Married | 2 | Branch | VIP | false | true | true | false | true | 3 | 19 | 3 | true | false | 0.51301 | 17 | 3 | 403 | 972.732527 | 391,716 | 2022-08-16 | 2022-12-01 | 1.751658 | 3.73657 | 4.288463 | 6 | 33 | 2021-02-13 | 1 | 0.794778 | 1.018957 | Negative | International Transfers | Fees | Medium | 54.786888 | 646.372322 | 386,890 | 25.875297 | 2023-09-05 | Transfer | 2022-08-16 00:00:00 | 0.844382 | 4.341574 | 18.529937 | 0.118421 | 53,623.48586 |
49 | 67 | F | Samuelhaven | Medium | Pharmacist, hospital | Master | Widowed | 6 | Branch | Premium | true | true | false | true | true | 4 | 3 | 2 | true | false | 0.647306 | 19 | 6 | 372 | 426.732391 | 158,472 | 2021-06-13 | 2023-03-16 | 2.200974 | 1.042959 | 1.086919 | 1 | -85 | 2022-08-07 | 0 | 0.953479 | 3.719873 | Positive | Mobile Deposit | App Issues | Low | 4.420523 | 423.179887 | 154,526 | 0.270754 | 2021-11-16 | Credit | 2021-06-13 00:00:00 | 0.881759 | 8.187686 | 8.374247 | 0.34586 | 942.363924 |
50 | 21 | M | Martinezbury | Premium | Sports coach | High School | Married | 4 | Marketing | VIP | true | true | true | true | false | 4 | 52 | 1 | true | false | 0.404816 | 1 | 2 | 570 | 948.276043 | 540,360 | 2022-04-22 | 2021-10-09 | 2.532699 | 4.309705 | 2.051273 | 4 | 79 | 2021-02-06 | 13 | 0.634359 | 2.981454 | Neutral | International Transfers | Fees | High | 21.298006 | 271.068042 | 518,368 | 25.204344 | 2022-12-10 | Credit | 2022-04-22 00:00:00 | 0.058007 | 6.540317 | 11.965237 | 0.017572 | 61,259.43369 |
51 | 19 | Other | West Andrewside | Low | Catering manager | PhD | Married | 3 | Marketing | Regular | true | true | true | true | true | 5 | 70 | 3 | false | true | 0.58866 | 8 | 4 | 48 | 661.715078 | 31,728 | 2021-07-26 | 2021-06-29 | 1.781506 | 4.199355 | 1.772538 | 9 | 3 | 2021-01-10 | 15 | 0.750271 | 3.689277 | Neutral | Investment Analytics | Fees | Low | 87.00024 | 60.299348 | 451,067 | 7.366398 | 2023-05-20 | Transfer | 2021-07-26 00:00:00 | 0.340765 | 0.030319 | 13.083032 | 0.3256 | 429.655825 |
52 | 23 | F | New Jeffrey | Low | IT technical support officer | Master | Married | 5 | Marketing | Regular | true | true | false | false | false | 2 | 61 | 9 | true | true | 0.969525 | 18 | 4 | 621 | 162.48183 | 100,602 | 2023-02-18 | 2023-02-22 | 2.81594 | 1.86834 | 4.975365 | 10 | 59 | 2023-08-04 | 14 | 0.955819 | 1.927039 | Negative | International Transfers | Customer Service | High | 40.024503 | 764.221447 | 358,036 | 0.455094 | 2023-08-02 | Transfer | 2023-02-18 00:00:00 | 0.55224 | 2.407863 | 19.614855 | 0.502246 | 664.011489 |
53 | 71 | Other | Lake Crystalbury | Medium | Psychiatrist | Master | Widowed | 6 | Referral | Regular | true | false | true | true | true | 4 | 80 | 1 | true | false | 0.11329 | 11 | 7 | 273 | 312.917927 | 85,176 | 2022-07-24 | 2023-12-03 | 2.125748 | 1.357505 | 3.255685 | 10 | -67 | 2022-08-06 | 11 | 0.865529 | 3.877854 | Neutral | Investment Analytics | Customer Service | Low | 11.108022 | 184.00867 | 479,409 | 15.531258 | 2022-09-12 | Debit | 2022-07-24 00:00:00 | 0.762624 | 7.362761 | 7.852303 | 0.062385 | 17,822.26167 |
54 | 21 | F | North Micheleland | High | Development worker, international aid | PhD | Single | 2 | Online | Regular | true | true | false | true | false | 3 | 37 | 8 | true | true | 0.233791 | 10 | 8 | 316 | 941.553634 | 297,356 | 2023-07-18 | 2022-04-11 | 1.501697 | 3.329493 | 1.696408 | 10 | -5 | 2021-09-26 | 18 | 0.587371 | 2.246275 | Negative | Mobile Deposit | Fees | High | 79.831386 | 981.199764 | 445,109 | 8.075976 | 2023-09-06 | Debit | 2023-07-18 00:00:00 | 0.202587 | 3.921801 | 4.183073 | 0.675136 | 80,875.10667 |
