Question
Answered step-by-step

Python Programming

Using the class example provided perceptron model to do the classification for  dataset. You can follow the class iris example, make plotting with selected features (can try with various combinations of features) from the dataset and then choose features which affect the classification most to make classification.


Using the class example provided adaline model to do the classification for the dataset. You can follow the class iris example, make plotting with selected features (can try with various combinations of features) from the dataset and then choose features which affect the classification most to make classification.

Please further compare the results between perceptron model and Adaline model.


This is the dataset

3.6216,8.6661,-2.8073,-0.44699,0

4.5459,8.1674,-2.4586,-1.4621,0

3.866,-2.6383,1.9242,0.10645,0

3.4566,9.5228,-4.0112,-3.5944,0

0.32924,-4.4552,4.5718,-0.9888,0

4.3684,9.6718,-3.9606,-3.1625,0

3.5912,3.0129,0.72888,0.56421,0

2.0922,-6.81,8.4636,-0.60216,0

3.2032,5.7588,-0.75345,-0.61251,0

1.5356,9.1772,-2.2718,-0.73535,0

1.2247,8.7779,-2.2135,-0.80647,0

3.9899,-2.7066,2.3946,0.86291,0

1.8993,7.6625,0.15394,-3.1108,0

-1.5768,10.843,2.5462,-2.9362,0

3.404,8.7261,-2.9915,-0.57242,0

4.6765,-3.3895,3.4896,1.4771,0

2.6719,3.0646,0.37158,0.58619,0

0.80355,2.8473,4.3439,0.6017,0

1.4479,-4.8794,8.3428,-2.1086,0

5.2423,11.0272,-4.353,-4.1013,0

5.7867,7.8902,-2.6196,-0.48708,0

0.3292,-4.4552,4.5718,-0.9888,0

3.9362,10.1622,-3.8235,-4.0172,0

0.93584,8.8855,-1.6831,-1.6599,0

4.4338,9.887,-4.6795,-3.7483,0

0.7057,-5.4981,8.3368,-2.8715,0

1.1432,-3.7413,5.5777,-0.63578,0

-0.38214,8.3909,2.1624,-3.7405,0

6.5633,9.8187,-4.4113,-3.2258,0

4.8906,-3.3584,3.4202,1.0905,0

-0.24811,-0.17797,4.9068,0.15429,0

1.4884,3.6274,3.308,0.48921,0

4.2969,7.617,-2.3874,-0.96164,0

-0.96511,9.4111,1.7305,-4.8629,0

-1.6162,0.80908,8.1628,0.60817,0

2.4391,6.4417,-0.80743,-0.69139,0

2.6881,6.0195,-0.46641,-0.69268,0

3.6289,0.81322,1.6277,0.77627,0

4.5679,3.1929,-2.1055,0.29653,0

3.4805,9.7008,-3.7541,-3.4379,0

4.1711,8.722,-3.0224,-0.59699,0

-0.2062,9.2207,-3.7044,-6.8103,0

-0.0068919,9.2931,-0.41243,-1.9638,0

0.96441,5.8395,2.3235,0.066365,0

2.8561,6.9176,-0.79372,0.48403,0

-0.7869,9.5663,-3.7867,-7.5034,0

2.0843,6.6258,0.48382,-2.2134,0

-0.7869,9.5663,-3.7867,-7.5034,0

3.9102,6.065,-2.4534,-0.68234,0

1.6349,3.286,2.8753,0.087054,0

4.3239,-4.8835,3.4356,-0.5776,0

5.262,3.9834,-1.5572,1.0103,0

3.1452,5.825,-0.51439,-1.4944,0

