R studio dateset Assignment

Loan_Applicants.csv

Applicant ID,Number of Missed/Late Payments,Lines of Credit,Credit Score,Reliability,Monthly Income,Age at First Credit,Age in Years,Marital Status,Make Loan 931569,12,6,600,83,2588,24,42,1,No 736182,12,6,600,132,2876,16,37,1,No 787832,2,8,719,211,4384,19,41,1,Yes 858956,11,8,657,113,3363,25,31,1,Yes 764782,21,4,478,70,2077,21,43,2,No 918761,19,4,553,90,2678,19,29,1,No 710574,18,5,499,81,2201,21,38,2,No 247351,11,4,495,88,2280,16,35,3,No 749013,17,4,542,87,2756,25,36,1,No 461292,25,5,482,69,1944,17,33,3,No 788136,27,4,517,86,2161,22,29,3,No 677228,17,4,517,72,2247,23,36,2,No 813588,12,6,558,104,2471,23,36,1,No 788111,27,4,501,82,1913,20,29,1,No 133325,9,3,667,88,2121,20,36,3,Yes 245963,5,8,715,153,4234,20,36,1,Yes 728206,21,4,535,88,2709,27,33,3,No 115096,22,4,481,65,2002,23,39,2,No 979143,29,4,503,65,2123,23,26,1,No 882066,23,5,500,70,2062,21,31,3,No 410661,8,8,747,179,4380,22,32,1,Yes 314497,7,8,701,142,4144,19,38,1,Yes 829722,4,8,748,144,3991,20,39,1,Yes 364284,23,4,510,69,2293,20,29,3,No 286104,23,5,484,63,2001,17,36,3,No 308389,10,4,520,90,3271,25,38,2,No 771938,11,6,598,82,2965,21,34,1,No 622203,5,8,703,140,4044,25,37,1,Yes 697165,19,4,523,81,2624,16,30,1,No 547288,5,8,705,151,4255,21,38,1,Yes 148087,5,8,716,151,4455,20,40,1,Yes 253656,18,4,549,89,2947,17,31,1,No 641898,15,6,598,79,3012,21,32,1,Yes 934822,25,4,511,71,2245,18,32,3,No 778043,16,4,501,95,2045,16,41,1,No 826795,7,8,802,169,4670,19,37,1,Yes 769380,23,4,470,64,1834,22,35,3,No 162443,6,6,658,108,3730,19,33,1,Yes 149022,26,4,475,66,1611,21,43,3,No 356912,4,7,701,130,3868,20,36,1,Yes 580039,5,8,703,152,3672,22,41,1,Yes 224390,16,5,582,80,3529,17,30,2,No 857580,20,4,491,73,1938,19,37,2,No 965146,15,4,510,90,2432,21,44,2,No 562238,23,5,493,67,1966,27,32,3,No 657182,19,4,557,105,2797,24,32,1,No 571087,9,6,632,100,2945,25,39,1,Yes 262330,6,6,647,70,3158,17,39,1,Yes 177946,13,6,648,104,3351,20,34,1,Yes 698705,21,4,495,66,2382,23,29,1,No 491048,9,6,656,121,3413,22,30,1,Yes 975520,23,4,505,72,2348,19,33,3,No 126342,6,8,748,145,4439,21,37,1,Yes 704779,20,4,497,80,1937,20,34,2,No 788248,24,4,503,75,2188,19,29,2,No 846310,19,4,488,76,2126,25,35,1,No 443593,9,6,629,98,2787,26,36,1,Yes 429113,18,4,496,91,2133,25,39,3,No 220096,10,6,634,101,2901,27,37,1,No 384199,28,4,489,65,2020,21,32,3,No 163628,21,4,513,82,2155,21,37,1,No 103118,18,5,500,90,2100,16,41,3,No 694106,29,4,493,65,1962,22,29,3,No 928230,27,5,499,67,2128,18,28,1,No 211836,23,4,533,87,2292,20,29,1,No 655595,24,4,489,54,1792,20,38,3,No 489562,13,6,632,110,3417,23,29,1,Yes 191011,12,6,599,93,2650,23,43,1,No 688646,3,8,748,162,4456,19,41,1,Yes 410137,28,4,493,68,2028,20,30,3,No 939297,10,8,718,137,3732,18,36,1,Yes 467118,13,6,543,98,2816,24,35,3,No 900953,9,7,661,97,3196,15,32,1,Yes 421484,14,4,548,123,3037,23,29,1,Yes 611138,11,4,538,93,2410,20,36,1,No 