基于机器学习的鲍鱼年龄预测与数据分析热力图相关性分析

简介: 基于机器学习的鲍鱼年龄预测与数据分析热力图相关性分析

首先是数据:

Sex,Length,Diameter,Height,Whole,Shucked,Viscera,Shell,Rings
M,0.455,0.365,0.095,0.514,0.2245,0.101,0.15,15
M,0.35,0.265,0.09,0.2255,0.0995,0.0485,0.07,7
F,0.53,0.42,0.135,0.677,0.2565,0.1415,0.21,9
M,0.44,0.365,0.125,0.516,0.2155,0.114,0.155,10
I,0.33,0.255,0.08,0.205,0.0895,0.0395,0.055,7
I,0.425,0.3,0.095,0.3515,0.141,0.0775,0.12,8
F,0.53,0.415,0.15,0.7775,0.237,0.1415,0.33,20
F,0.545,0.425,0.125,0.768,0.294,0.1495,0.26,16
M,0.475,0.37,0.125,0.5095,0.2165,0.1125,0.165,9
F,0.55,0.44,0.15,0.8945,0.3145,0.151,0.32,19
F,0.525,0.38,0.14,0.6065,0.194,0.1475,0.21,14
M,0.43,0.35,0.11,0.406,0.1675,0.081,0.135,10
M,0.49,0.38,0.135,0.5415,0.2175,0.095,0.19,11
F,0.535,0.405,0.145,0.6845,0.2725,0.171,0.205,10
F,0.47,0.355,0.1,0.4755,0.1675,0.0805,0.185,10
M,0.5,0.4,0.13,0.6645,0.258,0.133,0.24,12
I,0.355,0.28,0.085,0.2905,0.095,0.0395,0.115,7
F,0.44,0.34,0.1,0.451,0.188,0.087,0.13,10
M,0.365,0.295,0.08,0.2555,0.097,0.043,0.1,7
M,0.45,0.32,0.1,0.381,0.1705,0.075,0.115,9
M,0.355,0.28,0.095,0.2455,0.0955,0.062,0.075,11
I,0.38,0.275,0.1,0.2255,0.08,0.049,0.085,10
F,0.565,0.44,0.155,0.9395,0.4275,0.214,0.27,12
F,0.55,0.415,0.135,0.7635,0.318,0.21,0.2,9
F,0.615,0.48,0.165,1.1615,0.513,0.301,0.305,10
F,0.56,0.44,0.14,0.9285,0.3825,0.188,0.3,11
F,0.58,0.45,0.185,0.9955,0.3945,0.272,0.285,11
M,0.59,0.445,0.14,0.931,0.356,0.234,0.28,12
M,0.605,0.475,0.18,0.9365,0.394,0.219,0.295,15
M,0.575,0.425,0.14,0.8635,0.393,0.227,0.2,11
M,0.58,0.47,0.165,0.9975,0.3935,0.242,0.33,10
F,0.68,0.56,0.165,1.639,0.6055,0.2805,0.46,15
M,0.665,0.525,0.165,1.338,0.5515,0.3575,0.35,18
F,0.68,0.55,0.175,1.798,0.815,0.3925,0.455,19
F,0.705,0.55,0.2,1.7095,0.633,0.4115,0.49,13
M,0.465,0.355,0.105,0.4795,0.227,0.124,0.125,8
F,0.54,0.475,0.155,1.217,0.5305,0.3075,0.34,16
F,0.45,0.355,0.105,0.5225,0.237,0.1165,0.145,8
F,0.575,0.445,0.135,0.883,0.381,0.2035,0.26,11
M,0.355,0.29,0.09,0.3275,0.134,0.086,0.09,9
F,0.45,0.335,0.105,0.425,0.1865,0.091,0.115,9
F,0.55,0.425,0.135,0.8515,0.362,0.196,0.27,14
I,0.24,0.175,0.045,0.07,0.0315,0.0235,0.02,5
I,0.205,0.15,0.055,0.042,0.0255,0.015,0.012,5
I,0.21,0.15,0.05,0.042,0.0175,0.0125,0.015,4
I,0.39,0.295,0.095,0.203,0.0875,0.045,0.075,7
M,0.47,0.37,0.12,0.5795,0.293,0.227,0.14,9
F,0.46,0.375,0.12,0.4605,0.1775,0.11,0.15,7
I,0.325,0.245,0.07,0.161,0.0755,0.0255,0.045,6
F,0.525,0.425,0.16,0.8355,0.3545,0.2135,0.245,9
I,0.52,0.41,0.12,0.595,0.2385,0.111,0.19,8
M,0.4,0.32,0.095,0.303,0.1335,0.06,0.1,7
M,0.485,0.36,0.13,0.5415,0.2595,0.096,0.16,10
F,0.47,0.36,0.12,0.4775,0.2105,0.1055,0.15,10
M,0.405,0.31,0.1,0.385,0.173,0.0915,0.11,7
F,0.5,0.4,0.14,0.6615,0.2565,0.1755,0.22,8
M,0.445,0.35,0.12,0.4425,0.192,0.0955,0.135,8
M,0.47,0.385,0.135,0.5895,0.2765,0.12,0.17,8
I,0.245,0.19,0.06,0.086,0.042,0.014,0.025,4
F,0.505,0.4,0.125,0.583,0.246,0.13,0.175,7
M,0.45,0.345,0.105,0.4115,0.18,0.1125,0.135,7
M,0.505,0.405,0.11,0.625,0.305,0.16,0.175,9
F,0.53,0.41,0.13,0.6965,0.302,0.1935,0.2,10
