creditset.csv

clientid,income,age,loan,LTI,creditworthy
1,66155.9251,59.01701507,8106.532131,0.122536751,0
2,34415.15397,48.1171531,6564.745018,0.190751581,0
3,57317.17006,63.10804949,8020.953296,0.1399398,0
4,42709.5342,45.75197235,6103.64226,0.142910532,0
5,66952.68885,18.58433593,8770.099235,0.1309895,1
6,24904.06414,57.4716071,15.49859844,0.000622332,0
7,48430.35961,26.80913242,5722.581981,0.118161047,0
8,24500.14198,32.89754832,2971.00331,0.121264738,1
9,40654.89254,55.49685254,4755.82528,0.116980392,0
10,25075.87277,39.77637806,1409.230371,0.056198657,0
11,64131.41537,25.67957535,4351.028971,0.067845516,0
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13,61050.34608,26.35504385,5893.264659,0.096531224,0
14,27267.99546,61.57677582,4759.787581,0.17455583,0
15,63061.96017,39.20155289,1850.369377,0.029342085,0
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21,23000.784,31.76135417,1148.118057,0.049916475,0
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1826,41250.82854,39.07818304,7651.577272,0.185489057,0
1827,22415.65476,40.68729838,4371.715441,0.195029567,0
1828,24112.49939,35.97133752,3285.499948,0.136257129,0
1829,41692.60518,62.12124981,1708.712503,0.040983587,0
1830,23516.7277,27.36269519,559.9053229,0.023808811,0
1831,53812.22648,44.91915229,3245.041667,0.060303055,0
1832,29750.2948,45.54445543,3627.987077,0.121947937,0
1833,22633.67692,37.59693031,553.5208586,0.024455631,0
1834,28713.83052,54.70084552,1936.813257,0.067452277,0
1835,63321.90927,19.48791488,8092.98278,0.127806992,1
1836,35276.58799,28.57213319,6820.315404,0.193338296,1
1837,35914.60931,60.80509128,520.9960335,0.014506521,0
1838,31568.14432,63.86398451,5067.410013,0.160522898,0
1839,39934.06749,31.60796663,184.7443024,0.004626233,0
1840,48614.84968,61.30129349,5984.950784,0.123109519,0
1841,29838.12481,25.89508406,5913.649556,0.198191059,1
1842,57745.35888,36.72961032,5540.464047,0.095946482,0
1843,44447.5293,32.71813418,2714.403108,0.061069831,0
1844,51768.00534,30.54451147,6632.036203,0.128110715,1
1845,34891.14044,55.04893523,6152.314492,0.176328845,0
1846,45382.8079,42.51634459,2742.454975,0.060429381,0
1847,40719.49032,22.9269144,6415.086244,0.157543383,1
1848,55145.78501,57.88245864,8968.678877,0.1626358,0
1849,48752.42408,30.76336091,8934.785761,0.183268544,1
1850,55763.42742,30.58544797,7913.837734,0.141918065,1
1851,36431.16141,46.45279704,6783.361363,0.186196682,0
1852,40522.82828,63.88714083,7720.780489,0.190529161,0
1853,42465.66975,58.01657008,7314.976322,0.172256233,0
1854,38561.94404,45.87983104,4831.111171,0.125281837,0
1855,54957.44967,59.50636724,6976.463275,0.126942995,0
1856,24822.06984,29.02037885,2361.166802,0.095123687,0
1857,25252.48774,23.78830375,434.8674516,0.017220777,0
1858,25671.74258,18.74645599,2272.14762,0.088507728,0
1859,60672.14559,43.05590862,6279.687007,0.103501977,0
1860,60729.94924,40.77350178,5006.850087,0.082444496,0
1861,40240.72756,26.95900532,7498.630447,0.186344306,1
1862,57513.81746,33.09201951,6921.491029,0.120344838,1
1863,64287.39763,45.88390644,6301.594778,0.098022241,0
1864,48428.03365,33.93239331,7718.479795,0.159380409,1
1865,55313.83225,25.21256484,9733.113189,0.17596165,1
1866,27045.39957,50.22120054,2503.7884,0.092577238,0
1867,58216.07198,27.40448065,9581.833306,0.164590859,1
1868,34722.96483,22.22338695,4073.411901,0.117311754,0
1869,58503.77101,42.37251293,7050.432526,0.120512446,0
1870,55299.78724,62.19314775,8052.381283,0.145613242,0
1871,49501.90592,50.78811185,2226.81958,0.044984522,0