101885,18,4,511,88,2641,18,29,1,No 539365,17,4,497,80,2258,21,33,1,No 284467,16,4,512,93,2225,24,41,3,No 185087,25,4,492,68,1988,21,31,3,No 617459,10,6,628,96,3267,24,38,1,Yes 819315,25,4,554,88,2559,18,34,1,No 196583,16,4,494,83,2125,14,38,1,No 727077,17,4,524,95,2303,22,36,1,No 121067,14,8,753,122,3898,20,35,1,Yes 954499,7,8,701,153,3435,17,38,1,Yes 387895,35,4,492,48,2088,23,28,2,No 667896,9,6,632,97,3291,22,39,1,Yes 285636,27,4,500,66,1798,25,32,1,No 237760,16,3,513,85,2672,15,44,2,No 857084,23,4,484,65,2017,22,33,3,No 506513,20,4,496,82,2219,16,36,2,No 539563,17,4,500,47,1833,20,44,2,No 619465,7,6,661,110,3634,21,39,1,Yes 373752,12,4,542,74,2401,17,37,1,No 583151,7,6,626,104,3439,23,43,1,Yes 746912,17,4,493,67,1957,24,41,1,No 968465,17,3,498,75,2263,21,36,3,No 647049,15,4,511,94,2373,21,39,3,No 598602,9,8,715,147,3436,17,42,1,Yes 987285,9,8,700,132,3722,24,30,1,Yes 220247,2,8,829,207,4636,20,36,1,Yes 719125,27,4,502,72,1979,24,28,2,No 156977,21,4,486,64,1848,20,33,2,No 532191,15,4,493,73,2107,23,38,2,No 934308,10,3,470,99,2332,25,39,3,No 928665,21,4,546,65,3252,19,33,2,No 597930,6,8,787,188,3848,20,44,1,Yes 678782,9,7,700,138,3207,16,33,1,Yes 994100,20,4,486,49,2033,21,33,1,No 981104,4,8,748,147,4053,17,37,1,Yes 648416,9,8,702,143,4212,23,37,1,Yes 847849,4,7,837,215,4732,16,39,1,Yes 243144,17,4,524,81,2451,15,37,1,No 905439,6,8,718,151,3397,17,35,1,Yes 435850,4,8,799,172,4749,19,40,1,Yes 863620,14,4,494,52,2254,22,38,2,No 768029,22,4,497,75,2192,25,31,2,No 398020,9,6,653,112,3520,25,36,1,Yes 259839,26,4,506,63,2217,20,31,1,No 601803,19,4,539,79,3227,20,30,2,No 496810,10,6,650,109,3645,25,34,1,Yes 397436,4,8,748,152,4697,26,36,1,Yes 888333,24,4,521,103,2615,24,31,3,No 743275,5,8,750,154,4130,23,40,1,Yes 325387,18,4,538,72,3188,22,29,2,No 156006,36,3,493,67,1848,19,29,3,No 278487,5,8,797,173,4461,17,42,1,Yes 554931,8,8,751,136,3958,23,32,1,Yes 659476,4,8,751,155,4501,25,39,1,Yes 564021,26,4,482,61,1761,27,32,3,No 888358,19,4,496,95,2288,20,41,3,No 484318,15,3,470,100,2421,19,28,3,No 655025,11,6,557,123,2810,20,38,3,No 830362,15,4,553,89,3004,20,31,1,Yes 683709,30,4,486,67,1876,27,31,1,No 461101,14,5,524,83,2221,21,39,1,No 717583,16,4,540,91,2723,26,33,1,No 374513,18,4,533,84,2492,24,32,1,No 589063,10,6,630,90,3211,17,33,1,Yes 759466,28,4,494,71,2133,24,35,2,No 941988,22,4,507,77,2230,21,31,1,No 226984,25,4,515,85,2392,20,31,1,No 690763,10,6,647,89,3299,26,40,1,Yes 209113,14,4,518,95,2504,20,38,3,No 865960,18,3,554,92,2733,17,32,1,No 546865,6,8,751,144,4082,22,39,1,Yes 388760,6,8,701,153,3894,24,40,1,Yes 964011,11,6,629,93,3262,21,33,1,Yes 894329,25,4,499,76,2191,26,28,2,No 267440,21,4,495,67,1988,23,34,3,No 959416,13,5,523,73,2511,21,39,2,No 929212,14,5,554,102,2746,18,32,1,No 902524,22,4,491,67,1969,19,29,3,No 658578,5,8,718,147,4074,20,36,1,Yes 834630,8,6,708,132,3839,22,32,1,Yes 968168,7,8,717,151,4499,21,37,1,Yes 