From 9c412771ada6f438eabb5fad34b062eba9bcd8df Mon Sep 17 00:00:00 2001 From: stingray0225 <114566779+stingraypark@users.noreply.github.com> Date: Fri, 9 Jan 2026 03:18:53 +0900 Subject: [PATCH] Add bank dataset and results image Added datasets/bank.csv containing banking data and results/bank.png as an output image. Updated main.py to support the new dataset and generate results. --- datasets/bank.csv | 11163 ++++++++++++++++++++++++++++++++++++++++++++ main.py | 4 +- results/bank.png | Bin 0 -> 214455 bytes 3 files changed, 11165 insertions(+), 2 deletions(-) create mode 100644 datasets/bank.csv create mode 100644 results/bank.png diff --git a/datasets/bank.csv b/datasets/bank.csv new file mode 100644 index 0000000..4fce325 --- /dev/null +++ b/datasets/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 +41,technician,married,secondary,no,1270,yes,no,unknown,5,may,1389,1,-1,0,unknown,yes +55,services,married,secondary,no,2476,yes,no,unknown,5,may,579,1,-1,0,unknown,yes 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+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 +49,management,married,primary,no,3371,no,no,cellular,11,nov,269,2,-1,0,unknown,yes +26,management,single,tertiary,no,943,no,no,cellular,11,nov,166,1,195,1,success,yes +40,management,married,tertiary,no,9366,no,no,cellular,11,nov,69,3,-1,0,unknown,yes +32,technician,single,tertiary,no,6746,no,no,cellular,11,nov,199,1,-1,0,unknown,yes +33,services,married,secondary,no,1076,no,no,cellular,11,nov,131,1,96,5,failure,yes +35,management,married,tertiary,no,0,yes,no,cellular,11,nov,229,2,96,3,success,yes +53,management,married,tertiary,no,1624,no,no,cellular,11,nov,166,3,97,7,success,yes +20,student,single,unknown,no,801,no,no,cellular,11,nov,244,2,-1,0,unknown,yes +44,self-employed,divorced,tertiary,no,1070,yes,no,cellular,11,nov,172,1,91,5,success,yes +21,student,single,secondary,no,123,no,no,telephone,11,nov,513,1,91,1,success,yes +36,blue-collar,single,secondary,no,3623,no,no,unknown,12,nov,71,1,378,1,success,yes 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import TargetEncoder, OneHotEncoder # CONFIG -TARGET_COL = '' # Target feature's name -CSV_FILE_NAME = '' # CSV file's name +TARGET_COL = 'deposit' # Target feature's name +CSV_FILE_NAME = 'bank.csv' # CSV file's name DATA_LEN_LIMIT = 10000 # Limits the number of rows in the data RANDOM_SEED = 42 MODELS = {"LogReg": Pipeline([("scaler", StandardScaler()), ("clf", LogisticRegression(max_iter=2000))]), diff --git a/results/bank.png b/results/bank.png new file mode 100644 index 0000000000000000000000000000000000000000..ca940b8ac21a05a2538d62af7b9f41c19b643b02 GIT binary patch literal 214455 zcmeFZXH-*dw>2D8RIrO!K)^~>P3_Z{D{W(9rzjwya5Dm%R*Iw6JbIm!|ek(64d5n^V5`{t?lX`ex5rsNu zg+fvMI(!iRMP>eWE<6d?NvPQ=SsK_m>e%R`WOVGT%q;E9jGtd}(6_NQwzS}47hvbS zammQe&dOGhgTwsq8`v#v3^^{#?(cyQp|E!a8BL{YsrU;chCF^{A7T(6^^>ixGhPrjT{r;?KRl4HQ8 zP_R-Vy0WrL?BpUw>Q6*+O*&U(5;O+~v%(Awnj*toX;+GEC9VX%fp7W09-)1a`~R=^ zpimoP2a5jhw|&R_`>y|4%YRqmPfY#0692BmpB4D?{BKPByApp^;Lr2FG4bz8{8@oN 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