2.549,6.1499,-1.1605,-1.2371,0

4.9264,5.496,-2.4774,-0.50648,0

4.8265,0.80287,1.6371,1.1875,0

2.5635,6.7769,-0.61979,0.38576,0

5.807,5.0097,-2.2384,0.43878,0

3.1377,-4.1096,4.5701,0.98963,0

-0.78289,11.3603,-0.37644,-7.0495,0

2.888,0.44696,4.5907,-0.24398,0

0.49665,5.527,1.7785,-0.47156,0

4.2586,11.2962,-4.0943,-4.3457,0

1.7939,-1.1174,1.5454,-0.26079,0

5.4021,3.1039,-1.1536,1.5651,0

2.5367,2.599,2.0938,0.20085,0

4.6054,-4.0765,2.7587,0.31981,0

2.4235,9.5332,-3.0789,-2.7746,0

1.0009,7.7846,-0.28219,-2.6608,0

0.12326,8.9848,-0.9351,-2.4332,0

3.9529,-2.3548,2.3792,0.48274,0

4.1373,0.49248,1.093,1.8276,0

4.7181,10.0153,-3.9486,-3.8582,0

4.1654,-3.4495,3.643,1.0879,0

4.4069,10.9072,-4.5775,-4.4271,0

2.3066,3.5364,0.57551,0.41938,0

3.7935,7.9853,-2.5477,-1.872,0

0.049175,6.1437,1.7828,-0.72113,0

0.24835,7.6439,0.9885,-0.87371,0

1.1317,3.9647,3.3979,0.84351,0

2.8033,9.0862,-3.3668,-1.0224,0

4.4682,2.2907,0.95766,0.83058,0

5.0185,8.5978,-2.9375,-1.281,0

1.8664,7.7763,-0.23849,-2.9634,0

3.245,6.63,-0.63435,0.86937,0

4.0296,2.6756,0.80685,0.71679,0

-1.1313,1.9037,7.5339,1.022,0

0.87603,6.8141,0.84198,-0.17156,0

4.1197,-2.7956,2.0707,0.67412,0

3.8027,0.81529,2.1041,1.0245,0

1.4806,7.6377,-2.7876,-1.0341,0

4.0632,3.584,0.72545,0.39481,0

4.3064,8.2068,-2.7824,-1.4336,0

2.4486,-6.3175,7.9632,0.20602,0

3.2718,1.7837,2.1161,0.61334,0

-0.64472,-4.6062,8.347,-2.7099,0

2.9543,1.076,0.64577,0.89394,0

2.1616,-6.8804,8.1517,-0.081048,0

3.82,10.9279,-4.0112,-5.0284,0

-2.7419,11.4038,2.5394,-5.5793,0

3.3669,-5.1856,3.6935,-1.1427,0

4.5597,-2.4211,2.6413,1.6168,0

5.1129,-0.49871,0.62863,1.1189,0

3.3397,-4.6145,3.9823,-0.23751,0

4.2027,0.22761,0.96108,0.97282,0

3.5438,1.2395,1.997,2.1547,0

2.3136,10.6651,-3.5288,-4.7672,0

-1.8584,7.886,-1.6643,-1.8384,0

3.106,9.5414,-4.2536,-4.003,0

2.9163,10.8306,-3.3437,-4.122,0

3.9922,-4.4676,3.7304,-0.1095,0

1.518,5.6946,0.094818,-0.026738,0

3.2351,9.647,-3.2074,-2.5948,0

4.2188,6.8162,-1.2804,0.76076,0

1.7819,6.9176,-1.2744,-1.5759,0

2.5331,2.9135,-0.822,-0.12243,0

3.8969,7.4163,-1.8245,0.14007,0

2.108,6.7955,-0.1708,0.4905,0

2.8969,0.70768,2.29,1.8663,0

0.9297,-3.7971,4.6429,-0.2957,0

3.4642,10.6878,-3.4071,-4.109,0

4.0713,10.4023,-4.1722,-4.7582,0

-1.4572,9.1214,1.7425,-5.1241,0

-1.5075,1.9224,7.1466,0.89136,0

-0.91718,9.9884,1.1804,-5.2263,0

2.994,7.2011,-1.2153,0.3211,0

-2.343,12.9516,3.3285,-5.9426,0

3.7818,-2.8846,2.2558,-0.15734,0

4.6689,1.3098,0.055404,1.909,0

3.4663,1.1112,1.7425,1.3388,0

3.2697,-4.3414,3.6884,-0.29829,0

5.1302,8.6703,-2.8913,-1.5086,0