55 | 71 | Other | West Elizabeth | Medium | Health and safety adviser | High School | Married | 3 | Online | Premium | true | true | false | false | false | 2 | 35 | 5 | true | false | 0.52409 | 0 | 0 | 138 | 434.846247 | 59,892 | 2023-01-18 | 2023-05-05 | 1.325941 | 4.475301 | 3.281806 | 6 | -4 | 2023-04-05 | 16 | 0.896697 | 2.988379 | Neutral | Investment Analytics | App Issues | Low | 13.029726 | 455.489169 | 336,912 | 13.388669 | 2023-08-11 | Credit | 2023-01-18 00:00:00 | 0.591524 | 4.463195 | 7.553169 | 0.444644 | 32,233.01706 |
56 | 80 | F | New David | Medium | Leisure centre manager | PhD | Married | 6 | Branch | Regular | true | true | true | true | true | 5 | 33 | 4 | true | true | 0.258609 | 15 | 1 | 719 | 65.568228 | 46,735 | 2021-11-30 | 2022-05-08 | 2.032117 | 2.403685 | 3.77681 | 8 | 45 | 2021-03-17 | 14 | 0.90113 | 4.449886 | Positive | Mobile Deposit | null | Low | 29.07986 | 165.671305 | 104,697 | 9.392881 | 2023-06-01 | Transfer | 2021-11-30 00:00:00 | 0.382695 | 4.300322 | 9.4788 | 0.065119 | 66,325.97485 |
57 | 35 | F | Sanchezfort | Low | Air traffic controller | Bachelor | Widowed | 4 | Referral | VIP | false | true | true | true | true | 4 | 5 | 5 | false | true | 0.992769 | 0 | 4 | 50 | 346.88848 | 17,300 | 2023-01-29 | 2021-11-09 | 4.924918 | 4.86079 | 4.293223 | 8 | -48 | 2023-12-29 | 7 | 0.87295 | 1.258833 | Positive | Mobile Deposit | null | High | 3.893582 | 73.292791 | 457,956 | 9.197386 | 2023-09-13 | Credit | 2023-01-29 00:00:00 | 0.314015 | 7.331046 | 19.484777 | 0.435334 | 10,620.51281 |
58 | 61 | F | Leeville | High | Amenity horticulturist | PhD | Widowed | 7 | Marketing | New | false | false | true | false | true | 2 | 65 | 7 | false | false | 0.72027 | 19 | 0 | 359 | 877.480405 | 314,843 | 2022-12-29 | 2023-05-24 | 2.025073 | 4.897579 | 2.115739 | 6 | 64 | 2023-12-17 | 18 | 0.797902 | 4.420975 | Neutral | Budgeting Tools | Transaction Delays | Low | 30.438141 | 570.077033 | 47,992 | 22.3993 | 2023-02-25 | Credit | 2022-12-29 00:00:00 | 0.630962 | 3.723937 | 18.210619 | 0.146116 | 85,882.6582 |
59 | 51 | F | Gomezchester | Low | Administrator, arts | PhD | Divorced | 4 | Marketing | Premium | true | true | false | true | true | 4 | 17 | 8 | true | true | 0.433976 | 8 | 5 | 550 | 997.584442 | 548,350 | 2022-03-06 | 2022-10-02 | 4.421819 | 1.058938 | 3.231095 | 8 | -100 | 2021-03-22 | 9 | 0.559001 | 2.326031 | Positive | null | Customer Service | High | 81.963101 | 377.154596 | 360,254 | 24.420882 | 2023-02-01 | Transfer | 2022-03-06 00:00:00 | 0.097732 | 7.291231 | 12.131768 | 0.842006 | 81,503.81298 |
60 | 79 | Other | Shieldston | Medium | Aid worker | High School | Divorced | 4 | Branch | Premium | false | false | true | true | false | 2 | 26 | 2 | false | true | 0.902742 | 4 | 5 | 624 | 39.351935 | 24,336 | 2022-07-01 | 2022-11-06 | 2.836352 | 3.622094 | 2.207267 | 1 | 56 | 2022-11-22 | 19 | 0.734617 | 1.982544 | Negative | null | App Issues | Medium | 44.937579 | 563.069912 | 134,768 | 21.957821 | 2023-08-07 | Transfer | 2022-07-01 00:00:00 | 0.176104 | 9.106646 | 2.219846 | 0.51676 | 52,221.42112 |