483290,10,8,669,126,3602,24,35,1,Yes 618661,9,6,648,102,3457,25,34,1,Yes 331091,12,6,623,109,3357,16,35,1,Yes 405204,27,4,482,56,1828,22,37,2,No 580765,13,4,522,110,2600,21,34,2,No 115723,25,4,508,72,2211,24,28,3,No 446303,19,4,496,78,2163,23,36,1,No 976045,18,6,570,115,2699,19,35,1,No 759860,30,4,484,73,2073,20,36,3,No 913745,11,7,514,94,2582,19,40,2,No 821488,16,4,499,58,2164,25,33,1,No 369630,10,6,630,106,3533,21,32,1,Yes 742345,12,4,523,85,2977,18,42,2,No 531380,7,6,649,99,3782,17,35,1,Yes 723682,32,4,484,85,1834,20,33,2,No 467628,20,4,492,70,1934,22,38,2,No 152226,14,4,543,79,2590,16,38,1,No 757212,9,8,710,128,3503,23,40,1,Yes 912841,1,8,704,201,4373,22,40,1,Yes 343704,27,4,505,76,2202,20,31,3,No 135506,26,4,506,69,2148,21,31,1,No 371511,4,8,705,128,4101,22,42,1,Yes 702668,25,4,500,63,2043,21,29,1,No 546744,11,5,532,106,2833,23,32,2,No 623367,23,4,511,77,2265,21,30,3,No 671131,16,4,537,90,2572,22,32,1,No 421311,3,8,858,222,4952,17,37,1,Yes 938127,21,4,495,68,2136,17,31,3,No 423433,13,6,635,113,2832,26,31,1,No 835099,5,8,701,141,4641,23,37,1,Yes 716044,17,4,499,48,1953,21,39,2,No 636270,12,6,632,107,3038,24,39,1,Yes 319424,16,4,522,117,2673,19,36,2,No 865972,16,4,538,75,2544,14,36,1,No 969700,25,5,499,81,2076,21,37,1,No 730404,18,4,499,85,2133,21,40,3,No 923860,9,6,573,99,2986,26,35,1,No 107844,13,4,523,87,2394,22,41,1,No 944392,15,4,524,113,2658,22,37,2,No 462752,4,8,705,139,4293,23,41,1,Yes 935118,17,4,519,112,2236,21,38,2,No 470710,7,8,720,144,4141,19,31,1,Yes 608228,9,6,622,102,3613,17,37,1,Yes 515433,14,6,599,96,2903,22,39,1,No 136436,7,6,653,102,3898,16,36,1,Yes 739983,18,4,543,89,2792,23,28,1,No 968006,22,4,472,68,1771,18,37,3,No 463375,6,6,653,71,3429,18,34,1,Yes 146722,6,8,752,162,3691,22,39,1,Yes 275238,14,4,542,86,2639,18,38,1,No 891253,9,6,649,89,3140,21,40,1,Yes 291930,8,6,565,117,3819,19,32,2,No 622908,5,7,753,162,4212,17,38,1,Yes 265931,19,4,508,86,2461,22,34,2,No 680977,8,6,648,103,3326,21,37,1,Yes 178089,22,4,517,72,2539,21,30,3,No 755032,5,8,837,214,4314,15,41,1,Yes 382203,5,8,753,156,4152,23,40,1,Yes 164077,21,4,498,68,2155,14,32,1,No 959244,9,8,719,139,4079,19,34,1,Yes 962531,7,8,798,191,4322,18,33,1,Yes 660114,15,4,516,99,2546,20,39,3,No 441057,13,4,541,75,2409,18,40,1,No 878424,20,7,495,76,2169,23,36,3,No 541157,29,4,491,65,2052,18,29,3,No 204209,27,5,520,69,2953,21,28,2,No 678911,10,6,653,98,3285,21,41,1,Yes 607437,7,8,797,181,4221,19,36,1,Yes 251143,33,4,501,75,2145,26,32,2,No 828968,14,4,512,96,2695,23,35,2,No 698769,17,4,559,94,2582,20,31,1,No 110768,9,8,703,145,3878,19,35,1,Yes 870643,12,4,537,97,2517,23,36,3,No 639855,10,6,635,91,3208,14,36,1,Yes 526949,21,4,486,77,2065,26,39,2,No 690192,16,4,492,71,2225,18,35,2,No 163143,10,8,757,147,3938,23,32,1,Yes 458095,8,8,663,111,4058,18,32,1,Yes 752010,12,6,634,103,3428,17,32,1,Yes 635564,17,4,494,69,2192,16,42,2,No 846335,16,4,551,87,2737,21,36,1,No 