2.0139,6.1416,0.37929,0.56938,0

0.4339,5.5395,2.033,-0.40432,0

-1.0401,9.3987,0.85998,-5.3336,0

4.1605,11.2196,-3.6136,-4.0819,0

5.438,9.4669,-4.9417,-3.9202,0

5.032,8.2026,-2.6256,-1.0341,0

5.2418,10.5388,-4.1174,-4.2797,0

-0.2062,9.2207,-3.7044,-6.8103,0

2.0911,0.94358,4.5512,1.234,0

1.7317,-0.34765,4.1905,-0.99138,0

4.1736,3.3336,-1.4244,0.60429,0

3.9232,-3.2467,3.4579,0.83705,0

3.8481,10.1539,-3.8561,-4.2228,0

0.5195,-3.2633,3.0895,-0.9849,0

3.8584,0.78425,1.1033,1.7008,0

1.7496,-0.1759,5.1827,1.2922,0

3.6277,0.9829,0.68861,0.63403,0

2.7391,7.4018,0.071684,-2.5302,0

4.5447,8.2274,-2.4166,-1.5875,0

-1.7599,11.9211,2.6756,-3.3241,0

5.0691,0.21313,0.20278,1.2095,0

3.4591,11.112,-4.2039,-5.0931,0

1.9358,8.1654,-0.023425,-2.2586,0

2.486,-0.99533,5.3404,-0.15475,0

2.4226,-4.5752,5.947,0.21507,0

3.9479,-3.7723,2.883,0.019813,0

2.2634,-4.4862,3.6558,-0.61251,0

1.3566,4.2358,2.1341,0.3211,0

5.0452,3.8964,-1.4304,0.86291,0

3.5499,8.6165,-3.2794,-1.2009,0

0.17346,7.8695,0.26876,-3.7883,0

2.4008,9.3593,-3.3565,-3.3526,0

4.8851,1.5995,-0.00029081,1.6401,0

4.1927,-3.2674,2.5839,0.21766,0

1.1166,8.6496,-0.96252,-1.8112,0

1.0235,6.901,-2.0062,-2.7125,0

-1.803,11.8818,2.0458,-5.2728,0

0.11739,6.2761,-1.5495,-2.4746,0

0.5706,-0.0248,1.2421,-0.5621,0

4.0552,-2.4583,2.2806,1.0323,0

-1.6952,1.0657,8.8294,0.94955,0

-1.1193,10.7271,2.0938,-5.6504,0

1.8799,2.4707,2.4931,0.37671,0

3.583,-3.7971,3.4391,-0.12501,0

0.19081,9.1297,-3.725,-5.8224,0

3.6582,5.6864,-1.7157,-0.23751,0

-0.13144,-1.7775,8.3316,0.35214,0

2.3925,9.798,-3.0361,-2.8224,0

1.6426,3.0149,0.22849,-0.147,0

-0.11783,-1.5789,8.03,-0.028031,0

-0.69572,8.6165,1.8419,-4.3289,0

2.9421,7.4101,-0.97709,-0.88406,0

-1.7559,11.9459,3.0946,-4.8978,0

-1.2537,10.8803,1.931,-4.3237,0

3.2585,-4.4614,3.8024,-0.15087,0

1.8314,6.3672,-0.036278,0.049554,0

4.5645,-3.6275,2.8684,0.27714,0

2.7365,-5.0325,6.6608,-0.57889,0

0.9297,-3.7971,4.6429,-0.2957,0

3.9663,10.1684,-4.1131,-4.6056,0

1.4578,-0.08485,4.1785,0.59136,0

4.8272,3.0687,0.68604,0.80731,0

-2.341,12.3784,0.70403,-7.5836,0

-1.8584,7.886,-1.6643,-1.8384,0

4.1454,7.257,-1.9153,-0.86078,0

1.9157,6.0816,0.23705,-2.0116,0

4.0215,-2.1914,2.4648,1.1409,0

5.8862,5.8747,-2.8167,-0.30087,0

-2.0897,10.8265,2.3603,-3.4198,0

4.0026,-3.5943,3.5573,0.26809,0

-0.78689,9.5663,-3.7867,-7.5034,0

4.1757,10.2615,-3.8552,-4.3056,0

0.83292,7.5404,0.65005,-0.92544,0

4.8077,2.2327,-0.26334,1.5534,0

5.3063,5.2684,-2.8904,-0.52716,0

2.5605,9.2683,-3.5913,-1.356,0

2.1059,7.6046,-0.47755,-1.8461,0