61 | 31 | Other | North Richardmouth | Medium | Aeronautical engineer | PhD | Single | 4 | Branch | New | true | true | true | true | true | 5 | 38 | 6 | true | true | 0.144447 | 4 | 2 | 981 | 476.323581 | 466,956 | 2021-05-27 | 2023-07-09 | 2.00943 | 2.404104 | 2.800637 | 3 | -10 | 2021-02-03 | 8 | 0.543338 | 4.39524 | Negative | Investment Analytics | Fees | Low | 21.655774 | 830.46574 | 75,545 | 15.902139 | 2023-09-12 | Credit | 2021-05-27 00:00:00 | 0.29546 | 1.395445 | 10.719782 | 0.57492 | 49,470.71899 |
62 | 65 | F | East Jamesside | Medium | Airline pilot | Master | Single | 6 | Referral | Regular | true | true | true | true | true | 5 | 50 | 4 | false | false | 0.287905 | 7 | 3 | 680 | 253.513787 | 172,040 | 2021-12-17 | 2021-09-27 | 4.291359 | 1.561946 | 2.628287 | 5 | 41 | 2021-05-23 | 17 | 0.759453 | 3.780003 | Positive | Mobile Deposit | Customer Service | Medium | 48.485322 | 713.663928 | 450,456 | 18.836883 | 2023-06-16 | Transfer | 2021-12-17 00:00:00 | 0.350283 | 9.778652 | 18.810635 | 0.355472 | 70,047.96531 |
63 | 32 | F | Taylorburgh | High | Charity officer | High School | Single | 7 | Online | Regular | true | true | true | true | true | 5 | 18 | 8 | false | false | 0.955933 | 13 | 2 | 643 | 981.757581 | 630,783 | 2023-12-30 | 2022-02-28 | 4.019619 | 3.962932 | 1.855881 | 7 | 51 | 2023-08-21 | 2 | 0.702572 | 2.183971 | Neutral | null | null | High | 1.328666 | 828.796316 | 658,450 | 29.246293 | 2023-12-30 | Debit | 2023-12-30 00:00:00 | 0.337242 | 3.375009 | 7.820602 | 0.369395 | 6,245.38794 |
64 | 79 | Other | Stevenland | Medium | IT trainer | Master | Single | 5 | Online | VIP | false | true | true | true | true | 4 | 95 | 4 | false | false | 0.556972 | 3 | 4 | 734 | 390.162833 | 286,260 | 2022-05-17 | 2021-10-11 | 3.469727 | 3.863434 | 2.173082 | 9 | -22 | 2021-07-14 | 17 | 0.502956 | 3.787406 | Positive | Budgeting Tools | Transaction Delays | Low | 70.371988 | 191.044286 | 820,910 | 8.654363 | 2022-06-24 | Debit | 2022-05-17 00:00:00 | 0.902848 | 9.462721 | 0.449044 | 0.230997 | 4,932.674524 |
65 | 57 | F | Mortonside | Premium | Development worker, international aid | High School | Married | 5 | Marketing | Regular | true | true | false | true | true | 4 | 87 | 3 | false | true | 0.920663 | 11 | 8 | 335 | 934.292797 | 312,890 | 2021-12-01 | 2022-02-19 | 2.146019 | 1.204025 | 2.028137 | 4 | 51 | 2023-05-01 | 12 | 0.888855 | 4.613944 | Negative | null | null | High | 1.528777 | 562.213593 | 433,485 | 2.72491 | 2023-07-20 | Transfer | 2021-12-01 00:00:00 | 0.548167 | 4.813059 | 13.750168 | 0.777068 | 1,623.461677 |
66 | 70 | F | North Deniseside | Premium | Textile designer | Bachelor | Widowed | 2 | Branch | Regular | true | true | true | true | true | 5 | 33 | 5 | false | true | 0.984207 | 1 | 9 | 347 | 614.512344 | 213,058 | 2023-08-05 | 2021-10-10 | 4.048763 | 1.557045 | 4.245893 | 8 | -85 | 2022-09-09 | 1 | 0.825382 | 4.481941 | Neutral | Mobile Deposit | Fees | Low | 32.095187 | 901.090741 | 474,401 | 22.062512 | 2023-11-25 | Transfer | 2023-08-05 00:00:00 | 0.668839 | 6.289115 | 12.895208 | 0.013232 | 54,230.24299 |
67 | 41 | F | North Sarabury | Medium | Ceramics designer | Bachelor | Divorced | 6 | Referral | VIP | false | false | false | true | true | 2 | 88 | 4 | true | false | 0.360226 | 5 | 2 | 31 | 892.907755 | 27,652 | 2023-02-17 | 2022-09-25 | 1.077619 | 1.306196 | 1.581943 | 1 | -6 | 2022-07-17 | 3 | 0.620388 | 4.224968 | Positive | Investment Analytics | Transaction Delays | Medium | 19.099971 | 23.050559 | 228,069 | 9.908243 | 2023-10-05 | Debit | 2023-02-17 00:00:00 | 0.975058 | 7.894362 | 5.649807 | 0.552186 | 41,891.99731 |