M,0.425,0.325,0.095,0.3785,0.1705,0.08,0.1,7
M,0.52,0.4,0.12,0.58,0.234,0.1315,0.185,8
M,0.475,0.355,0.12,0.48,0.234,0.1015,0.135,8
F,0.565,0.44,0.16,0.915,0.354,0.1935,0.32,12
F,0.595,0.495,0.185,1.285,0.416,0.224,0.485,13
F,0.475,0.39,0.12,0.5305,0.2135,0.1155,0.17,10
I,0.31,0.235,0.07,0.151,0.063,0.0405,0.045,6
M,0.555,0.425,0.13,0.7665,0.264,0.168,0.275,13
F,0.4,0.32,0.11,0.353,0.1405,0.0985,0.1,8
F,0.595,0.475,0.17,1.247,0.48,0.225,0.425,20
M,0.57,0.48,0.175,1.185,0.474,0.261,0.38,11
F,0.605,0.45,0.195,1.098,0.481,0.2895,0.315,13
F,0.6,0.475,0.15,1.0075,0.4425,0.221,0.28,15
M,0.595,0.475,0.14,0.944,0.3625,0.189,0.315,9
F,0.6,0.47,0.15,0.922,0.363,0.194,0.305,10
F,0.555,0.425,0.14,0.788,0.282,0.1595,0.285,11
F,0.615,0.475,0.17,1.1025,0.4695,0.2355,0.345,14
F,0.575,0.445,0.14,0.941,0.3845,0.252,0.285,9
M,0.62,0.51,0.175,1.615,0.5105,0.192,0.675,12
F,0.52,0.425,0.165,0.9885,0.396,0.225,0.32,16
M,0.595,0.475,0.16,1.3175,0.408,0.234,0.58,21
M,0.58,0.45,0.14,1.013,0.38,0.216,0.36,14
F,0.57,0.465,0.18,1.295,0.339,0.2225,0.44,12
M,0.625,0.465,0.14,1.195,0.4825,0.205,0.4,13
M,0.56,0.44,0.16,0.8645,0.3305,0.2075,0.26,10
F,0.46,0.355,0.13,0.517,0.2205,0.114,0.165,9
F,0.575,0.45,0.16,0.9775,0.3135,0.231,0.33,12
M,0.565,0.425,0.135,0.8115,0.341,0.1675,0.255,15
M,0.555,0.44,0.15,0.755,0.307,0.1525,0.26,12
M,0.595,0.465,0.175,1.115,0.4015,0.254,0.39,13
F,0.625,0.495,0.165,1.262,0.507,0.318,0.39,10
M,0.695,0.56,0.19,1.494,0.588,0.3425,0.485,15
M,0.665,0.535,0.195,1.606,0.5755,0.388,0.48,14
M,0.535,0.435,0.15,0.725,0.269,0.1385,0.25,9
M,0.47,0.375,0.13,0.523,0.214,0.132,0.145,8
M,0.47,0.37,0.13,0.5225,0.201,0.133,0.165,7
F,0.475,0.375,0.125,0.5785,0.2775,0.085,0.155,10
I,0.36,0.265,0.095,0.2315,0.105,0.046,0.075,7
M,0.55,0.435,0.145,0.843,0.328,0.1915,0.255,15
M,0.53,0.435,0.16,0.883,0.316,0.164,0.335,15
M,0.53,0.415,0.14,0.724,0.3105,0.1675,0.205,10
M,0.605,0.47,0.16,1.1735,0.4975,0.2405,0.345,12
F,0.52,0.41,0.155,0.727,0.291,0.1835,0.235,12
F,0.545,0.43,0.165,0.802,0.2935,0.183,0.28,11
F,0.5,0.4,0.125,0.6675,0.261,0.1315,0.22,10
F,0.51,0.39,0.135,0.6335,0.231,0.179,0.2,9
F,0.435,0.395,0.105,0.3635,0.136,0.098,0.13,9
M,0.495,0.395,0.125,0.5415,0.2375,0.1345,0.155,9
M,0.465,0.36,0.105,0.431,0.172,0.107,0.175,9
I,0.435,0.32,0.08,0.3325,0.1485,0.0635,0.105,9
M,0.425,0.35,0.105,0.393,0.13,0.063,0.165,9
F,0.545,0.41,0.125,0.6935,0.2975,0.146,0.21,11
F,0.53,0.415,0.115,0.5915,0.233,0.1585,0.18,11
F,0.49,0.375,0.135,0.6125,0.2555,0.102,0.22,11
M,0.44,0.34,0.105,0.402,0.1305,0.0955,0.165,10
F,0.56,0.43,0.15,0.8825,0.3465,0.172,0.31,9
M,0.405,0.305,0.085,0.2605,0.1145,0.0595,0.085,8
F,0.47,0.365,0.105,0.4205,0.163,0.1035,0.14,9
I,0.385,0.295,0.085,0.2535,0.103,0.0575,0.085,7
F,0.515,0.425,0.14,0.766,0.304,0.1725,0.255,14
M,0.37,0.265,0.075,0.214,0.09,0.051,0.07,6
I,0.36,0.28,0.08,0.1755,0.081,0.0505,0.07,6
I,0.27,0.195,0.06,0.073,0.0285,0.0235,0.03,5
I,0.375,0.275,0.09,0.238,0.1075,0.0545,0.07,6
I,0.385,0.29,0.085,0.2505,0.112,0.061,0.08,8
