Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [-3.0669600142938935, 4.951807242276956, -6.561007291936425, -6.417778003979455, 2.407954130943816], 'output': 0.007695268605720237, 'delta': 0.0025693993165467614}, {'weights': [1.3625896963297854, -6.909969198964953, 3.328185292020259, -4.3033842795557335, 2.067475371744777], 'output': 0.47843813076163083, 'delta': -0.004920989164256469}, {'weights': [-1.1649937760855031, -5.426035042500306, 8.68267719339458, 13.002419225272815, -11.534767637162057], 'output': 0.15922820652313927, 'delta': -9.087666197183677e-11}] Experiment 0 Classifications on Test Instances sepal length in cm sepal width in cm petal length in cm ... Actual Class Predicted Class Prediction Correct? 0 0.333333 0.166667 0.474576 ... Iris-versicolor Iris-versicolor Yes 1 0.527778 0.583333 0.745763 ... Iris-virginica Iris-virginica Yes 2 0.750000 0.500000 0.627119 ... Iris-versicolor Iris-versicolor Yes 3 0.500000 0.416667 0.610169 ... Iris-versicolor Iris-versicolor Yes 4 0.166667 0.166667 0.389831 ... Iris-versicolor Iris-versicolor Yes 5 0.388889 1.000000 0.084746 ... Iris-setosa Iris-setosa Yes 6 0.222222 0.750000 0.152542 ... Iris-setosa Iris-setosa Yes 7 0.500000 0.333333 0.627119 ... Iris-versicolor Iris-versicolor Yes 8 0.388889 0.375000 0.542373 ... Iris-versicolor Iris-versicolor Yes 9 0.361111 0.333333 0.661017 ... Iris-virginica Iris-virginica Yes 10 0.527778 0.083333 0.593220 ... Iris-versicolor Iris-versicolor Yes 11 0.194444 0.583333 0.084746 ... Iris-setosa Iris-setosa Yes 12 0.944444 0.250000 1.000000 ... Iris-virginica Iris-virginica Yes 13 0.000000 0.416667 0.016949 ... Iris-setosa Iris-setosa Yes 14 0.194444 0.416667 0.101695 ... Iris-setosa Iris-setosa Yes 15 0.805556 0.416667 0.813559 ... Iris-virginica Iris-virginica Yes 16 0.694444 0.416667 0.762712 ... Iris-virginica Iris-virginica Yes 17 0.472222 0.375000 0.593220 ... Iris-versicolor Iris-versicolor Yes 18 0.194444 0.541667 0.067797 ... Iris-setosa Iris-setosa Yes 19 0.555556 0.333333 0.694915 ... Iris-virginica Iris-versicolor No 20 0.944444 0.750000 0.966102 ... Iris-virginica Iris-virginica Yes 21 0.583333 0.333333 0.779661 ... Iris-virginica Iris-virginica Yes 22 0.388889 0.750000 0.118644 ... Iris-setosa Iris-setosa Yes 23 0.166667 0.416667 0.067797 ... Iris-setosa Iris-setosa Yes 24 0.666667 0.541667 0.796610 ... Iris-virginica Iris-virginica Yes 25 0.555556 0.583333 0.779661 ... Iris-virginica Iris-virginica Yes 26 0.194444 0.500000 0.033898 ... Iris-setosa Iris-setosa Yes 27 0.305556 0.583333 0.084746 ... Iris-setosa Iris-setosa Yes 28 0.555556 0.125000 0.576271 ... Iris-versicolor Iris-versicolor Yes 29 0.500000 0.375000 0.627119 ... Iris-versicolor Iris-versicolor Yes [30 rows x 7 columns] Running Experiment 1 ... Experiment 1 Trained Neural Network [{'weights': [-2.7865496116524753, 5.096951097268395, -6.875055252595939, -6.240306204171759, 2.296548640578491], 'output': 0.00019936934776179082, 'delta': 0.0023913164249402957}, {'weights': [-1.8647583246040518, -6.051053812823112, 5.252204048591557, -3.583675578715526, 1.789887209492323], 'output': 0.18944096505604568, 'delta': -0.004725439881303361}, {'weights': [-0.6108218369577736, -3.805680061022228, 9.343100761549357, 11.498540704661627, -11.89759853210852], 'output': 0.9832955230871625, 'delta': -2.5277120719180145e-10}] Experiment 1 Classifications on Test Instances sepal length in cm sepal width in cm petal length in cm ... Actual Class Predicted Class Prediction Correct? 