From 6b6dcbe98113b7ae799c3f41593630abeb94aeb5 Mon Sep 17 00:00:00 2001 From: adi271001 <67856422+adi271001@users.noreply.github.com> Date: Mon, 8 Jul 2024 00:37:12 +0530 Subject: [PATCH 1/4] Add files via upload --- Bank Credit Analysis/Dataset/bank.csv | 11163 ++++++++++++++++ .../Images/__results___10_0.png | Bin 0 -> 650 bytes .../Images/__results___11_1.png | Bin 0 -> 547110 bytes .../Images/__results___12_1.png | Bin 0 -> 198943 bytes .../Images/__results___13_0.png | Bin 0 -> 119657 bytes .../Images/__results___13_1.png | Bin 0 -> 20987 bytes .../Images/__results___14_0.png | Bin 0 -> 69928 bytes .../Images/__results___15_0.png | Bin 0 -> 147632 bytes .../Images/__results___18_0.png | Bin 0 -> 48107 bytes .../Images/__results___24_1.png | Bin 0 -> 227701 bytes .../Images/__results___25_1.png | Bin 0 -> 43151 bytes .../Images/__results___27_0.png | Bin 0 -> 911843 bytes .../Images/__results___28_0.png | Bin 0 -> 83723 bytes .../Images/__results___29_0.png | Bin 0 -> 30455 bytes .../Images/__results___30_0.png | Bin 0 -> 41374 bytes .../Images/__results___31_0.png | Bin 0 -> 237538 bytes .../Model/bank-credit-analysis.ipynb | 1 + .../Results/models_results.csv | 11 + 18 files changed, 11175 insertions(+) create mode 100644 Bank Credit Analysis/Dataset/bank.csv create mode 100644 Bank Credit Analysis/Images/__results___10_0.png create mode 100644 Bank Credit Analysis/Images/__results___11_1.png create mode 100644 Bank Credit Analysis/Images/__results___12_1.png create mode 100644 Bank Credit Analysis/Images/__results___13_0.png create mode 100644 Bank Credit Analysis/Images/__results___13_1.png create mode 100644 Bank Credit Analysis/Images/__results___14_0.png create mode 100644 Bank Credit Analysis/Images/__results___15_0.png create mode 100644 Bank Credit Analysis/Images/__results___18_0.png create mode 100644 Bank Credit Analysis/Images/__results___24_1.png create mode 100644 Bank Credit Analysis/Images/__results___25_1.png create mode 100644 Bank Credit Analysis/Images/__results___27_0.png create mode 100644 Bank Credit Analysis/Images/__results___28_0.png create mode 100644 Bank Credit Analysis/Images/__results___29_0.png create mode 100644 Bank Credit Analysis/Images/__results___30_0.png create mode 100644 Bank Credit Analysis/Images/__results___31_0.png create mode 100644 Bank Credit Analysis/Model/bank-credit-analysis.ipynb create mode 100644 Bank Credit Analysis/Results/models_results.csv diff --git a/Bank Credit Analysis/Dataset/bank.csv b/Bank Credit Analysis/Dataset/bank.csv new file mode 100644 index 000000000..4fce3250a --- /dev/null +++ b/Bank Credit Analysis/Dataset/bank.csv @@ -0,0 +1,11163 @@ +age,job,marital,education,default,balance,housing,loan,contact,day,month,duration,campaign,pdays,previous,poutcome,deposit +59,admin.,married,secondary,no,2343,yes,no,unknown,5,may,1042,1,-1,0,unknown,yes +56,admin.,married,secondary,no,45,no,no,unknown,5,may,1467,1,-1,0,unknown,yes 