M,0.7,0.535,0.16,1.7255,0.63,0.2635,0.54,19
M,0.71,0.54,0.165,1.959,0.7665,0.261,0.78,18
M,0.595,0.48,0.165,1.262,0.4835,0.283,0.41,17
F,0.44,0.35,0.125,0.4035,0.175,0.063,0.129,9
F,0.325,0.26,0.09,0.1915,0.085,0.036,0.062,7
I,0.35,0.26,0.095,0.211,0.086,0.056,0.068,7
I,0.265,0.2,0.065,0.0975,0.04,0.0205,0.028,7
F,0.425,0.33,0.115,0.406,0.1635,0.081,0.1355,8
F,0.305,0.23,0.08,0.156,0.0675,0.0345,0.048,7
M,0.345,0.255,0.09,0.2005,0.094,0.0295,0.063,9
F,0.405,0.325,0.11,0.3555,0.151,0.063,0.117,9
M,0.375,0.285,0.095,0.253,0.096,0.0575,0.0925,9
F,0.565,0.445,0.155,0.826,0.341,0.2055,0.2475,10
F,0.55,0.45,0.145,0.741,0.295,0.1435,0.2665,10
M,0.65,0.52,0.19,1.3445,0.519,0.306,0.4465,16
M,0.56,0.455,0.155,0.797,0.34,0.19,0.2425,11
M,0.475,0.375,0.13,0.5175,0.2075,0.1165,0.17,10
F,0.49,0.38,0.125,0.549,0.245,0.1075,0.174,10
M,0.46,0.35,0.12,0.515,0.224,0.108,0.1565,10
I,0.28,0.205,0.08,0.127,0.052,0.039,0.042,9
I,0.175,0.13,0.055,0.0315,0.0105,0.0065,0.0125,5
I,0.17,0.13,0.095,0.03,0.013,0.008,0.01,4
M,0.59,0.475,0.145,1.053,0.4415,0.262,0.325,15
F,0.605,0.5,0.185,1.1185,0.469,0.2585,0.335,9
F,0.635,0.515,0.19,1.3715,0.5065,0.305,0.45,10
F,0.605,0.485,0.16,1.0565,0.37,0.2355,0.355,10
F,0.565,0.45,0.135,0.9885,0.387,0.1495,0.31,12
M,0.515,0.405,0.13,0.722,0.32,0.131,0.21,10
F,0.575,0.46,0.19,0.994,0.392,0.2425,0.34,13
M,0.645,0.485,0.215,1.514,0.546,0.2615,0.635,16
F,0.58,0.455,0.17,0.9075,0.374,0.2135,0.285,13
F,0.575,0.46,0.165,1.124,0.2985,0.1785,0.44,13
M,0.605,0.465,0.165,1.056,0.4215,0.2475,0.34,13
F,0.605,0.485,0.16,1.222,0.53,0.2575,0.28,13
M,0.61,0.485,0.175,1.2445,0.544,0.297,0.345,12
F,0.725,0.56,0.21,2.141,0.65,0.398,1.005,18
F,0.65,0.545,0.23,1.752,0.5605,0.2895,0.815,16
M,0.725,0.57,0.19,2.55,1.0705,0.483,0.725,14
F,0.725,0.575,0.175,2.124,0.765,0.4515,0.85,20
F,0.68,0.57,0.205,1.842,0.625,0.408,0.65,20
M,0.705,0.56,0.22,1.981,0.8175,0.3085,0.76,14
F,0.68,0.515,0.175,1.6185,0.5125,0.409,0.62,12
M,0.695,0.55,0.215,1.9565,0.7125,0.541,0.59,14
F,0.53,0.395,0.145,0.775,0.308,0.169,0.255,7
M,0.525,0.435,0.155,1.065,0.486,0.233,0.285,8
F,0.52,0.405,0.115,0.776,0.32,0.1845,0.22,8
I,0.235,0.16,0.04,0.048,0.0185,0.018,0.015,5
I,0.36,0.26,0.09,0.1785,0.0645,0.037,0.075,7
I,0.315,0.21,0.06,0.125,0.06,0.0375,0.035,5
I,0.315,0.245,0.085,0.1435,0.053,0.0475,0.05,8
I,0.225,0.16,0.045,0.0465,0.025,0.015,0.015,4
M,0.58,0.475,0.15,0.97,0.385,0.2165,0.35,11
M,0.57,0.48,0.18,0.9395,0.399,0.2,0.295,14
M,0.64,0.51,0.175,1.368,0.515,0.266,0.57,21
F,0.56,0.45,0.16,1.0235,0.429,0.268,0.3,10
F,0.62,0.475,0.175,1.0165,0.4355,0.214,0.325,10
F,0.645,0.51,0.2,1.5675,0.621,0.367,0.46,12
M,0.62,0.49,0.19,1.218,0.5455,0.2965,0.355,13
F,0.63,0.48,0.15,1.0525,0.392,0.336,0.285,12
F,0.63,0.5,0.185,1.383,0.54,0.3315,0.38,10
F,0.63,0.48,0.16,1.199,0.5265,0.335,0.315,11
F,0.585,0.46,0.17,0.9325,0.365,0.271,0.29,9
M,0.615,0.48,0.18,1.1595,0.4845,0.2165,0.325,13
M,0.61,0.485,0.17,1.0225,0.419,0.2405,0.36,12
M,0.58,0.45,0.15,0.927,0.276,0.1815,0.36,14