0 0.361111 0.208333 0.491525 ... Iris-versicolor Iris-versicolor Yes 1 0.416667 0.833333 0.033898 ... Iris-setosa Iris-setosa Yes 2 0.194444 0.666667 0.067797 ... Iris-setosa Iris-setosa Yes 3 0.555556 0.541667 0.627119 ... Iris-versicolor Iris-virginica No 4 0.388889 0.333333 0.525424 ... Iris-versicolor Iris-versicolor Yes 5 0.111111 0.500000 0.101695 ... Iris-setosa Iris-setosa Yes 6 0.416667 0.291667 0.491525 ... Iris-versicolor Iris-versicolor Yes 7 0.722222 0.500000 0.796610 ... Iris-virginica Iris-virginica Yes 8 0.555556 0.375000 0.779661 ... Iris-virginica Iris-virginica Yes 9 0.611111 0.416667 0.813559 ... Iris-virginica Iris-virginica Yes 10 0.083333 0.458333 0.084746 ... Iris-setosa Iris-setosa Yes 11 0.250000 0.291667 0.491525 ... Iris-versicolor Iris-versicolor Yes 12 0.416667 0.291667 0.694915 ... Iris-virginica Iris-virginica Yes 13 0.222222 0.708333 0.084746 ... Iris-setosa Iris-setosa Yes 14 0.138889 0.583333 0.101695 ... Iris-setosa Iris-setosa Yes 15 0.222222 0.541667 0.118644 ... Iris-setosa Iris-setosa Yes 16 0.722222 0.458333 0.661017 ... Iris-versicolor Iris-versicolor Yes 17 0.555556 0.291667 0.661017 ... Iris-virginica Iris-virginica Yes 18 0.583333 0.375000 0.559322 ... Iris-versicolor Iris-versicolor Yes 19 0.388889 0.208333 0.677966 ... Iris-virginica Iris-virginica Yes 20 0.194444 0.625000 0.050847 ... Iris-setosa Iris-setosa Yes 21 0.222222 0.583333 0.084746 ... Iris-setosa Iris-setosa Yes 22 0.444444 0.416667 0.694915 ... Iris-virginica Iris-virginica Yes 23 0.638889 0.416667 0.576271 ... Iris-versicolor Iris-versicolor Yes 24 0.694444 0.333333 0.644068 ... Iris-versicolor Iris-versicolor Yes 25 0.416667 0.291667 0.694915 ... Iris-virginica Iris-virginica Yes 26 0.388889 0.416667 0.542373 ... Iris-versicolor Iris-versicolor Yes 27 0.138889 0.583333 0.152542 ... Iris-setosa Iris-setosa Yes 28 0.916667 0.416667 0.949153 ... Iris-virginica Iris-virginica Yes 29 0.694444 0.500000 0.830508 ... Iris-virginica Iris-virginica Yes [30 rows x 7 columns] Running Experiment 2 ... Experiment 2 Trained Neural Network [{'weights': [-2.655176360723307, 4.958570883875352, -6.247857026111864, -6.874241083948587, 2.380019392569314], 'output': 0.06672352337950849, 'delta': 0.0026022587308284}, {'weights': [2.720814911661263, -8.277190393567356, 4.956467039050765, -6.646323708699187, 2.4488536330493136], 'output': 0.7399054578243349, 'delta': -0.0018608607975574044}, {'weights': [-1.6007112605140967, -3.5251768746213603, 8.61477923227083, 12.74012159317109, -11.7814724007759], 'output': 0.007710822886385436, 'delta': -4.456730219607243e-10}] Experiment 2 Classifications on Test Instances sepal length in cm sepal width in cm petal length in cm ... Actual Class Predicted Class Prediction Correct? 0 0.305556 0.791667 0.118644 ... Iris-setosa Iris-setosa Yes 1 0.472222 0.083333 0.677966 ... Iris-virginica Iris-versicolor No 2 0.083333 0.583333 0.067797 ... Iris-setosa Iris-setosa Yes 3 0.472222 0.291667 0.694915 ... Iris-versicolor Iris-versicolor Yes 4 0.333333 0.625000 0.050847 ... Iris-setosa Iris-setosa Yes 5 0.333333 0.125000 0.508475 ... Iris-versicolor Iris-versicolor Yes 6 0.138889 0.458333 0.101695 ... Iris-setosa Iris-setosa Yes 7 0.361111 0.416667 0.593220 ... Iris-versicolor Iris-versicolor Yes 8 0.138889 0.416667 0.067797 ... Iris-setosa Iris-setosa Yes 9 0.250000 0.875000 0.084746 ... Iris-setosa Iris-setosa Yes 10 0.083333 