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+73,retired,married,primary,no,934,no,no,cellular,14,sep,961,5,-1,0,unknown,yes +47,technician,divorced,secondary,no,1013,no,no,cellular,15,sep,170,1,92,3,failure,yes +49,technician,divorced,tertiary,no,596,yes,no,telephone,15,sep,722,1,-1,0,unknown,yes +40,admin.,married,secondary,no,4775,no,no,cellular,15,sep,215,1,-1,0,unknown,yes +57,blue-collar,married,primary,no,3109,no,no,cellular,15,sep,107,2,105,2,success,yes +50,housemaid,married,secondary,no,388,no,no,cellular,15,sep,173,2,99,4,failure,yes +34,blue-collar,married,secondary,no,262,no,no,cellular,15,sep,89,2,106,1,success,yes +56,services,married,secondary,no,654,no,no,cellular,15,sep,875,1,-1,0,unknown,yes +32,technician,single,tertiary,no,1855,no,no,cellular,15,sep,126,2,134,1,other,yes +50,management,divorced,tertiary,no,810,no,no,cellular,15,sep,91,1,103,3,success,yes +54,unemployed,divorced,secondary,no,1664,no,no,cellular,15,sep,106,1,105,3,success,yes +26,management,single,tertiary,no,362,no,no,cellular,15,sep,925,1,104,2,success,yes +40,technician,married,tertiary,no,1293,no,no,cellular,16,sep,1702,3,105,2,success,yes +29,management,single,tertiary,no,874,yes,no,cellular,16,sep,152,1,103,1,success,yes +52,housemaid,married,primary,no,10943,no,no,cellular,16,sep,292,1,-1,0,unknown,yes +38,technician,married,secondary,no,4539,no,no,cellular,16,sep,387,1,-1,0,unknown,yes +46,management,married,tertiary,no,2817,no,no,cellular,17,sep,543,1,-1,0,unknown,yes +26,management,single,tertiary,no,1646,no,no,cellular,18,sep,890,5,-1,0,unknown,yes +25,management,single,tertiary,no,808,no,no,cellular,18,sep,267,2,114,2,failure,yes +70,retired,married,tertiary,no,44,no,no,cellular,18,sep,1104,2,88,2,other,yes +83,retired,married,primary,no,425,no,no,telephone,22,sep,773,1,92,2,success,yes +43,management,divorced,tertiary,no,2367,no,no,cellular,22,sep,83,1,113,3,success,yes +45,blue-collar,married,secondary,no,10252,no,no,cellular,22,sep,173,1,141,2,success,yes +37,admin.,single,tertiary,no,1000,yes,no,cellular,22,sep,239,1,99,2,success,yes +71,retired,divorced,secondary,no,4380,no,no,cellular,22,sep,369,1,-1,0,unknown,yes +27,management,single,tertiary,no,20585,no,no,cellular,23,sep,299,1,100,1,success,yes +47,admin.,married,secondary,no,2601,no,no,cellular,24,sep,261,1,-1,0,unknown,yes +42,management,divorced,tertiary,no,238,no,no,cellular,25,sep,692,1,-1,0,unknown,yes +77,retired,divorced,secondary,no,0,no,no,cellular,25,sep,210,1,-1,0,unknown,yes +61,management,married,tertiary,no,3371,no,no,cellular,28,sep,299,2,-1,0,unknown,yes +57,management,married,tertiary,no,10583,no,no,cellular,28,sep,341,3,98,3,success,yes +34,management,married,tertiary,no,16,yes,no,telephone,29,sep,316,1,119,1,other,yes +40,blue-collar,married,secondary,no,1451,no,no,cellular,30,sep,117,1,121,1,success,yes +84,entrepreneur,married,secondary,no,0,no,no,telephone,30,sep,992,2,-1,0,unknown,yes +26,student,single,secondary,no,132,no,no,cellular,1,oct,194,1,119,1,success,yes +37,technician,married,unknown,no,189,no,no,cellular,1,oct,238,1,107,2,success,yes +47,management,married,tertiary,no,288,no,no,cellular,1,oct,101,1,-1,0,unknown,yes +37,management,single,tertiary,no,1027,yes,no,cellular,1,oct,137,1,119,1,failure,yes +28,management,single,tertiary,no,6784,no,no,cellular,1,oct,502,1,115,3,other,yes +54,management,married,tertiary,no,1464,no,no,cellular,2,oct,194,2,94,1,success,yes +54,management,married,tertiary,no,8295,no,no,cellular,2,oct,849,2,119,1,success,yes +61,retired,married,secondary,no,2917,no,no,cellular,6,oct,215,1,-1,0,unknown,yes +30,technician,single,secondary,no,158,no,no,cellular,6,oct,144,1,-1,0,unknown,yes +60,retired,married,primary,no,1588,no,no,cellular,6,oct,728,1,-1,0,unknown,yes +44,management,married,unknown,no,282,no,no,cellular,6,oct,296,3,-1,0,unknown,yes +33,management,single,tertiary,no,5437,no,no,cellular,7,oct,201,1,58,3,failure,yes +25,admin.,single,tertiary,no,1185,no,no,cellular,7,oct,290,1,114,1,failure,yes +54,unknown,married,unknown,no,895,no,no,cellular,7,oct,335,1,-1,0,unknown,yes +24,blue-collar,single,secondary,no,1857,yes,no,cellular,8,oct,147,1,92,5,other,yes +36,technician,married,tertiary,no,4596,yes,no,cellular,8,oct,234,2,175,2,success,yes +58,retired,married,primary,no,565,no,no,telephone,8,oct,153,1,93,1,success,yes +33,management,single,tertiary,no,1781,no,no,cellular,8,oct,611,2,183,1,success,yes +27,admin.,married,secondary,no,3415,no,no,cellular,9,oct,266,3,184,1,success,yes +60,admin.,divorced,secondary,no,12039,no,no,telephone,12,oct,261,1,187,1,success,yes +56,unemployed,married,secondary,no,12,no,no,cellular,12,oct,511,3,187,1,failure,yes +25,technician,single,secondary,no,139,no,yes,cellular,12,oct,138,1,-1,0,unknown,yes +21,student,single,secondary,no,2488,no,no,cellular,12,oct,180,1,-1,0,unknown,yes +73,retired,divorced,secondary,no,7111,yes,no,cellular,12,oct,146,1,-1,0,unknown,yes +67,management,divorced,tertiary,no,361,no,no,cellular,13,oct,411,2,-1,0,unknown,yes +51,entrepreneur,divorced,tertiary,no,2109,no,no,cellular,13,oct,79,2,-1,0,unknown,yes +48,management,married,tertiary,no,1093,yes,yes,cellular,13,oct,1226,2,-1,0,unknown,yes +35,management,single,tertiary,no,2646,no,no,cellular,13,oct,221,1,182,1,success,yes +61,self-employed,divorced,tertiary,no,6,yes,no,cellular,13,oct,210,1,182,2,success,yes +35,technician,single,tertiary,no,670,no,no,cellular,13,oct,301,2,-1,0,unknown,yes +36,admin.,divorced,secondary,no,592,no,no,cellular,13,oct,204,2,99,5,failure,yes +83,retired,single,primary,no,1965,no,no,telephone,13,oct,1003,3,-1,0,unknown,yes +50,management,married,primary,no,313,no,no,telephone,14,oct,958,1,-1,0,unknown,yes +66,housemaid,married,primary,no,40,no,no,telephone,14,oct,290,2,-1,0,unknown,yes +58,technician,married,primary,no,4198,no,no,cellular,15,oct,441,5,246,5,failure,yes +30,management,single,tertiary,no,536,no,no,cellular,15,oct,244,1,105,1,success,yes +54,blue-collar,married,primary,no,1311,no,no,telephone,15,oct,485,3,184,3,failure,yes +26,admin.,single,secondary,no,766,no,no,cellular,15,oct,457,2,-1,0,unknown,yes +43,services,married,primary,no,2557,yes,no,telephone,15,oct,166,3,183,5,success,yes +40,unemployed,single,tertiary,no,79,no,no,cellular,15,oct,570,1,135,1,failure,yes +57,management,married,tertiary,no,1318,no,no,cellular,16,oct,115,1,185,2,failure,yes +75,retired,married,secondary,no,3771,no,no,telephone,16,oct,186,1,183,1,failure,yes +77,retired,married,tertiary,no,0,no,no,cellular,16,oct,847,1,60,1,success,yes +31,management,married,tertiary,no,6138,no,no,cellular,16,oct,154,2,119,5,failure,yes +22,services,single,secondary,no,129,no,no,cellular,16,oct,258,1,-1,0,unknown,yes +50,management,married,tertiary,no,469,no,no,cellular,16,oct,170,1,183,1,success,yes +27,management,married,tertiary,no,893,no,no,cellular,16,oct,154,2,-1,0,unknown,yes +73,retired,married,unknown,no,519,no,no,telephone,16,oct,434,1,57,1,failure,yes +37,services,married,secondary,no,4017,no,no,cellular,16,oct,156,1,-1,0,unknown,yes +44,technician,single,tertiary,no,643,no,no,cellular,16,oct,324,1,143,3,failure,yes +40,technician,married,secondary,no,2338,no,no,cellular,16,oct,717,2,-1,0,unknown,yes +61,management,married,tertiary,no,0,no,no,cellular,16,oct,136,2,-1,0,unknown,yes +61,technician,divorced,secondary,no,6481,no,no,cellular,19,oct,131,1,-1,0,unknown,yes +47,blue-collar,married,secondary,no,820,no,no,cellular,19,oct,98,1,-1,0,unknown,yes +47,services,single,unknown,no,1784,no,no,cellular,19,oct,385,2,-1,0,unknown,yes +76,housemaid,divorced,primary,no,1411,no,no,telephone,19,oct,233,2,187,3,success,yes +30,student,single,tertiary,no,7529,no,no,cellular,19,oct,328,1,-1,0,unknown,yes +39,technician,married,tertiary,no,206,no,no,cellular,20,oct,148,2,195,2,success,yes +72,retired,married,primary,no,1388,no,no,telephone,20,oct,513,1,-1,0,unknown,yes +77,retired,married,unknown,no,1807,no,no,telephone,20,oct,373,1,-1,0,unknown,yes +36,technician,married,secondary,no,480,no,no,cellular,20,oct,213,1,-1,0,unknown,yes +65,retired,married,secondary,no,571,yes,no,cellular,20,oct,349,1,183,2,success,yes +54,technician,married,secondary,no,3994,no,yes,cellular,20,oct,595,2,187,2,success,yes +46,admin.,single,secondary,no,1693,yes,no,cellular,20,oct,427,1,-1,0,unknown,yes +28,management,single,tertiary,no,80,no,no,cellular,20,oct,676,2,146,2,failure,yes +61,management,married,tertiary,no,267,no,no,cellular,21,oct,192,3,184,1,success,yes +53,housemaid,married,primary,no,2581,no,no,cellular,21,oct,828,1,189,1,failure,yes +27,student,single,tertiary,no,1134,no,no,cellular,21,oct,825,1,183,4,success,yes +55,unemployed,divorced,secondary,no,309,no,no,cellular,21,oct,467,2,184,1,success,yes +33,management,single,tertiary,no,6807,no,no,cellular,21,oct,512,2,184,1,success,yes +87,retired,divorced,primary,no,6746,no,no,telephone,21,oct,749,1,-1,0,unknown,yes +57,management,married,tertiary,no,375,no,no,cellular,21,oct,135,1,-1,0,unknown,yes +33,self-employed,single,tertiary,no,658,yes,no,cellular,21,oct,307,1,208,1,success,yes +51,technician,married,secondary,no,371,yes,yes,cellular,21,oct,287,1,-1,0,unknown,yes +76,retired,divorced,primary,no,2693,no,no,cellular,21,oct,107,2,-1,0,unknown,yes +19,student,single,secondary,no,329,no,no,cellular,22,oct,252,2,-1,0,unknown,yes +33,admin.,married,tertiary,no,79,yes,no,cellular,22,oct,249,2,335,2,failure,yes +55,management,divorced,tertiary,no,0,no,no,cellular,22,oct,360,5,-1,0,unknown,yes +31,blue-collar,single,unknown,no,6281,no,no,cellular,22,oct,257,1,128,3,other,yes +92,retired,married,unknown,no,775,no,no,cellular,22,oct,313,3,-1,0,unknown,yes +30,technician,single,tertiary,no,411,no,no,cellular,22,oct,127,3,149,2,failure,yes +68,retired,single,tertiary,no,2144,no,no,cellular,22,oct,277,1,184,2,success,yes +41,technician,single,tertiary,no,431,no,no,cellular,22,oct,133,1,107,2,success,yes +29,self-employed,married,secondary,no,123,no,yes,cellular,22,oct,247,1,184,3,success,yes +27,blue-collar,single,secondary,no,3792,no,no,cellular,22,oct,504,1,183,2,success,yes +78,retired,married,unknown,no,4807,no,no,telephone,22,oct,1002,4,-1,0,unknown,yes +82,retired,married,primary,no,8603,no,no,cellular,22,oct,306,3,107,1,success,yes +29,technician,single,tertiary,no,2178,no,no,cellular,22,oct,260,2,139,1,other,yes +76,retired,married,tertiary,no,2991,no,no,cellular,22,oct,344,1,183,1,success,yes +38,management,married,tertiary,no,4174,no,no,cellular,23,oct,336,2,184,5,failure,yes +60,technician,married,secondary,no,10925,no,no,cellular,23,oct,270,3,185,1,success,yes +33,services,divorced,secondary,no,2411,yes,no,cellular,23,oct,130,1,161,1,failure,yes +43,blue-collar,married,secondary,no,14646,no,no,cellular,23,oct,210,1,-1,0,unknown,yes +61,retired,married,secondary,no,86,no,no,cellular,23,oct,149,1,-1,0,unknown,yes +43,technician,single,unknown,no,11115,no,no,cellular,23,oct,476,1,74,2,success,yes +57,management,married,primary,no,6900,no,no,cellular,23,oct,255,4,185,2,failure,yes +33,management,married,tertiary,no,5878,no,no,cellular,23,oct,438,1,430,2,failure,yes +77,management,married,unknown,no,1780,yes,no,cellular,23,oct,221,2,183,3,success,yes +35,technician,single,secondary,no,183,no,no,cellular,23,oct,281,1,52,4,failure,yes +59,retired,married,primary,no,3648,no,no,telephone,23,oct,257,2,126,3,success,yes +76,retired,married,secondary,no,4112,no,no,telephone,23,oct,282,2,-1,0,unknown,yes +73,retired,married,primary,no,542,no,no,cellular,26,oct,355,1,180,5,failure,yes +81,retired,married,primary,no,243,no,no,cellular,27,oct,131,1,-1,0,unknown,yes +41,unknown,single,unknown,no,942,no,no,cellular,27,oct,143,1,188,1,success,yes +57,technician,married,secondary,no,254,no,no,cellular,27,oct,207,1,-1,0,unknown,yes +28,technician,single,unknown,no,0,yes,no,cellular,27,oct,96,1,267,1,failure,yes +38,blue-collar,single,secondary,no,0,no,no,cellular,27,oct,297,1,75,3,failure,yes +52,services,married,secondary,no,992,yes,no,cellular,27,oct,424,1,515,1,failure,yes +22,student,single,secondary,no,23,no,no,cellular,27,oct,137,1,-1,0,unknown,yes +53,unknown,married,primary,no,732,no,no,cellular,27,oct,759,2,-1,0,unknown,yes +60,admin.,married,unknown,no,4629,yes,no,cellular,27,oct,624,1,-1,0,unknown,yes +56,management,married,secondary,no,0,no,no,cellular,27,oct,298,1,111,8,other,yes +38,housemaid,divorced,secondary,no,70,no,no,cellular,27,oct,255,3,148,1,success,yes +44,management,single,tertiary,no,5063,no,no,cellular,27,oct,418,2,-1,0,unknown,yes +69,retired,divorced,secondary,no,4572,no,no,telephone,27,oct,146,2,56,1,other,yes +36,student,single,tertiary,no,129,no,no,cellular,27,oct,149,1,-1,0,unknown,yes +75,self-employed,married,unknown,no,4984,no,no,telephone,28,oct,509,1,-1,0,unknown,yes +65,retired,married,primary,no,1004,no,no,cellular,28,oct,371,1,-1,0,unknown,yes +64,retired,married,secondary,no,4787,no,no,cellular,28,oct,501,1,-1,0,unknown,yes +30,admin.,single,secondary,no,914,yes,no,cellular,28,oct,524,3,272,1,failure,yes +57,housemaid,married,tertiary,no,2326,no,no,cellular,28,oct,207,1,194,1,success,yes +31,management,married,tertiary,no,81,yes,no,cellular,29,oct,164,2,-1,0,unknown,yes +36,management,married,tertiary,no,203,no,no,cellular,29,oct,139,1,-1,0,unknown,yes +64,management,married,tertiary,no,3951,no,no,cellular,29,oct,164,1,-1,0,unknown,yes +54,technician,married,unknown,no,240,yes,no,cellular,29,oct,142,1,-1,0,unknown,yes +26,admin.,single,secondary,no,338,no,no,cellular,29,oct,209,1,188,2,unknown,yes +51,self-employed,single,secondary,no,0,no,no,cellular,29,oct,1707,2,-1,0,unknown,yes +72,retired,married,secondary,no,0,no,no,cellular,29,oct,189,3,-1,0,unknown,yes +30,management,married,tertiary,no,944,no,no,cellular,29,oct,251,2,-1,0,unknown,yes +60,blue-collar,married,primary,no,5,no,no,cellular,29,oct,401,1,-1,0,unknown,yes +30,management,single,tertiary,no,697,no,no,cellular,29,oct,215,3,80,5,success,yes +66,retired,married,tertiary,no,1948,no,no,cellular,29,oct,106,2,269,2,failure,yes +50,technician,married,secondary,no,3654,no,no,cellular,29,oct,215,2,78,2,other,yes +47,management,single,tertiary,no,551,no,no,cellular,29,oct,124,1,-1,0,unknown,yes +80,retired,married,primary,no,997,no,no,cellular,29,oct,746,2,86,1,other,yes +61,management,married,tertiary,no,477,yes,no,cellular,29,oct,377,1,520,1,other,yes +47,management,married,tertiary,no,3663,no,no,cellular,29,oct,424,2,213,3,success,yes +30,technician,single,secondary,no,853,no,no,cellular,29,oct,279,1,148,1,failure,yes +21,student,single,primary,no,8278,no,no,cellular,29,oct,445,1,-1,0,unknown,yes +62,management,married,tertiary,no,7458,no,no,cellular,30,oct,212,2,-1,0,unknown,yes +26,technician,single,secondary,no,44,no,no,cellular,30,oct,217,1,-1,0,unknown,yes +36,blue-collar,married,secondary,no,1193,no,no,cellular,30,oct,640,1,-1,0,unknown,yes +87,retired,married,primary,no,230,no,no,cellular,30,oct,144,1,-1,0,unknown,yes +61,retired,married,primary,no,8729,no,no,cellular,30,oct,480,1,-1,0,unknown,yes +70,retired,married,secondary,no,2384,no,no,cellular,30,oct,196,2,-1,0,unknown,yes +60,management,married,tertiary,no,3401,no,no,cellular,30,oct,294,1,270,1,failure,yes +41,services,married,tertiary,no,881,no,no,cellular,30,oct,257,3,-1,0,unknown,yes +22,student,single,secondary,no,1522,no,no,cellular,30,oct,368,2,-1,0,unknown,yes +60,retired,divorced,secondary,no,4243,no,no,cellular,30,oct,416,2,-1,0,unknown,yes +54,technician,married,secondary,no,473,no,yes,cellular,2,nov,182,1,81,1,failure,yes +35,self-employed,single,tertiary,no,5462,no,no,cellular,2,nov,188,1,186,1,success,yes +59,management,married,secondary,no,4412,no,no,cellular,2,nov,162,2,-1,0,unknown,yes +29,student,single,unknown,no,10332,no,no,cellular,2,nov,46,3,-1,0,unknown,yes +48,management,married,secondary,no,0,yes,yes,cellular,3,nov,1233,1,351,2,failure,yes +37,management,married,tertiary,no,238,no,no,cellular,3,nov,149,1,-1,0,unknown,yes +36,management,single,tertiary,no,62,yes,no,cellular,3,nov,566,1,182,7,failure,yes +52,admin.,single,secondary,no,2398,yes,no,cellular,3,nov,412,1,-1,0,unknown,yes +67,retired,divorced,secondary,no,704,no,no,cellular,3,nov,537,1,-1,0,unknown,yes +36,self-employed,married,tertiary,no,506,no,no,cellular,3,nov,217,1,70,2,failure,yes +64,management,married,unknown,no,2352,no,no,cellular,3,nov,181,4,183,7,success,yes +29,technician,single,secondary,no,938,no,no,cellular,3,nov,358,1,-1,0,unknown,yes +27,management,single,tertiary,no,1720,no,no,cellular,3,nov,284,2,273,1,failure,yes +76,retired,married,primary,no,1492,no,no,telephone,3,nov,383,1,-1,0,unknown,yes +34,management,married,tertiary,no,1778,no,no,cellular,4,nov,358,1,162,2,failure,yes +54,technician,married,secondary,no,0,no,no,cellular,6,nov,464,5,192,8,other,yes +67,retired,married,primary,no,942,no,no,cellular,6,nov,455,2,84,2,other,yes +24,technician,married,secondary,no,556,yes,no,cellular,6,nov,368,2,80,2,success,yes +53,admin.,married,secondary,no,10541,no,no,cellular,9,nov,178,1,-1,0,unknown,yes +33,student,married,secondary,no,1536,no,no,cellular,9,nov,262,1,94,2,success,yes +24,student,single,tertiary,no,235,no,no,cellular,9,nov,118,1,-1,0,unknown,yes +32,management,single,tertiary,no,935,no,no,cellular,9,nov,165,1,91,7,success,yes +60,self-employed,married,tertiary,no,10861,no,no,cellular,9,nov,98,1,91,2,failure,yes +64,entrepreneur,married,tertiary,no,2331,no,no,telephone,9,nov,201,1,-1,0,unknown,yes +35,management,single,tertiary,no,1228,no,no,cellular,9,nov,696,2,88,12,failure,yes +24,student,single,secondary,no,125,no,no,cellular,9,nov,263,1,90,1,failure,yes +42,management,married,tertiary,no,2816,no,no,cellular,10,nov,193,2,-1,0,unknown,yes +40,management,married,tertiary,no,0,no,no,cellular,10,nov,147,1,96,8,success,yes +33,management,married,tertiary,no,22867,yes,no,cellular,10,nov,266,2,92,3,failure,yes +71,housemaid,divorced,primary,no,1311,no,no,cellular,10,nov,301,2,91,1,success,yes +52,unemployed,married,secondary,no,94,no,no,cellular,10,nov,293,3,190,10,failure,yes +47,admin.,married,secondary,no,0,no,no,cellular,10,nov,213,1,190,1,other,yes 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