I,0.355,0.275,0.085,0.22,0.092,0.06,0.15,8
F,0.51,0.4,0.14,0.8145,0.459,0.1965,0.195,10
M,0.5,0.405,0.155,0.772,0.346,0.1535,0.245,12
F,0.505,0.41,0.15,0.644,0.285,0.145,0.21,11
M,0.64,0.5,0.185,1.3035,0.4445,0.2635,0.465,16
M,0.56,0.45,0.16,0.922,0.432,0.178,0.26,15
M,0.585,0.46,0.185,0.922,0.3635,0.213,0.285,10
F,0.45,0.345,0.12,0.4165,0.1655,0.095,0.135,9
M,0.5,0.4,0.165,0.825,0.254,0.205,0.285,13
F,0.5,0.4,0.145,0.63,0.234,0.1465,0.23,12
F,0.53,0.435,0.17,0.8155,0.2985,0.155,0.275,13
M,0.42,0.335,0.115,0.369,0.171,0.071,0.12,8
F,0.44,0.34,0.14,0.482,0.186,0.1085,0.16,9
I,0.4,0.3,0.11,0.315,0.109,0.067,0.12,9
I,0.435,0.34,0.11,0.3795,0.1495,0.085,0.12,8
F,0.525,0.415,0.17,0.8325,0.2755,0.1685,0.31,13
I,0.37,0.28,0.095,0.2655,0.122,0.052,0.08,7
F,0.49,0.365,0.145,0.6345,0.1995,0.1625,0.22,10
M,0.335,0.25,0.09,0.181,0.0755,0.0415,0.06,7
F,0.415,0.325,0.105,0.38,0.1595,0.0785,0.12,12
M,0.5,0.405,0.14,0.6155,0.241,0.1355,0.205,9
F,0.485,0.395,0.16,0.66,0.2475,0.128,0.235,14
M,0.55,0.405,0.14,0.8025,0.244,0.1635,0.255,10
M,0.45,0.35,0.13,0.46,0.174,0.111,0.135,8
I,0.405,0.3,0.12,0.324,0.1265,0.07,0.11,7
M,0.47,0.36,0.135,0.501,0.1665,0.115,0.165,10
F,0.415,0.305,0.13,0.32,0.1305,0.0755,0.105,8
F,0.445,0.325,0.125,0.455,0.1785,0.1125,0.14,9
F,0.47,0.35,0.145,0.5175,0.187,0.1235,0.18,11
F,0.49,0.375,0.15,0.5755,0.22,0.144,0.19,9
F,0.445,0.355,0.15,0.485,0.181,0.125,0.155,11
I,0.425,0.38,0.105,0.3265,0.1285,0.0785,0.1,10
F,0.5,0.37,0.135,0.45,0.1715,0.1055,0.155,9
F,0.39,0.29,0.125,0.3055,0.121,0.082,0.09,7
I,0.365,0.27,0.085,0.205,0.078,0.0485,0.07,7
F,0.58,0.465,0.165,1.1015,0.404,0.2095,0.35,11
F,0.53,0.415,0.16,0.783,0.2935,0.158,0.245,15
M,0.555,0.445,0.135,0.836,0.336,0.1625,0.275,13
M,0.565,0.44,0.175,0.9025,0.31,0.193,0.325,14
M,0.625,0.505,0.215,1.4455,0.496,0.287,0.435,22
I,0.275,0.215,0.075,0.1155,0.0485,0.029,0.035,7
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I,0.38,0.3,0.09,0.277,0.1655,0.0625,0.082,6
I,0.385,0.285,0.09,0.248,0.0935,0.066,0.07,6
I,0.4,0.295,0.095,0.252,0.1105,0.0575,0.066,6
M,0.415,0.315,0.12,0.4015,0.199,0.087,0.097,8
I,0.415,0.33,0.1,0.3905,0.1925,0.0755,0.1025,7
I,0.42,0.32,0.115,0.409,0.2055,0.0935,0.105,8
I,0.44,0.33,0.135,0.4095,0.163,0.1005,0.119,6
I,0.45,0.35,0.135,0.494,0.2205,0.0945,0.1405,7
I,0.475,0.35,0.12,0.4905,0.2035,0.13,0.135,7
M,0.485,0.39,0.12,0.599,0.251,0.1345,0.169,8
M,0.495,0.375,0.115,0.6245,0.282,0.143,0.155,6
F,0.525,0.41,0.115,0.7745,0.416,0.163,0.18,7
M,0.565,0.455,0.15,0.9795,0.444,0.205,0.275,8
I,0.58,0.435,0.15,0.8915,0.363,0.1925,0.2515,6
F,0.585,0.45,0.125,0.874,0.3545,0.2075,0.225,6
M,0.6,0.465,0.155,1.262,0.6245,0.2455,0.33,10
M,0.63,0.48,0.185,1.21,0.53,0.2555,0.322,11
F,0.645,0.525,0.17,1.37,0.6135,0.283,0.34,10
F,0.655,0.545,0.185,1.759,0.6865,0.313,0.547,11
M,0.665,0.515,0.165,1.3855,0.621,0.302,0.3445,8
F,0.67,0.52,0.195,1.8065,0.758,0.3735,0.5055,11
M,0.67,0.51,0.2,1.5945,0.6705,0.3845,0.4505,10
M,0.685,0.51,0.18,1.4545,0.6315,0.3105,0.3725,9
M,0.7,0.6,0.23,2.003,0.8105,0.4045,0.5755,10