68 | 43 | M | South Todd | High | Charity fundraiser | Bachelor | Married | 7 | Marketing | Regular | true | false | true | true | true | 4 | 23 | 5 | true | false | 0.576485 | 13 | 1 | 784 | 949.626537 | 744,016 | 2022-07-07 | 2023-12-09 | 2.119353 | 3.376271 | 4.888101 | 4 | 56 | 2022-10-12 | 19 | 0.82102 | 4.987014 | Negative | null | Fees | Low | 94.574119 | 401.813914 | 130,215 | 10.29188 | 2023-10-07 | Debit | 2022-07-07 00:00:00 | 0.766989 | 2.049889 | 18.491432 | 0.174752 | 95,240.55529 |
69 | 77 | F | Port Richard | High | Energy manager | PhD | Widowed | 7 | Online | New | false | true | true | true | true | 4 | 24 | 9 | false | false | 0.846695 | 12 | 5 | 28 | 113.823959 | 3,164 | 2022-03-26 | 2021-10-04 | 4.447131 | 2.145568 | 2.607174 | 5 | 36 | 2022-12-10 | 6 | 0.772064 | 1.675474 | Neutral | International Transfers | Transaction Delays | Medium | 13.333875 | 133.786335 | 596,735 | 28.248232 | 2023-09-27 | Transfer | 2022-03-26 00:00:00 | 0.362839 | 3.504946 | 4.284327 | 0.846413 | 92,770.26404 |
70 | 58 | M | East Nicholasfurt | High | Quarry manager | Bachelor | Widowed | 4 | Online | Regular | true | true | true | true | false | 4 | 75 | 3 | false | false | 0.272741 | 2 | 9 | 429 | 209.720027 | 89,661 | 2022-10-27 | 2023-05-31 | 1.935938 | 3.247406 | 1.902708 | 3 | 63 | 2023-03-31 | 11 | 0.754059 | 3.997638 | Negative | null | Customer Service | Low | 61.563842 | 806.726913 | 32,513 | 8.208667 | 2022-11-23 | Debit | 2022-10-27 00:00:00 | 0.399339 | 3.215765 | 19.416962 | 0.676067 | 4,399.394937 |
71 | 46 | F | Saramouth | Medium | Chief Technology Officer | High School | Married | 5 | Referral | New | false | true | true | false | false | 2 | 93 | 2 | false | true | 0.446754 | 18 | 0 | 872 | 272.6948 | 237,184 | 2021-04-25 | 2021-10-25 | 3.518518 | 3.739763 | 4.050784 | 1 | -26 | 2021-06-13 | 14 | 0.688208 | 2.177706 | Negative | null | null | Medium | 37.916955 | 155.945771 | 420,887 | 0.711823 | 2023-10-06 | Credit | 2021-04-25 00:00:00 | 0.390625 | 8.335339 | 14.820556 | 0.128391 | 822.473525 |
72 | 32 | Other | Rodneyside | Medium | Print production planner | Bachelor | Married | 6 | Marketing | New | true | true | true | true | false | 4 | 69 | 2 | true | true | 0.15332 | 4 | 8 | 165 | 539.827368 | 88,935 | 2022-04-15 | 2021-11-20 | 2.917082 | 2.397229 | 1.368237 | 10 | -82 | 2022-10-04 | 15 | 0.521721 | 4.727482 | Neutral | Budgeting Tools | App Issues | High | 72.427002 | 847.996879 | 109,529 | 2.489527 | 2022-09-07 | Transfer | 2022-04-15 00:00:00 | 0.365746 | 0.286289 | 18.333319 | 0.424607 | 22,305.15664 |
73 | 62 | M | Mooreport | Medium | Solicitor | High School | Divorced | 3 | Referral | New | false | true | false | false | false | 1 | 29 | 9 | false | true | 0.652537 | 17 | 9 | 427 | 248.78951 | 105,896 | 2021-03-07 | 2022-10-13 | 2.716091 | 2.394023 | 4.26115 | 6 | 43 | 2023-10-09 | 7 | 0.993085 | 1.321871 | Neutral | Mobile Deposit | Transaction Delays | High | 34.252539 | 786.394387 | 449,869 | 23.529349 | 2022-06-25 | Debit | 2021-03-07 00:00:00 | 0.488372 | 2.904478 | 10.44722 | 0.482448 | 18,410.15865 |
74 | 82 | M | North Beth | High | Meteorologist | Master | Single | 5 | Marketing | Regular | false | true | true | true | false | 3 | 96 | 7 | false | true | 0.004194 | 11 | 2 | 329 | 934.436201 | 307,286 | 2022-10-09 | 2021-05-19 | 3.744821 | 3.993781 | 2.243201 | 6 | -92 | 2021-04-07 | 19 | 0.754897 | 3.670639 | Positive | International Transfers | Transaction Delays | High | 11.420204 | 753.581172 | 953,612 | 24.772009 | 2023-09-01 | Transfer | 2022-10-09 00:00:00 | 0.094414 | 4.225645 | 11.63225 | 0.981094 | 56,840.05951 |