2.1721,-0.73874,5.4672,-0.72371,0

4.2899,9.1814,-4.6067,-4.3263,0

3.5156,10.1891,-4.2759,-4.978,0

2.614,8.0081,-3.7258,-1.3069,0

0.68087,2.3259,4.9085,0.54998,0

4.1962,0.74493,0.83256,0.753,0

6.0919,2.9673,-1.3267,1.4551,0

1.3234,3.2964,0.2362,-0.11984,0

1.3264,1.0326,5.6566,-0.41337,0

-0.16735,7.6274,1.2061,-3.6241,0

-1.3,10.2678,-2.953,-5.8638,0

-2.2261,12.5398,2.9438,-3.5258,0

2.4196,6.4665,-0.75688,0.228,0

1.0987,0.6394,5.989,-0.58277,0

4.6464,10.5326,-4.5852,-4.206,0

-0.36038,4.1158,3.1143,-0.37199,0

1.3562,3.2136,4.3465,0.78662,0

0.5706,-0.0248,1.2421,-0.5621,0

-2.6479,10.1374,-1.331,-5.4707,0

3.1219,-3.137,1.9259,-0.37458,0

5.4944,1.5478,0.041694,1.9284,0

-1.3389,1.552,7.0806,1.031,0

-2.3361,11.9604,3.0835,-5.4435,0

2.2596,-0.033118,4.7355,-0.2776,0

0.46901,-0.63321,7.3848,0.36507,0

2.7296,2.8701,0.51124,0.5099,0

2.0466,2.03,2.1761,-0.083634,0

-1.3274,9.498,2.4408,-5.2689,0

3.8905,-2.1521,2.6302,1.1047,0

3.9994,0.90427,1.1693,1.6892,0

2.3952,9.5083,-3.1783,-3.0086,0

3.2704,6.9321,-1.0456,0.23447,0

-1.3931,1.5664,7.5382,0.78403,0

1.6406,3.5488,1.3964,-0.36424,0

2.7744,6.8576,-1.0671,0.075416,0

2.4287,9.3821,-3.2477,-1.4543,0

4.2134,-2.806,2.0116,0.67412,0

1.6472,0.48213,4.7449,1.225,0

2.0597,-0.99326,5.2119,-0.29312,0

0.3798,0.7098,0.7572,-0.4444,0

1.0135,8.4551,-1.672,-2.0815,0

4.5691,-4.4552,3.1769,0.0042961,0

0.57461,10.1105,-1.6917,-4.3922,0

0.5734,9.1938,-0.9094,-1.872,0

5.2868,3.257,-1.3721,1.1668,0

4.0102,10.6568,-4.1388,-5.0646,0

4.1425,-3.6792,3.8281,1.6297,0

3.0934,-2.9177,2.2232,0.22283,0

2.2034,5.9947,0.53009,0.84998,0

3.744,0.79459,0.95851,1.0077,0

3.0329,2.2948,2.1135,0.35084,0

3.7731,7.2073,-1.6814,-0.94742,0

3.1557,2.8908,0.59693,0.79825,0

1.8114,7.6067,-0.9788,-2.4668,0

4.988,7.2052,-3.2846,-1.1608,0

2.483,6.6155,-0.79287,-0.90863,0

1.594,4.7055,1.3758,0.081882,0

-0.016103,9.7484,0.15394,-1.6134,0

3.8496,9.7939,-4.1508,-4.4582,0

0.9297,-3.7971,4.6429,-0.2957,0

4.9342,2.4107,-0.17594,1.6245,0

3.8417,10.0215,-4.2699,-4.9159,0

5.3915,9.9946,-3.8081,-3.3642,0

4.4072,-0.070365,2.0416,1.1319,0

2.6946,6.7976,-0.40301,0.44912,0

5.2756,0.13863,0.12138,1.1435,0

3.4312,6.2637,-1.9513,-0.36165,0

4.052,-0.16555,0.45383,0.51248,0

1.3638,-4.7759,8.4182,-1.8836,0

0.89566,7.7763,-2.7473,-1.9353,0

1.9265,7.7557,-0.16823,-3.0771,0

0.20977,-0.46146,7.7267,0.90946,0

4.068,-2.9363,2.1992,0.50084,0

2.877,-4.0599,3.6259,-0.32544,0

0.3223,-0.89808,8.0883,0.69222,0

-1.3,10.2678,-2.953,-5.8638,0

1.7747,-6.4334,8.15,-0.89828,0

1.3419,-4.4221,8.09,-1.7349,0