M,0.72,0.6,0.235,2.2385,0.984,0.411,0.621,12
I,0.185,0.135,0.045,0.032,0.011,0.0065,0.01,4
I,0.245,0.175,0.055,0.0785,0.04,0.018,0.02,5
I,0.315,0.23,0,0.134,0.0575,0.0285,0.3505,6
I,0.36,0.27,0.09,0.2075,0.098,0.039,0.062,6
I,0.375,0.28,0.08,0.2235,0.115,0.043,0.055,6
I,0.415,0.31,0.095,0.34,0.181,0.057,0.083,6
I,0.455,0.35,0.135,0.5365,0.2855,0.0855,0.1325,7
I,0.48,0.35,0.105,0.635,0.352,0.127,0.135,6
I,0.485,0.375,0.125,0.562,0.2505,0.1345,0.1525,8
I,0.51,0.39,0.125,0.597,0.293,0.1265,0.1555,8
M,0.52,0.395,0.125,0.5815,0.2565,0.1265,0.17,10
F,0.555,0.43,0.14,0.7545,0.3525,0.1835,0.2015,9
M,0.585,0.465,0.15,0.98,0.4315,0.2545,0.247,9
F,0.585,0.46,0.15,1.0035,0.503,0.2105,0.2515,11
M,0.585,0.455,0.155,1.133,0.5515,0.223,0.305,12
M,0.61,0.49,0.16,1.146,0.597,0.246,0.265,8
M,0.61,0.475,0.15,1.142,0.62,0.237,0.245,9
M,0.615,0.53,0.17,1.12,0.5775,0.2095,0.286,9
F,0.62,0.465,0.14,1.011,0.479,0.2385,0.255,8
M,0.625,0.505,0.175,1.131,0.5425,0.2265,0.323,8
M,0.625,0.48,0.175,1.065,0.4865,0.259,0.285,10
M,0.635,0.48,0.145,1.181,0.665,0.229,0.225,10
F,0.64,0.525,0.175,1.382,0.646,0.3115,0.37,9
M,0.66,0.505,0.19,1.4385,0.6775,0.285,0.178,11
M,0.66,0.485,0.155,1.2275,0.61,0.274,0.3,8
M,0.66,0.515,0.155,1.4415,0.7055,0.3555,0.335,10
F,0.68,0.55,0.175,1.473,0.713,0.282,0.4295,11
F,0.69,0.58,0.195,1.658,0.708,0.3615,0.4715,10
M,0.72,0.545,0.195,1.7475,0.8215,0.383,0.4705,11
I,0.275,0.2,0.07,0.096,0.037,0.0225,0.03,6
I,0.33,0.245,0.065,0.1445,0.058,0.032,0.0505,6
I,0.33,0.26,0.085,0.1965,0.0915,0.0425,0.055,7
I,0.365,0.28,0.09,0.196,0.0865,0.036,0.0605,7
I,0.365,0.27,0.09,0.2155,0.1005,0.049,0.0655,6
I,0.42,0.31,0.1,0.2805,0.1125,0.0615,0.0925,8
I,0.435,0.335,0.11,0.334,0.1355,0.0775,0.0965,7
I,0.435,0.325,0.1,0.366,0.174,0.0725,0.109,7
I,0.44,0.325,0.11,0.4965,0.258,0.1195,0.1075,8
I,0.485,0.365,0.09,0.651,0.3165,0.132,0.18,8
I,0.495,0.385,0.125,0.5125,0.2075,0.1155,0.172,10
M,0.51,0.405,0.125,0.6925,0.327,0.155,0.1805,7
I,0.52,0.41,0.14,0.5995,0.242,0.1375,0.182,11
I,0.54,0.42,0.14,0.74,0.3595,0.159,0.1985,8
I,0.54,0.415,0.155,0.702,0.322,0.167,0.19,10
I,0.55,0.445,0.125,0.672,0.288,0.1365,0.21,11
I,0.56,0.44,0.155,0.811,0.3685,0.178,0.235,11
F,0.575,0.45,0.12,0.9585,0.447,0.169,0.275,12
I,0.575,0.45,0.15,0.858,0.449,0.166,0.215,10
F,0.575,0.46,0.165,0.9575,0.4815,0.1945,0.236,10
F,0.58,0.46,0.135,0.926,0.4025,0.208,0.275,8
F,0.58,0.425,0.155,0.873,0.3615,0.249,0.239,10
M,0.59,0.45,0.16,0.998,0.445,0.214,0.301,9
M,0.6,0.46,0.155,0.6655,0.285,0.149,0.269,11
M,0.62,0.485,0.145,1.003,0.4655,0.2195,0.28,11
F,0.625,0.495,0.16,1.234,0.6335,0.192,0.35,13
M,0.625,0.495,0.155,1.025,0.46,0.1945,0.34,9
M,0.625,0.495,0.175,1.2935,0.5805,0.317,0.355,9
M,0.625,0.5,0.175,1.0565,0.4615,0.258,0.305,10
M,0.625,0.47,0.145,1.7855,0.675,0.247,0.3245,13
F,0.625,0.485,0.165,1.2255,0.5075,0.296,0.36,10
F,0.635,0.5,0.18,1.2565,0.539,0.292,0.35,10
F,0.645,0.5,0.15,1.159,0.4675,0.3355,0.31,9
M,0.645,0.51,0.165,1.403,0.5755,0.2515,0.4545,11