1872,61765.70904,59.95587347,3649.643103,0.0590885,0
1873,48430.99367,18.50809359,6069.649094,0.125325719,1
1874,66366.95742,41.57616997,465.0115658,0.007006673,0
1875,55320.78001,29.41721633,5990.716973,0.108290537,0
1876,48774.28816,62.84084913,3728.483342,0.076443624,0
1877,61679.95316,24.1914258,3060.030168,0.049611422,0
1878,61485.1796,60.18819954,3211.670281,0.052234869,0
1879,24402.44017,52.02759737,101.2185381,0.004147886,0
1880,21258.90278,54.22456338,706.6197387,0.033238768,0
1881,48763.68054,28.0602953,8172.052504,0.167584817,1
1882,24406.89381,37.9053185,1733.403111,0.071021045,0
1883,61693.58631,25.68422605,1568.863689,0.025429932,0
1884,22748.03304,26.94071725,108.6299113,0.004775354,0
1885,21479.94672,24.3142805,1098.073365,0.051120861,0
1886,51286.6564,45.85982714,1134.234384,0.022115585,0
1887,27153.66392,48.81803283,3177.517372,0.117019839,0
1888,36370.49398,39.67078913,2855.2161,0.078503638,0
1889,32400.54496,61.67923932,3591.797505,0.110856083,0
1890,60434.16443,63.21861647,2474.248112,0.040941215,0
1891,57303.47976,52.15536585,10491.63215,0.183088919,0
1892,42994.68224,36.42561073,4453.824617,0.103590128,0
1893,68339.80794,23.36532355,2505.868398,0.036667771,0
1894,49292.30314,20.62232701,967.1345882,0.019620398,0
1895,57802.4297,43.04172886,6796.590935,0.117583136,0
1896,50779.38079,39.43591481,6859.836596,0.135090986,0
1897,35993.98976,53.93902055,93.89580488,0.002608652,0
1898,21771.12934,33.68777873,350.4455484,0.016096802,0
1899,61414.80126,56.88918916,9743.609259,0.158652459,0
1900,35784.66349,46.54787028,110.2028905,0.003079612,0
1901,24791.1867,39.64327145,4844.680983,0.195419487,0
1902,49048.75736,52.05179371,6363.113668,0.129730375,0
1903,69852.05872,62.20231314,9246.265058,0.132369256,0
1904,21217.74746,21.36568696,2690.768134,0.126816861,1
1905,48031.06741,43.67016376,7826.325909,0.162942994,0
1906,64072.31322,61.15839923,2426.008622,0.037863603,0
1907,56689.4639,41.00340032,5740.591698,0.101263821,0
1908,45769.25952,55.82719728,8236.476519,0.179956517,0
1909,35020.48877,24.99191048,6832.803042,0.195108729,1
1910,56751.92851,59.20442489,7877.330041,0.138802861,0
1911,27363.6318,44.38642089,3215.263093,0.117501329,0
1912,48455.71741,27.47626829,1780.507334,0.036745041,0
1913,21424.09133,36.91843838,1795.223958,0.083794637,0
1914,69992.33271,41.77123143,52.87219028,0.0007554,0
1915,68110.23995,32.17157472,11029.66771,0.161938465,1
1916,48015.55474,28.2417962,54.00824238,0.001124807,0
1917,23102.21779,35.76168337,1779.574528,0.077030463,0
1918,46134.85414,54.86544593,8716.611259,0.188937657,0
1919,48547.96138,56.64147426,1940.870699,0.039978418,0
1920,26095.02691,58.10209089,5143.490416,0.197106155,0
1921,64057.84479,59.85843482,5774.281958,0.090141683,0
1922,24454.19062,52.39086216,864.9687379,0.035370982,0
1923,40506.94401,52.24151412,5961.531816,0.147173083,0
1924,43421.04574,27.21744021,4705.757083,0.108375029,0
1925,55881.5418,33.30668529,8383.074165,0.150015084,1
1926,45917.60069,45.15712066,8253.273858,0.179740965,0
1927,52901.90954,60.26135933,729.3773772,0.013787354,0
1928,41183.82466,56.03236488,7606.993239,0.184708276,0
1929,25379.91548,24.92908735,4693.111697,0.184914394,1
1930,27514.08847,36.27868438,192.1446105,0.006983499,0
1931,44241.283,19.98253883,8733.179295,0.197398871,1
1932,29076.33771,41.2224627,286.2644342,0.009845271,0
1933,60536.91287,32.32617541,3132.551831,0.051746144,0
1934,47881.956,38.09981235,5575.635648,0.116445444,0
1935,49144.37106,51.89382023,1633.03578,0.033229356,0