75 | 26 | F | Lake Leeton | Medium | Barista | PhD | Single | 5 | Online | Regular | false | true | true | true | true | 4 | 78 | 4 | true | false | 0.449308 | 10 | 2 | 73 | 188.985915 | 13,724 | 2023-04-02 | 2023-12-28 | 1.152583 | 2.414191 | 1.687142 | 3 | -57 | 2023-03-17 | 12 | 0.527374 | 1.807957 | Neutral | Investment Analytics | Customer Service | Low | 5.017801 | 597.855884 | 828,373 | 13.402175 | 2023-09-03 | Transfer | 2023-04-02 00:00:00 | 0.231934 | 0.169828 | 9.62453 | 0.615288 | 59,863.63174 |
76 | 18 | F | Shawhaven | Medium | Trade union research officer | Master | Divorced | 7 | Branch | Premium | true | true | true | false | true | 4 | 92 | 6 | true | false | 0.929145 | 3 | 7 | 972 | 179.30928 | 173,988 | 2022-07-03 | 2021-08-31 | 2.991523 | 2.400101 | 4.37918 | 6 | 80 | 2022-09-04 | 0 | 0.52534 | 4.962068 | Neutral | null | null | Low | 99.05452 | 719.004237 | 169,679 | 6.515078 | 2023-04-02 | Debit | 2022-07-03 00:00:00 | 0.449744 | 3.420504 | 12.872532 | 0.747593 | 75,885.35036 |
77 | 25 | M | North Susan | Medium | Agricultural engineer | Master | Divorced | 2 | Branch | VIP | false | true | true | true | true | 4 | 53 | 6 | true | false | 0.897302 | 11 | 5 | 924 | 160.112366 | 147,840 | 2021-05-16 | 2022-01-13 | 2.760161 | 3.408518 | 3.381277 | 10 | -3 | 2023-07-20 | 4 | 0.884782 | 3.078574 | Positive | Budgeting Tools | App Issues | Low | 96.366657 | 612.156684 | 415,699 | 22.626825 | 2022-05-16 | Debit | 2021-05-16 00:00:00 | 0.694033 | 3.814604 | 15.320443 | 0.725799 | 65,266.64071 |
78 | 80 | Other | Port Jacobland | Medium | Dealer | Bachelor | Single | 5 | Online | VIP | false | false | true | true | true | 3 | 77 | 3 | true | true | 0.80377 | 18 | 2 | 839 | 441.631321 | 369,999 | 2022-03-09 | 2022-10-13 | 4.003185 | 1.280621 | 3.153967 | 10 | -26 | 2023-10-08 | 18 | 0.672364 | 3.132457 | Neutral | International Transfers | null | Low | 22.298033 | 177.895474 | 845,015 | 4.466281 | 2023-05-19 | Credit | 2022-03-09 00:00:00 | 0.208172 | 1.321563 | 1.732084 | 0.4386 | 82,630.75868 |
79 | 28 | Other | South David | Medium | Manufacturing engineer | Bachelor | Married | 3 | Branch | Premium | true | true | true | true | false | 4 | 24 | 9 | true | false | 0.141159 | 6 | 5 | 316 | 54.777301 | 17,064 | 2022-10-07 | 2021-10-26 | 2.705529 | 2.367667 | 2.195195 | 8 | 99 | 2021-09-06 | 6 | 0.714418 | 3.109303 | Positive | null | Customer Service | High | 9.752547 | 324.43736 | 521,012 | 4.045985 | 2023-06-26 | Debit | 2022-10-07 00:00:00 | 0.234751 | 9.09917 | 3.173975 | 0.61425 | 31,365.88224 |
80 | 25 | F | New Brooke | Low | Intelligence analyst | Bachelor | Single | 4 | Branch | New | false | true | true | true | true | 4 | 4 | 4 | false | false | 0.52026 | 9 | 5 | 832 | 683.268283 | 568,256 | 2022-03-12 | 2021-03-02 | 4.619032 | 1.524226 | 3.002422 | 1 | 70 | 2023-02-05 | 3 | 0.807636 | 4.035306 | Neutral | International Transfers | Fees | High | 61.166031 | 334.610431 | 791,620 | 2.496129 | 2023-01-04 | Transfer | 2022-03-12 00:00:00 | 0.383648 | 8.534662 | 8.607099 | 0.210657 | 21,909.598 |