0.500000 0.067797 ... Iris-setosa Iris-setosa Yes 11 0.555556 0.208333 0.677966 ... Iris-virginica Iris-virginica Yes 12 0.138889 0.416667 0.067797 ... Iris-setosa Iris-setosa Yes 13 0.583333 0.458333 0.762712 ... Iris-virginica Iris-virginica Yes 14 0.472222 0.583333 0.593220 ... Iris-versicolor Iris-virginica No 15 0.305556 0.416667 0.593220 ... Iris-versicolor Iris-versicolor Yes 16 0.555556 0.208333 0.661017 ... Iris-versicolor Iris-versicolor Yes 17 0.166667 0.458333 0.084746 ... Iris-setosa Iris-setosa Yes 18 0.611111 0.416667 0.762712 ... Iris-virginica Iris-virginica Yes 19 0.500000 0.250000 0.779661 ... Iris-virginica Iris-versicolor No 20 0.583333 0.500000 0.728814 ... Iris-virginica Iris-virginica Yes 21 0.666667 0.208333 0.813559 ... Iris-virginica Iris-virginica Yes 22 0.472222 0.416667 0.644068 ... Iris-virginica Iris-virginica Yes 23 0.250000 0.583333 0.067797 ... Iris-setosa Iris-setosa Yes 24 0.416667 0.291667 0.525424 ... Iris-versicolor Iris-versicolor Yes 25 0.194444 0.125000 0.389831 ... Iris-versicolor Iris-versicolor Yes 26 0.777778 0.416667 0.830508 ... Iris-virginica Iris-virginica Yes 27 0.500000 0.333333 0.508475 ... Iris-versicolor Iris-versicolor Yes 28 0.833333 0.375000 0.898305 ... Iris-virginica Iris-virginica Yes 29 0.388889 0.250000 0.423729 ... Iris-versicolor Iris-versicolor Yes [30 rows x 7 columns] Running Experiment 3 ... Experiment 3 Trained Neural Network [{'weights': [-2.717342268414048, 5.061921672713926, -6.9744775648181445, -6.2760551531970785, 2.359460037305687], 'output': 0.03505164611599381, 'delta': 0.002233183362102885}, {'weights': [0.06803876096870637, -6.909698224520048, 3.5109922927159296, -3.5117377467522903, 2.125853230005523], 'output': 0.3453079476061024, 'delta': -0.004836927504259518}, {'weights': [0.21953910878237176, -3.871472936361326, 9.654372011511843, 11.538336753604568, -12.590644208459718], 'output': 0.036170330579660855, 'delta': -8.709341274363896e-11}] Experiment 3 Classifications on Test Instances sepal length in cm sepal width in cm petal length in cm ... Actual Class Predicted Class Prediction Correct? 0 0.333333 0.250000 0.576271 ... Iris-versicolor Iris-versicolor Yes 1 0.333333 0.208333 0.508475 ... Iris-versicolor Iris-versicolor Yes 2 0.666667 0.458333 0.779661 ... Iris-virginica Iris-virginica Yes 3 0.305556 0.708333 0.084746 ... Iris-setosa Iris-setosa Yes 4 0.722222 0.458333 0.694915 ... Iris-virginica Iris-virginica Yes 5 0.527778 0.333333 0.644068 ... Iris-virginica Iris-virginica Yes 6 0.944444 0.416667 0.864407 ... Iris-virginica Iris-virginica Yes 7 0.250000 0.625000 0.084746 ... Iris-setosa Iris-setosa Yes 8 0.666667 0.416667 0.677966 ... Iris-versicolor Iris-virginica No 9 0.611111 0.416667 0.711864 ... Iris-virginica Iris-virginica Yes 10 0.305556 0.791667 0.050847 ... Iris-setosa Iris-setosa Yes 11 0.527778 0.375000 0.559322 ... Iris-versicolor Iris-versicolor Yes 12 0.583333 0.291667 0.728814 ... Iris-virginica Iris-virginica Yes 13 0.500000 0.416667 0.661017 ... Iris-virginica Iris-virginica Yes 14 0.222222 0.750000 0.084746 ... Iris-setosa Iris-setosa Yes 15 0.194444 0.000000 0.423729 ... Iris-versicolor Iris-versicolor Yes 16 0.944444 0.333333 0.966102 ... Iris-virginica Iris-virginica Yes 17 0.666667 0.458333 0.627119 ... Iris-versicolor Iris-versicolor Yes 18 0.027778 0.416667 0.050847 ... Iris-setosa Iris-setosa Yes 19 0.583333 0.500000 0.593220 ... Iris-versicolor Iris-versicolor Yes 20 0.166667 