0.89606,10.5471,-1.4175,-4.0327,0

0.44125,2.9487,4.3225,0.7155,0

3.2422,6.2265,0.12224,-1.4466,0

2.5678,3.5136,0.61406,-0.40691,0

-2.2153,11.9625,0.078538,-7.7853,0

4.1349,6.1189,-2.4294,-0.19613,0

1.934,-9.2828e-06,4.816,-0.33967,0

2.5068,1.1588,3.9249,0.12585,0

2.1464,6.0795,-0.5778,-2.2302,0

0.051979,7.0521,-2.0541,-3.1508,0

1.2706,8.035,-0.19651,-2.1888,0

1.143,0.83391,5.4552,-0.56984,0

2.2928,9.0386,-3.2417,-1.2991,0

0.3292,-4.4552,4.5718,-0.9888,0

2.9719,6.8369,-0.2702,0.71291,0

1.6849,8.7489,-1.2641,-1.3858,0

-1.9177,11.6894,2.5454,-3.2763,0

2.3729,10.4726,-3.0087,-3.2013,0

1.0284,9.767,-1.3687,-1.7853,0

0.27451,9.2186,-3.2863,-4.8448,0

1.6032,-4.7863,8.5193,-2.1203,0

4.616,10.1788,-4.2185,-4.4245,0

4.2478,7.6956,-2.7696,-1.0767,0

4.0215,-2.7004,2.4957,0.36636,0

5.0297,-4.9704,3.5025,-0.23751,0

1.5902,2.2948,3.2403,0.18404,0

2.1274,5.1939,-1.7971,-1.1763,0

1.1811,8.3847,-2.0567,-0.90345,0

0.3292,-4.4552,4.5718,-0.9888,0

5.7353,5.2808,-2.2598,0.075416,0

2.6718,5.6574,0.72974,-1.4892,0

1.5799,-4.7076,7.9186,-1.5487,0

2.9499,2.2493,1.3458,-0.037083,0

0.5195,-3.2633,3.0895,-0.9849,0

3.7352,9.5911,-3.9032,-3.3487,0

-1.7344,2.0175,7.7618,0.93532,0

3.884,10.0277,-3.9298,-4.0819,0

3.5257,1.2829,1.9276,1.7991,0

4.4549,2.4976,1.0313,0.96894,0

-0.16108,-6.4624,8.3573,-1.5216,0

4.2164,9.4607,-4.9288,-5.2366,0

3.5152,6.8224,-0.67377,-0.46898,0

1.6988,2.9094,2.9044,0.11033,0

1.0607,2.4542,2.5188,-0.17027,0

2.0421,1.2436,4.2171,0.90429,0

3.5594,1.3078,1.291,1.6556,0

3.0009,5.8126,-2.2306,-0.66553,0

3.9294,1.4112,1.8076,0.89782,0

3.4667,-4.0724,4.2882,1.5418,0

3.966,3.9213,0.70574,0.33662,0

1.0191,2.33,4.9334,0.82929,0

0.96414,5.616,2.2138,-0.12501,0

1.8205,6.7562,0.0099913,0.39481,0

4.9923,7.8653,-2.3515,-0.71984,0

-1.1804,11.5093,0.15565,-6.8194,0

4.0329,0.23175,0.89082,1.1823,0

0.66018,10.3878,-1.4029,-3.9151,0

3.5982,7.1307,-1.3035,0.21248,0

-1.8584,7.886,-1.6643,-1.8384,0

4.0972,0.46972,1.6671,0.91593,0

3.3299,0.91254,1.5806,0.39352,0

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acinia pulvilestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar tortor nec facilisis. Pellentesque dapibus efficitur laoreet. Nam risus ante, dapibus a molestie consequat, ultrices ac magna. Fusce dui lectus, congue vel laoreet ac, dictum vitae odio. Donec aliquet. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam lacinia pulvinar

gue vel laoreet ac,

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22476394

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