81 | 52 | Other | South Dianeshire | Medium | Museum education officer | Master | Widowed | 1 | Marketing | VIP | true | true | true | false | false | 3 | 1 | 1 | true | false | 0.719139 | 18 | 2 | 828 | 256.210088 | 211,968 | 2023-10-20 | 2022-10-15 | 4.970564 | 4.523457 | 4.124217 | 5 | 22 | 2021-07-30 | 4 | 0.501047 | 4.8856 | Neutral | Mobile Deposit | Fees | High | 69.375074 | 428.135252 | 477,562 | 2.263556 | 2023-11-22 | Transfer | 2023-10-20 00:00:00 | 0.550604 | 5.420736 | 9.706824 | 0.734852 | 7,147.914161 |
82 | 52 | Other | Sarahborough | Premium | Colour technologist | PhD | Widowed | 2 | Referral | Premium | true | true | true | true | true | 5 | 79 | 2 | true | true | 0.101174 | 0 | 5 | 99 | 934.13719 | 92,466 | 2023-03-22 | 2023-04-28 | 4.503188 | 2.320008 | 2.908267 | 3 | 11 | 2021-03-01 | 8 | 0.757961 | 4.842505 | Negative | Investment Analytics | null | Medium | 73.707463 | 602.352494 | 266,518 | 13.652762 | 2023-10-18 | Transfer | 2023-03-22 00:00:00 | 0.774773 | 9.843401 | 16.703011 | 0.356659 | 57,215.70766 |
83 | 50 | F | Johnfurt | Medium | Retail merchandiser | PhD | Divorced | 3 | Marketing | New | true | false | false | true | false | 2 | 62 | 5 | true | false | 0.147004 | 15 | 9 | 36 | 187.960295 | 6,732 | 2023-07-29 | 2023-04-23 | 4.184575 | 2.87141 | 3.523693 | 7 | -60 | 2022-04-04 | 18 | 0.8464 | 1.933233 | Neutral | Mobile Deposit | Customer Service | High | 91.366917 | 155.935172 | 553,152 | 6.364985 | 2023-11-27 | Transfer | 2023-07-29 00:00:00 | 0.619385 | 8.36983 | 18.096212 | 0.315906 | 95,906.80845 |
84 | 22 | Other | Lake Debbie | High | Horticultural consultant | Master | Single | 2 | Referral | Premium | true | true | true | true | false | 4 | 53 | 8 | true | false | 0.040066 | 3 | 7 | 943 | 88.063649 | 82,984 | 2021-10-20 | 2022-09-14 | 3.868012 | 1.348757 | 1.155373 | 1 | -90 | 2021-04-08 | 0 | 0.696375 | 3.234999 | Positive | Budgeting Tools | Customer Service | Medium | 26.135714 | 953.229485 | 845,880 | 8.012344 | 2023-05-31 | Transfer | 2021-10-20 00:00:00 | 0.060922 | 0.544228 | 9.68187 | 0.839492 | 89,599.52411 |
85 | 58 | F | Stewartland | Low | Horticulturist, commercial | PhD | Single | 6 | Referral | Regular | true | false | true | true | true | 4 | 37 | 7 | false | true | 0.323074 | 11 | 8 | 678 | 408.420377 | 276,624 | 2022-06-27 | 2023-06-27 | 3.243295 | 2.978722 | 3.371761 | 8 | 40 | 2021-01-22 | 10 | 0.581138 | 3.183502 | Positive | International Transfers | null | Medium | 22.94132 | 93.603162 | 828,061 | 16.07851 | 2023-04-23 | Debit | 2022-06-27 00:00:00 | 0.09953 | 1.473216 | 5.276357 | 0.285003 | 48,850.82528 |
86 | 45 | M | South Christineshire | Medium | Games developer | Master | Widowed | 4 | Branch | Regular | true | true | true | false | true | 4 | 16 | 9 | false | true | 0.877322 | 12 | 2 | 193 | 252.809649 | 48,636 | 2021-10-13 | 2022-07-15 | 4.147439 | 3.632133 | 1.92349 | 6 | 70 | 2021-10-12 | 3 | 0.925992 | 1.498141 | Positive | Investment Analytics | Transaction Delays | Low | 8.357958 | 520.022658 | 208,177 | 13.491164 | 2021-11-07 | Debit | 2021-10-13 00:00:00 | 0.277586 | 2.137123 | 12.737026 | 0.046849 | 89,004.40416 |
87 | 24 | F | North Amandahaven | High | Designer, jewellery | Master | Single | 5 | Referral | New | true | false | true | true | false | 3 | 30 | 1 | false | false | 0.507476 | 2 | 1 | 34 | 870.402507 | 29,580 | 2022-05-21 | 2021-11-08 | 3.411543 | 1.178409 | 3.941026 | 6 | -58 | 2021-08-04 | 17 | 0.69865 | 3.788467 | Positive | Mobile Deposit | Transaction Delays | Medium | 15.860423 | 48.19604 | 881,305 | 8.453366 | 2023-01-13 | Transfer | 2022-05-21 00:00:00 | 0.406709 | 1.531959 | 13.307364 | 0.809138 | 98,079.66246 |