0.208333 0.593220 ... Iris-virginica Iris-versicolor No 21 0.111111 0.500000 0.050847 ... Iris-setosa Iris-setosa Yes 22 0.416667 0.333333 0.694915 ... Iris-virginica Iris-virginica Yes 23 0.333333 0.916667 0.067797 ... Iris-setosa Iris-setosa Yes 24 0.416667 0.250000 0.508475 ... Iris-versicolor Iris-versicolor Yes 25 0.027778 0.375000 0.067797 ... Iris-setosa Iris-setosa Yes 26 0.222222 0.750000 0.101695 ... Iris-setosa Iris-setosa Yes 27 0.194444 0.583333 0.101695 ... Iris-setosa Iris-setosa Yes 28 0.333333 0.166667 0.457627 ... Iris-versicolor Iris-versicolor Yes 29 0.361111 0.416667 0.525424 ... Iris-versicolor Iris-versicolor Yes [30 rows x 7 columns] Running Experiment 4 ... Experiment 4 Trained Neural Network [{'weights': [-2.423887865724262, 5.5362076791897525, -6.248380187449984, -6.4212753571206065, 1.8932703310752375], 'output': 0.9482843719304127, 'delta': -0.0015633355554327663}, {'weights': [1.395332619116026, -7.369947935095584, 3.9754859878052327, -5.226131779235346, 2.2131219243226017], 'output': 0.05698620971906232, 'delta': 0.14600634528857606}, {'weights': [-1.9937683694398693, -3.8402608842048562, 9.492357279690475, 12.69575864962698, -11.906483061088263], 'output': 1.535507585401263e-05, 'delta': -0.0026227289562638953}] Experiment 4 Classifications on Test Instances sepal length in cm sepal width in cm petal length in cm ... Actual Class Predicted Class Prediction Correct? 0 0.611111 0.333333 0.610169 ... Iris-versicolor Iris-versicolor Yes 1 0.055556 0.125000 0.050847 ... Iris-setosa Iris-setosa Yes 2 0.722222 0.458333 0.745763 ... Iris-virginica Iris-virginica Yes 3 0.666667 0.541667 0.796610 ... Iris-virginica Iris-virginica Yes 4 1.000000 0.750000 0.915254 ... Iris-virginica Iris-virginica Yes 5 0.444444 0.416667 0.542373 ... Iris-versicolor Iris-versicolor Yes 6 0.805556 0.666667 0.864407 ... Iris-virginica Iris-virginica Yes 7 0.305556 0.583333 0.118644 ... Iris-setosa Iris-setosa Yes 8 0.277778 0.708333 0.084746 ... Iris-setosa Iris-setosa Yes 9 0.472222 0.083333 0.508475 ... Iris-versicolor Iris-versicolor Yes 10 0.555556 0.541667 0.847458 ... Iris-virginica Iris-virginica Yes 11 0.361111 0.375000 0.440678 ... Iris-versicolor Iris-versicolor Yes 12 0.444444 0.500000 0.644068 ... Iris-versicolor Iris-virginica No 13 0.222222 0.625000 0.067797 ... Iris-setosa Iris-setosa Yes 14 0.583333 0.333333 0.779661 ... Iris-virginica Iris-virginica Yes 15 0.222222 0.625000 0.067797 ... Iris-setosa Iris-setosa Yes 16 0.805556 0.500000 0.847458 ... Iris-virginica Iris-virginica Yes 17 0.222222 0.208333 0.338983 ... Iris-versicolor Iris-versicolor Yes 18 0.861111 0.333333 0.864407 ... Iris-virginica Iris-virginica Yes 19 0.083333 0.666667 0.000000 ... Iris-setosa Iris-setosa Yes 20 0.638889 0.375000 0.610169 ... Iris-versicolor Iris-versicolor Yes 21 0.611111 0.500000 0.694915 ... Iris-virginica Iris-virginica Yes 22 0.166667 0.458333 0.084746 ... Iris-setosa Iris-setosa Yes 23 0.027778 0.500000 0.050847 ... Iris-setosa Iris-setosa Yes 24 0.666667 0.416667 0.711864 ... Iris-virginica Iris-virginica Yes 25 0.166667 0.458333 0.084746 ... Iris-setosa Iris-setosa Yes 26 0.388889 0.333333 0.593220 ... Iris-versicolor Iris-versicolor Yes 27 0.666667 0.458333 0.576271 ... Iris-versicolor Iris-versicolor Yes 28 0.361111 0.291667 0.542373 ... Iris-versicolor Iris-versicolor Yes 29 0.194444 0.625000 0.101695 ... Iris-setosa Iris-setosa Yes [30 rows x 7 columns] Experiments Completed.