F,0.69,0.535,0.185,1.826,0.797,0.409,0.499,11
F,0.695,0.56,0.185,1.7715,0.8195,0.331,0.437,10
M,0.515,0.39,0.12,0.6125,0.302,0.1365,0.1415,8
I,0.545,0.405,0.13,0.658,0.327,0.1445,0.174,8
M,0.62,0.465,0.145,0.911,0.375,0.2145,0.278,10
M,0.63,0.49,0.15,1.1955,0.5845,0.257,0.3,9
F,0.63,0.515,0.16,1.336,0.553,0.3205,0.35,11
F,0.64,0.49,0.18,1.36,0.653,0.347,0.305,9
I,0.37,0.275,0.08,0.2325,0.093,0.056,0.072,6
I,0.395,0.31,0.085,0.317,0.153,0.0505,0.0935,7
I,0.4,0.3,0.115,0.318,0.1335,0.0725,0.0935,6
I,0.41,0.305,0.1,0.2645,0.1,0.0655,0.085,7
I,0.455,0.335,0.105,0.4055,0.175,0.092,0.1185,8
I,0.48,0.335,0.125,0.524,0.246,0.1095,0.145,7
I,0.485,0.375,0.11,0.464,0.2015,0.09,0.149,8
I,0.5,0.36,0.12,0.439,0.1875,0.1055,0.1305,8
I,0.515,0.395,0.125,0.5805,0.2365,0.1075,0.19,9
I,0.52,0.4,0.14,0.622,0.278,0.1455,0.169,8
M,0.545,0.45,0.15,0.7805,0.3795,0.1625,0.216,8
I,0.545,0.43,0.14,0.772,0.289,0.19,0.2615,8
I,0.55,0.435,0.125,0.741,0.348,0.1585,0.206,9
M,0.55,0.43,0.18,0.8265,0.4405,0.159,0.225,10
M,0.55,0.385,0.13,0.7275,0.343,0.1625,0.19,8
I,0.555,0.43,0.125,0.7005,0.3395,0.1355,0.2095,8
M,0.56,0.45,0.145,0.9355,0.425,0.1645,0.2725,11
I,0.565,0.465,0.15,1.1815,0.581,0.2215,0.3095,9
M,0.57,0.445,0.16,1.0145,0.516,0.164,0.3,10
F,0.575,0.48,0.17,1.1,0.506,0.2485,0.31,10
M,0.585,0.51,0.16,1.218,0.639,0.241,0.3,11
M,0.59,0.45,0.155,0.874,0.369,0.2135,0.24,8
I,0.595,0.475,0.155,0.984,0.4865,0.184,0.2755,10
M,0.6,0.47,0.13,1.0105,0.423,0.219,0.298,9
M,0.61,0.365,0.155,1.0765,0.488,0.249,0.27,9
M,0.615,0.475,0.205,1.337,0.5995,0.2815,0.37,11
M,0.625,0.5,0.18,1.3705,0.645,0.303,0.3705,12
F,0.625,0.49,0.19,1.7015,0.7465,0.4105,0.3855,11
M,0.63,0.485,0.18,1.2435,0.5175,0.308,0.37,11
M,0.63,0.53,0.175,1.4135,0.667,0.2945,0.3555,13
F,0.635,0.485,0.155,1.073,0.467,0.1975,0.35,11
F,0.635,0.5,0.175,1.477,0.684,0.3005,0.39,12
M,0.635,0.5,0.18,1.2915,0.594,0.2695,0.37,9
F,0.65,0.495,0.16,1.3105,0.577,0.3315,0.355,9
M,0.67,0.525,0.18,1.4915,0.728,0.343,0.381,9
F,0.675,0.52,0.175,1.494,0.7365,0.3055,0.37,9
F,0.675,0.51,0.15,1.1965,0.475,0.304,0.386,11
M,0.68,0.545,0.185,1.672,0.7075,0.364,0.48,11
M,0.7,0.545,0.215,1.9125,0.8825,0.4385,0.506,10
F,0.71,0.545,0.175,1.907,0.8725,0.4565,0.475,11
F,0.715,0.565,0.18,1.79,0.844,0.3535,0.5385,9
F,0.72,0.59,0.205,1.7495,0.7755,0.4225,0.48,11
I,0.42,0.305,0.1,0.3415,0.1645,0.0775,0.086,7
I,0.48,0.35,0.1,0.519,0.2365,0.1275,0.126,7
M,0.48,0.365,0.13,0.5305,0.2405,0.127,0.139,8
M,0.51,0.41,0.155,1.2825,0.569,0.291,0.3795,9
I,0.515,0.4,0.14,0.7165,0.3495,0.1595,0.1785,8
F,0.56,0.42,0.18,1.6645,0.7755,0.35,0.4525,9
I,0.56,0.42,0.14,0.837,0.414,0.214,0.2,8
F,0.57,0.45,0.15,0.9645,0.531,0.189,0.209,9
F,0.605,0.465,0.155,1.1,0.547,0.2665,0.2585,10
M,0.625,0.48,0.16,1.2415,0.6575,0.2625,0.2785,9
F,0.64,0.505,0.175,1.3185,0.6185,0.302,0.3315,9
M,0.65,0.525,0.185,1.3455,0.586,0.278,0.3865,9
I,0.3,0.215,0.05,0.1185,0.048,0.0225,0.042,4
M,0.35,0.265,0.09,0.197,0.073,0.0365,0.077,7
I,0.455,0.35,0.13,0.4725,0.215,0.0745,0.15,9