487812,9,6,655,111,2964,22,37,1,Yes 704715,24,5,567,129,2907,16,29,3,No 189827,13,6,596,95,2833,27,40,1,No 811534,28,4,521,95,2437,23,32,3,No 578671,8,8,701,141,3448,18,40,1,Yes 101275,11,8,663,107,3224,24,39,1,Yes 701445,18,4,543,70,2562,20,32,1,No 734720,2,8,749,183,3665,20,40,1,Yes 587971,29,4,490,57,1967,18,30,3,No 372715,16,4,502,92,2376,17,43,2,No 286503,4,8,760,172,4657,22,37,1,Yes 724996,27,4,491,58,1802,27,36,3,No 687886,1,8,761,216,4616,25,40,1,Yes 321583,29,6,660,88,3013,15,31,1,Yes 383540,3,8,829,200,4949,19,39,1,Yes 500629,6,8,703,133,4297,23,35,1,Yes 717829,3,8,747,183,4497,24,40,1,Yes 603273,10,4,523,84,2308,20,37,1,No 628017,8,6,565,125,3139,24,32,2,No 240584,18,4,495,58,1837,22,41,2,No 110704,10,6,649,97,3525,18,33,1,Yes 529450,7,8,749,152,4336,24,35,1,Yes 572285,18,7,750,107,3728,17,31,1,Yes 185731,8,8,747,156,4361,23,35,1,Yes 580761,19,4,510,90,2606,17,28,1,No 780626,4,8,717,149,3757,23,37,1,Yes 261328,10,6,631,97,2636,19,39,1,No 389118,19,4,541,88,2263,22,43,1,No 391501,6,8,798,148,3762,21,44,1,Yes 169039,17,4,558,94,2620,24,32,1,No 331585,16,6,580,107,2946,21,29,1,No 278317,15,6,570,110,2724,19,33,1,No 180876,7,8,719,147,4189,19,33,1,Yes 722723,35,4,494,53,2130,23,27,2,No 824683,23,4,499,65,2044,17,37,3,No 499839,4,8,802,147,4467,23,35,1,Yes 429749,4,7,750,163,4276,18,37,1,Yes 782873,22,6,545,76,3160,22,33,2,No 747384,19,4,533,94,2557,19,32,3,No 679330,13,6,624,102,3232,21,32,1,Yes 177827,15,4,521,99,2402,21,33,3,No 707722,22,4,499,64,2052,18,34,1,No 138357,28,4,487,66,1977,21,27,3,No 893473,15,4,542,94,2864,27,30,1,No 797486,16,6,569,116,2898,21,33,3,No 545623,13,4,541,87,2892,16,31,1,No 555482,4,8,800,192,4422,22,42,1,Yes 283067,18,4,521,98,2302,21,31,3,No 285935,4,8,750,177,4103,19,36,1,Yes 737220,22,4,518,81,2722,21,27,1,No 808164,9,6,631,167,3447,21,30,1,Yes 656916,14,6,633,91,3086,18,32,1,Yes 551682,4,8,754,159,4360,23,39,1,Yes 464462,15,4,513,95,2281,21,39,3,No 542267,9,6,700,96,2773,24,40,1,Yes 149954,34,4,487,51,2338,21,33,2,No 473082,15,4,543,95,2902,22,33,1,No 106173,12,6,603,86,3068,18,35,1,Yes 311677,22,4,481,66,1949,21,39,3,No 980157,9,6,624,98,3785,18,35,1,Yes 456293,4,8,800,177,5142,20,41,1,Yes 225625,4,8,701,132,3171,19,36,1,Yes 865947,16,4,519,84,2217,18,36,2,No 798637,17,4,539,87,2868,16,34,1,No 833597,15,4,535,96,2703,20,37,3,No 147171,10,8,706,144,3428,23,30,1,Yes 561710,24,4,475,53,1983,16,35,3,No 830843,20,6,574,112,2592,19,32,1,No 343463,10,6,555,107,2932,26,34,3,No 410612,9,8,718,134,3831,22,32,1,Yes 273555,17,4,500,93,2267,22,37,2,No 796712,11,6,599,87,2989,18,35,1,No 994208,11,6,599,95,3101,18,39,1,Yes 153171,5,8,854,219,4357,16,43,1,Yes 307017,6,8,783,170,3564,19,43,1,Yes 557435,21,4,536,87,2385,24,27,1,No 874652,23,4,523,76,2637,20,33,3,No 600177,23,5,547,94,2662,21,28,3,No 867371,34,6,490,51,1984,25,34,2,No 972664,18,4,522,81,2669,21,31,1,No 