1936,33707.80104,59.91764355,321.5789312,0.009540193,0
1937,46442.28279,28.84595832,1484.561548,0.031965732,0
1938,25602.95725,28.4463766,2214.922493,0.086510416,0
1939,61236.39608,36.00169172,6562.903837,0.107173254,0
1940,48187.34788,55.53300959,2003.41185,0.041575474,0
1941,29933.20193,18.65902132,5953.521871,0.198893586,1
1942,41027.90736,44.77193547,4369.218876,0.106493827,0
1943,49990.66011,45.54275512,1896.754994,0.037942187,0
1944,59792.50859,24.18749914,660.2414526,0.01104221,0
1945,35879.51999,41.07293472,5335.403499,0.148703313,0
1946,29102.22172,27.1292334,1890.447478,0.064958871,0
1947,30047.81941,51.07732459,5768.742735,0.191985404,0
1948,59299.16272,36.98427692,4944.056264,0.083374807,0
1949,64484.0148,33.09942354,1391.601802,0.02158057,0
1950,36352.42229,43.71886432,6239.247526,0.171632236,0
1951,66034.7543,60.7262946,3913.782124,0.05926852,0
1952,51650.27137,40.1050569,3743.003437,0.072468224,0
1953,31898.15991,41.31715911,2015.182969,0.063175524,0
1954,58780.2335,18.70173368,5029.707636,0.08556801,0
1955,67754.10467,42.9807849,2989.950997,0.044129444,0
1956,48500.26815,61.30480025,7054.606149,0.145454993,0
1957,55704.79816,48.51661891,5594.332971,0.100428206,0
1958,50458.9582,52.31456503,9852.889427,0.195265415,0
1959,48263.00343,28.54960456,7798.793463,0.161589477,1
1960,38755.16271,56.35542661,4244.498033,0.109520842,0
1961,68131.6643,57.40525789,7813.23983,0.114678541,0
1962,28991.42394,37.16515694,1249.347564,0.043093694,0
1963,35108.55795,40.74341282,4002.991276,0.114017536,0
1964,28858.59887,23.69458972,3764.815174,0.13045731,1
1965,22800.79677,28.19825664,3740.900936,0.164068869,1
1966,29572.9759,39.2304778,5006.253823,0.16928475,0
1967,21982.01737,34.91551629,4265.173704,0.194030131,1
1968,45576.83836,38.67104976,4952.653346,0.108666014,0
1969,55068.66894,51.7573598,4852.766598,0.088122097,0
1970,56441.01624,43.20699111,9043.756044,0.160233756,0
1971,68047.92531,47.69451986,4023.064765,0.05912105,0
1972,36275.73586,30.30818374,644.3841948,0.017763504,0
1973,52389.36685,54.96931281,10398.82059,0.198491053,0
1974,23678.37611,47.4664851,1779.814597,0.075166244,0
1975,37707.64295,31.34404787,268.2909708,0.007115029,0
1976,57753.56896,54.23591535,5067.449964,0.087742629,0
1977,30529.96329,47.60440226,6046.840845,0.1980625,0
1978,44022.26874,31.1926268,1707.67287,0.038791115,0
1979,58533.88468,40.51896256,7832.443321,0.133810414,0
1980,33702.53183,48.14840359,922.0365897,0.027358081,0
1981,40236.87207,52.58077285,4354.314412,0.108217021,0
1982,62619.15599,43.99946111,3959.611772,0.063233234,0
1983,50738.36219,45.99319907,9719.562798,0.191562407,0
1984,64466.76014,33.32714402,8537.369666,0.132430568,1
1985,64636.40219,60.886966,2583.106425,0.039963648,0
1986,22371.52219,39.14222532,2291.856428,0.102445261,0
1987,67994.98847,38.62225938,7289.014109,0.107199284,0
1988,49640.0047,20.54240863,5760.858734,0.116052744,0
1989,42067.24645,24.27061152,4601.606183,0.109386912,0
1990,43662.09269,25.25260926,7269.596897,0.166496758,1
1991,34237.57542,34.10165393,2658.090632,0.077636649,0
1992,26300.44655,45.53938522,2317.393678,0.088112332,0
1993,30803.80616,23.25008412,623.0241528,0.020225557,0
1994,54421.41016,26.8219284,3273.631823,0.060153381,0
1995,24254.70079,37.75162224,2225.284643,0.09174653,0
1996,59221.04487,48.51817941,1926.729397,0.032534539,0
1997,69516.12757,23.16210447,3503.176156,0.050393718,0
1998,44311.44926,28.0171669,5522.786693,0.124635659,1
1999,43756.0566,63.97179584,1622.722598,0.037085668,0
2000,69436.57955,56.15261703,7378.833599,0.106267239,0