88 | 29 | M | Davidstad | High | Chartered certified accountant | PhD | Divorced | 6 | Referral | New | true | true | true | true | false | 4 | 0 | 2 | true | false | 0.853271 | 15 | 9 | 662 | 525.152228 | 347,550 | 2022-06-23 | 2022-01-20 | 4.847614 | 2.329302 | 2.254271 | 8 | -47 | 2022-10-24 | 6 | 0.998217 | 4.036411 | Negative | Mobile Deposit | Fees | Low | 65.297469 | 288.286732 | 850,445 | 29.144441 | 2023-08-30 | Credit | 2022-06-23 00:00:00 | 0.545174 | 6.074411 | 3.90664 | 0.070928 | 56,383.14033 |
89 | 51 | M | East Mikeburgh | Medium | Sports administrator | High School | Divorced | 5 | Online | Regular | false | false | true | false | false | 1 | 5 | 4 | true | false | 0.08365 | 1 | 9 | 94 | 481.952913 | 45,214 | 2023-05-28 | 2021-08-07 | 4.557879 | 3.226768 | 2.177007 | 3 | 77 | 2023-06-12 | 18 | 0.767771 | 4.477231 | Positive | International Transfers | Transaction Delays | Medium | 49.138476 | 551.201246 | 55,398 | 4.337621 | 2023-11-29 | Transfer | 2023-05-28 00:00:00 | 0.487443 | 7.016486 | 7.180103 | 0.195568 | 85,505.66675 |
90 | 50 | Other | Bassport | Premium | Data scientist | High School | Widowed | 7 | Referral | VIP | true | true | false | true | false | 3 | 94 | 7 | false | true | 0.056103 | 8 | 6 | 980 | 780.470676 | 764,400 | 2023-03-29 | 2021-09-27 | 3.30572 | 4.985296 | 2.658288 | 6 | 39 | 2022-04-09 | 19 | 0.563205 | 3.942124 | Positive | Budgeting Tools | Transaction Delays | High | 72.005829 | 647.95873 | 376,649 | 18.519553 | 2023-11-02 | Transfer | 2023-03-29 00:00:00 | 0.132306 | 9.013396 | 13.856148 | 0.087867 | 40,071.41088 |
91 | 65 | Other | Lake Lisaport | Premium | Tourism officer | Bachelor | Single | 3 | Online | VIP | true | true | false | false | true | 3 | 69 | 1 | false | true | 0.803901 | 5 | 7 | 691 | 656.112357 | 453,296 | 2023-01-12 | 2022-01-14 | 2.699775 | 4.064857 | 1.470766 | 9 | -28 | 2021-12-15 | 5 | 0.539812 | 1.474692 | Negative | International Transfers | Fees | Medium | 62.598282 | 451.107813 | 119,921 | 27.35287 | 2023-06-13 | Credit | 2023-01-12 00:00:00 | 0.279346 | 8.088073 | 17.976444 | 0.029317 | 47,376.41403 |
92 | 40 | Other | East Josephville | Premium | Technical author | PhD | Single | 4 | Marketing | Regular | true | true | false | true | true | 4 | 35 | 5 | false | false | 0.49775 | 9 | 8 | 712 | 19.526074 | 13,528 | 2022-03-26 | 2021-02-23 | 1.787776 | 3.267568 | 4.014274 | 10 | -12 | 2021-06-30 | 11 | 0.604142 | 4.675852 | Neutral | Budgeting Tools | null | Low | 70.943255 | 636.775143 | 933,211 | 1.050528 | 2022-04-17 | Credit | 2022-03-26 00:00:00 | 0.88059 | 1.57991 | 9.363961 | 0.786158 | 71,495.0189 |
93 | 79 | F | West Juan | Medium | Solicitor, Scotland | Bachelor | Widowed | 1 | Branch | VIP | true | false | true | true | false | 3 | 7 | 2 | true | true | 0.470929 | 16 | 0 | 813 | 688.593585 | 559,344 | 2021-10-11 | 2022-07-01 | 1.978971 | 1.835334 | 3.512308 | 1 | -46 | 2022-01-27 | 15 | 0.947464 | 1.843588 | Neutral | Budgeting Tools | App Issues | Medium | 53.546617 | 539.382108 | 252,874 | 19.139531 | 2021-12-17 | Transfer | 2021-10-11 00:00:00 | 0.599801 | 0.335314 | 1.236391 | 0.71702 | 76,130.05185 |
94 | 54 | Other | Lake Matthew | Low | Publishing rights manager | Master | Married | 1 | Referral | Regular | true | false | false | true | true | 3 | 92 | 2 | false | true | 0.475649 | 4 | 0 | 327 | 715.273433 | 233,805 | 2023-11-10 | 2022-04-18 | 1.875182 | 4.875212 | 2.122546 | 8 | 15 | 2023-01-26 | 13 | 0.746066 | 3.438332 | Negative | Investment Analytics | Transaction Delays | Low | 94.879103 | 229.055397 | 537,679 | 25.509449 | 2023-12-07 | Credit | 2023-11-10 00:00:00 | 0.863861 | 4.464407 | 7.055499 | 0.650718 | 77,890.9684 |