814663,7,6,562,131,3409,24,30,2,No 223894,15,4,552,86,2855,15,34,1,No 478900,6,8,831,199,4339,15,42,1,Yes 802155,11,4,530,101,3147,26,35,2,No 838181,0,8,707,193,4731,16,40,1,Yes 193964,9,6,626,102,3120,15,37,1,Yes 573037,22,4,475,54,1646,18,35,3,No 725978,24,4,492,50,1796,16,35,3,No 263373,15,4,519,100,2486,25,37,3,No 915620,20,4,537,84,2524,23,27,1,No 980990,10,6,625,89,3381,19,31,1,Yes 819251,7,8,803,227,4278,20,39,1,Yes 654167,29,4,491,68,1998,23,31,3,No 970659,4,8,758,176,3819,21,35,1,Yes 896458,25,4,496,69,2146,21,29,3,No 347093,26,4,520,86,2500,23,30,2,No 479540,12,6,632,106,3377,27,33,1,Yes 800070,25,4,484,67,1973,21,31,3,No 209135,25,4,502,69,2197,19,29,1,No 266590,13,4,511,96,2380,16,37,3,No 393457,10,6,622,110,3617,22,32,1,Yes 502637,6,8,751,155,4214,20,34,1,Yes 899461,38,4,486,62,2113,21,34,3,No 602238,14,4,517,89,2954,19,33,2,No 331236,5,8,720,147,4098,18,43,1,Yes 559182,21,4,496,69,1822,23,35,2,No 926636,9,6,650,81,3572,18,38,1,Yes 931769,22,4,509,85,2578,22,31,1,No 654530,11,6,627,102,3651,19,32,1,Yes 119299,23,4,495,70,2119,25,28,1,No 471945,13,3,478,110,2722,24,31,3,No 453650,2,8,802,151,5000,21,36,1,Yes 731549,26,4,502,107,2319,23,29,2,No 359512,19,4,517,93,2125,21,37,2,No 708315,15,8,658,92,3422,25,33,1,Yes 200239,11,6,632,103,2917,23,35,1,No 508792,7,6,650,100,3276,20,36,1,Yes 228907,32,4,484,68,2109,17,32,3,No 674267,15,4,514,76,2158,27,39,2,No 309668,19,4,550,87,2673,25,31,1,No 925561,9,6,652,89,3023,18,39,1,Yes 673093,17,4,494,80,2302,23,35,2,No 500557,6,6,649,103,3339,20,38,1,Yes 525891,6,8,715,151,4138,23,42,1,Yes 651866,10,6,622,99,3633,18,31,1,Yes 775575,3,8,783,180,4957,19,37,1,Yes 705135,5,8,857,227,4424,19,41,1,Yes 522555,8,8,705,153,3675,22,40,1,Yes 332978,20,4,471,51,1869,20,40,2,No 497324,30,4,480,59,1754,19,29,3,No 840572,5,8,752,151,4654,23,34,1,Yes 925450,11,8,705,141,3570,21,34,1,Yes 576878,12,6,625,101,3428,15,35,1,Yes 896120,5,8,742,159,3611,19,42,1,Yes 278048,13,6,633,114,3248,21,33,1,Yes 234565,13,4,519,97,2944,22,33,2,No 479184,8,6,633,111,3905,20,38,1,Yes 398339,9,4,737,109,2930,24,40,2,Yes 149512,9,6,623,86,3462,17,28,1,Yes 885653,7,8,705,121,3961,19,36,1,Yes 406759,19,4,497,72,2153,22,34,3,No 168761,17,4,480,68,1962,25,35,2,No 280634,10,4,518,111,2865,21,37,2,No 612359,23,4,488,67,1992,19,35,3,No 630660,7,8,748,167,4163,17,33,1,Yes 300170,7,8,750,141,4055,20,30,1,Yes 859998,6,8,715,151,3775,23,39,1,Yes 424179,23,4,492,73,1924,19,29,2,No 313132,12,4,524,86,2227,19,37,1,No 542030,17,4,506,92,2391,25,35,3,No 258166,27,4,537,86,2371,18,27,1,No 874004,3,8,799,164,4909,21,41,1,Yes 681751,5,8,800,175,4383,21,37,1,Yes 597950,4,8,718,147,3941,24,34,1,Yes 305773,11,6,601,88,3063,18,33,1,Yes 507056,15,6,545,121,2928,19,30,3,No 249000,18,4,554,86,2635,25,28,1,No 319310,12,6,597,97,3155,16,35,1,Yes 653101,23,4,486,72,1992,24,30,2,No 410024,13,4,518,118,2796,26,34,2,No 893109,5,8,856,222,3083,18,43,1,Yes