I,0.46,0.365,0.11,0.4495,0.1755,0.102,0.15,8
I,0.49,0.375,0.115,0.557,0.2275,0.1335,0.1765,8
I,0.5,0.385,0.12,0.516,0.197,0.1305,0.165,8
I,0.54,0.415,0.135,0.709,0.3195,0.174,0.185,9
M,0.55,0.42,0.145,0.7385,0.321,0.1485,0.252,11
I,0.55,0.445,0.11,0.7935,0.378,0.142,0.26,10
M,0.555,0.435,0.145,0.9205,0.404,0.2275,0.255,8
I,0.57,0.425,0.14,0.7655,0.331,0.14,0.24,10
M,0.58,0.45,0.14,0.824,0.3465,0.1765,0.263,10
I,0.58,0.425,0.145,0.83,0.379,0.1605,0.2575,11
I,0.585,0.47,0.17,0.985,0.3695,0.2395,0.315,10
M,0.585,0.45,0.15,0.997,0.4055,0.283,0.251,11
F,0.595,0.455,0.14,0.914,0.3895,0.2225,0.271,9
F,0.6,0.5,0.17,1.13,0.4405,0.267,0.335,11
F,0.615,0.495,0.155,1.0805,0.52,0.19,0.32,9
M,0.63,0.505,0.155,1.105,0.492,0.226,0.325,11
M,0.63,0.49,0.155,1.229,0.535,0.29,0.335,11
F,0.635,0.495,0.175,1.2355,0.5205,0.3085,0.347,10
F,0.645,0.535,0.19,1.2395,0.468,0.2385,0.424,10
F,0.65,0.505,0.165,1.357,0.5725,0.281,0.43,11
M,0.655,0.525,0.18,1.402,0.624,0.2935,0.365,13
F,0.655,0.5,0.22,1.359,0.642,0.3255,0.405,13
M,0.67,0.535,0.19,1.669,0.7465,0.2935,0.508,11
M,0.67,0.525,0.2,1.7405,0.6205,0.297,0.657,11
M,0.695,0.53,0.21,1.51,0.664,0.4095,0.385,10
M,0.695,0.55,0.195,1.6645,0.727,0.36,0.445,11
M,0.77,0.605,0.175,2.0505,0.8005,0.526,0.355,11
I,0.28,0.215,0.07,0.124,0.063,0.0215,0.03,6
I,0.33,0.23,0.08,0.14,0.0565,0.0365,0.046,7
I,0.35,0.25,0.075,0.1695,0.0835,0.0355,0.041,6
I,0.37,0.28,0.09,0.218,0.0995,0.0545,0.0615,7
I,0.43,0.315,0.115,0.384,0.1885,0.0715,0.11,8
I,0.435,0.33,0.095,0.393,0.219,0.075,0.0885,6
I,0.44,0.35,0.11,0.3805,0.1575,0.0895,0.115,6
M,0.475,0.37,0.11,0.4895,0.2185,0.107,0.146,8
M,0.475,0.36,0.14,0.5135,0.241,0.1045,0.155,8
I,0.48,0.355,0.11,0.4495,0.201,0.089,0.14,8
F,0.56,0.44,0.135,0.8025,0.35,0.1615,0.259,9
F,0.585,0.475,0.165,1.053,0.458,0.217,0.3,11
F,0.585,0.455,0.17,0.9945,0.4255,0.263,0.2845,11
M,0.385,0.255,0.1,0.3175,0.137,0.068,0.092,8
I,0.39,0.31,0.085,0.344,0.181,0.0695,0.079,7
I,0.39,0.29,0.1,0.2845,0.1255,0.0635,0.081,7
I,0.405,0.3,0.085,0.3035,0.15,0.0505,0.088,7
I,0.475,0.365,0.115,0.499,0.232,0.0885,0.156,10
M,0.5,0.38,0.125,0.577,0.269,0.1265,0.1535,9
F,0.515,0.4,0.125,0.615,0.2865,0.123,0.1765,8
M,0.52,0.385,0.165,0.791,0.375,0.18,0.1815,10
M,0.55,0.43,0.13,0.8395,0.3155,0.1955,0.2405,10
M,0.56,0.43,0.155,0.8675,0.4,0.172,0.229,8
F,0.565,0.45,0.165,0.887,0.37,0.239,0.249,11
M,0.59,0.44,0.135,0.966,0.439,0.2145,0.2605,10
M,0.6,0.475,0.205,1.176,0.5255,0.2875,0.308,9
F,0.625,0.485,0.15,1.0945,0.531,0.261,0.296,10
M,0.71,0.555,0.195,1.9485,0.9455,0.3765,0.495,12

所有代码:

import numpy as np
import pandas as pd
import sklearn
from sklearn.metrics import confusion_matrix
from sklearn.model_selection import train_test_split
from sklearn import metrics
from sklearn.svm import SVC
from sklearn.neighbors import KNeighborsRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error  # 评价指标
from sklearn.linear_model import LogisticRegression
import seaborn as sns
import numpy as np
import matplotlib.pyplot as plt
import warnings
data_x = []