95 | 61 | M | Williamview | High | Holiday representative | High School | Married | 5 | Online | Premium | true | true | false | true | true | 4 | 72 | 2 | true | true | 0.381071 | 11 | 0 | 770 | 182.60806 | 140,140 | 2023-10-08 | 2022-04-21 | 4.566442 | 1.806599 | 4.089807 | 4 | -62 | 2021-01-11 | 3 | 0.913949 | 3.579562 | Negative | International Transfers | App Issues | Low | 67.774563 | 341.234424 | 44,612 | 1.254422 | 2023-11-04 | Debit | 2023-10-08 00:00:00 | 0.402987 | 9.73722 | 18.40508 | 0.755222 | 74,793.5116 |
96 | 52 | Other | North Cynthiaview | High | Recycling officer | PhD | Single | 6 | Marketing | Premium | false | true | true | true | true | 4 | 85 | 9 | true | false | 0.886405 | 7 | 3 | 954 | 712.287871 | 679,248 | 2021-07-06 | 2022-04-18 | 4.667233 | 1.618918 | 4.846066 | 4 | 36 | 2021-04-18 | 12 | 0.835414 | 1.608003 | Positive | Investment Analytics | Transaction Delays | High | 70.885273 | 20.879663 | 942,597 | 21.45509 | 2021-11-20 | Transfer | 2021-07-06 00:00:00 | 0.597517 | 4.577139 | 17.858113 | 0.542667 | 23,634.32176 |
97 | 82 | Other | North Matthewberg | Low | Scientist, research (maths) | PhD | Divorced | 7 | Marketing | Premium | true | true | true | false | true | 4 | 9 | 5 | true | true | 0.520997 | 11 | 2 | 606 | 993.912779 | 601,758 | 2021-04-07 | 2021-02-23 | 2.280541 | 2.702946 | 4.428263 | 8 | -91 | 2022-06-16 | 10 | 0.929104 | 2.373241 | Negative | International Transfers | App Issues | High | 88.433984 | 26.849026 | 144,806 | 23.50582 | 2022-12-25 | Transfer | 2021-04-07 00:00:00 | 0.044314 | 4.830974 | 7.631787 | 0.454462 | 94,425.83833 |
98 | 64 | F | Evanmouth | High | Camera operator | PhD | Married | 4 | Marketing | VIP | true | true | false | true | true | 4 | 23 | 8 | true | true | 0.973887 | 11 | 6 | 396 | 301.114948 | 119,196 | 2021-08-13 | 2023-01-06 | 3.807608 | 3.960318 | 2.657004 | 8 | 23 | 2021-03-30 | 15 | 0.758886 | 2.199319 | Negative | International Transfers | App Issues | Medium | 61.332576 | 401.460932 | 330,099 | 2.024121 | 2022-07-05 | Credit | 2021-08-13 00:00:00 | 0.446887 | 6.735342 | 3.029921 | 0.108808 | 53,759.38615 |
99 | 20 | F | Hoffmanville | Low | Dentist | High School | Single | 4 | Online | Premium | true | false | false | true | true | 3 | 62 | 6 | false | false | 0.846526 | 9 | 5 | 868 | 48.186303 | 41,664 | 2021-11-10 | 2021-06-12 | 1.498655 | 1.365835 | 2.177741 | 9 | 42 | 2021-08-15 | 10 | 0.909526 | 3.83919 | Negative | Budgeting Tools | App Issues | Medium | 23.588185 | 457.79117 | 526,539 | 1.449929 | 2023-03-16 | Debit | 2021-11-10 00:00:00 | 0.881507 | 0.255892 | 13.100645 | 0.948549 | 35,059.76835 |
100 | 18 | M | Lake Rebeccaside | Medium | Economist | Bachelor | Married | 3 | Online | New | false | true | true | true | true | 4 | 39 | 1 | true | true | 0.737571 | 12 | 2 | 870 | 851.914142 | 740,370 | 2021-11-24 | 2023-09-04 | 3.245697 | 1.737668 | 1.032472 | 8 | 64 | 2021-04-09 | 5 | 0.971521 | 3.499981 | Neutral | Mobile Deposit | App Issues | Medium | 43.162588 | 836.889395 | 270,666 | 14.530748 | 2022-07-05 | Credit | 2021-11-24 00:00:00 | 0.195344 | 7.895287 | 6.580726 | 0.146823 | 10,716.77119 |
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