data_y = []
with open("abalone.csv", encoding="utf-8") as f:
    f = f.readlines()
    for line in f[1:]:
        line = line.split("\n")[:-1][0].split(",")[1:]
        line = [float(i) for i in line]
        # print(line)
        data_x.append(line[:-1])
        data_y.append(line[-1])
# 对样本进行随意切割,得到训练集和验证集
x_train, x_test, y_train, y_test = train_test_split(np.array(data_x), np.array(data_y), test_size=0.2)
# knn算法
knn = KNeighborsRegressor()
knn.fit(x_train, y_train)
test_pred = knn.predict(x_test)  # 进行预测
print("knn算法 ")
print(test_pred[:10])
print(y_test[:10])
print('mean_squared_error:',
      mean_squared_error(y_test, test_pred, sample_weight=None, multioutput='uniform_average'))  # mse
print("mean_absolute_error:",
      mean_absolute_error(y_test, test_pred, sample_weight=None, multioutput='uniform_average'))  # mae
# svm算法
svm = SVC()
svm.fit(x_train, y_train)
test_pred = svm.predict(x_test)
print("svm算法 ")
print(test_pred[:10])
print(y_test[:10])
print('mean_squared_error:',
      mean_squared_error(y_test, test_pred, sample_weight=None, multioutput='uniform_average'))  # mse
print("mean_absolute_error:",
      mean_absolute_error(y_test, test_pred, sample_weight=None, multioutput='uniform_average'))  # mae
#----------------------------------------------------------------------------------------------------------------
data=pd.read_csv("abalone.csv",encoding='utf-8')
data.head()
print(data.columns)#Index(['Sex', 'Length', 'Diameter', 'Height', 'Whole', 'Shucked', 'Viscera','Shell', 'Rings'],
# 两类相关性分析
plt.rcParams['font.sans-serif']=['SimHei']
plt.rcParams['axes.unicode_minus']=False
plt.figure(figsize=(16,8))
plt.title("Sex和Length相关性图")
plt.xlabel('Sex',fontsize=8)
plt.ylabel('Length',fontsize=8)
plt.scatter(data["Sex"].values,data["Length"].values)
plt.show()
plt.rcParams['font.sans-serif']=['SimHei']
plt.rcParams['axes.unicode_minus']=False
plt.figure(figsize=(16,8))
plt.title("Sex和Height相关性图")
plt.xlabel('Sex',fontsize=8)
plt.ylabel('Height',fontsize=8)
plt.scatter(data["Sex"].values,data["Height"].values)
plt.show()
# 热力图
ax=plt.subplots(figsize=(20,16))
ax=sns.heatmap(data.corr(),vmax=.8,square=True,annot=True)
plt.show()
#直方图
sz_close=data["Length"].values
x_close=[i for i in range(len(sz_close))]
plt.xlabel('id',fontsize=8)
plt.ylabel('Length',fontsize=8)
plt.title("Length直方图")
plt.hist(sz_close, bins=40, facecolor="blue", edgecolor="black", alpha=0.6)
# 显示图标题
plt.show()
#直方图
sz_close=data["Height"].values
x_close=[i for i in range(len(sz_close))]
plt.xlabel('id',fontsize=8)
plt.ylabel('Height',fontsize=8)
plt.title("Height直方图")
plt.hist(sz_close, bins=40, facecolor="blue", edgecolor="black", alpha=0.6)
# 显示图标题
plt.show()

运行结果:

c48360d364ba4767afefe4ce9330288b.png


288eeda66e7240dea05cc3477a9b632e.png


e35ece2c8b3a464e8f57bddeb12750b5.png

b63392da8eac4890831e2a375948b0bd.png265ddcadb70246ca8165ec4f0e2ecd61.png

e4c8ecec38cb40c680b7b15c9afe58f8.png



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