C:\Users\Administrator\PycharmProjects\untitled1\venv\Scripts\python.exe C:/Users/Administrator/PycharmProjects/untitled1/bybdfyf.py
C:\Users\Administrator\PycharmProjects\untitled1\venv\lib\site-packages\sklearn\externals\joblib\externals\cloudpickle\cloudpickle.py:47: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
import imp
数据类型: <class 'sklearn.utils.Bunch'>
数据内容: dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names', 'filename'])
鸢尾花数据: (['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)'], array([[5.1, 3.5, 1.4, 0.2],
[4.9, 3. , 1.4, 0.2],
[4.7, 3.2, 1.3, 0.2],
[4.6, 3.1, 1.5, 0.2],
[5. , 3.6, 1.4, 0.2],
[5.4, 3.9, 1.7, 0.4],
[4.6, 3.4, 1.4, 0.3],
[5. , 3.4, 1.5, 0.2],
[4.4, 2.9, 1.4, 0.2],
[4.9, 3.1, 1.5, 0.1],
[5.4, 3.7, 1.5, 0.2],
[4.8, 3.4, 1.6, 0.2],
[4.8, 3. , 1.4, 0.1],
[4.3, 3. , 1.1, 0.1],
[5.8, 4. , 1.2, 0.2],
[5.7, 4.4, 1.5, 0.4],
[5.4, 3.9, 1.3, 0.4],
[5.1, 3.5, 1.4, 0.3],
[5.7, 3.8, 1.7, 0.3],
[5.1, 3.8, 1.5, 0.3],
[5.4, 3.4, 1.7, 0.2],
[5.1, 3.7, 1.5, 0.4],
[4.6, 3.6, 1. , 0.2],
[5.1, 3.3, 1.7, 0.5],
[4.8, 3.4, 1.9, 0.2],
[5. , 3. , 1.6, 0.2],
[5. , 3.4, 1.6, 0.4],
[5.2, 3.5, 1.5, 0.2],
[5.2, 3.4, 1.4, 0.2],
[4.7, 3.2, 1.6, 0.2],
[4.8, 3.1, 1.6, 0.2],
[5.4, 3.4, 1.5, 0.4],
[5.2, 4.1, 1.5, 0.1],
[5.5, 4.2, 1.4, 0.2],
[4.9, 3.1, 1.5, 0.2],
[5. , 3.2, 1.2, 0.2],
[5.5, 3.5, 1.3, 0.2],
[4.9, 3.6, 1.4, 0.1],
[4.4, 3. , 1.3, 0.2],
[5.1, 3.4, 1.5, 0.2],
[5. , 3.5, 1.3, 0.3],
[4.5, 2.3, 1.3, 0.3],
[4.4, 3.2, 1.3, 0.2],
[5. , 3.5, 1.6, 0.6],
[5.1, 3.8, 1.9, 0.4],
[4.8, 3. , 1.4, 0.3],
[5.1, 3.8, 1.6, 0.2],
[4.6, 3.2, 1.4, 0.2],
[5.3, 3.7, 1.5, 0.2],
[5. , 3.3, 1.4, 0.2],
[7. , 3.2, 4.7, 1.4],
[6.4, 3.2, 4.5, 1.5],
[6.9, 3.1, 4.9, 1.5],
[5.5, 2.3, 4. , 1.3],
[6.5, 2.8, 4.6, 1.5],
[5.7, 2.8, 4.5, 1.3],
[6.3, 3.3, 4.7, 1.6],
[4.9, 2.4, 3.3, 1. ],
[6.6, 2.9, 4.6, 1.3],
[5.2, 2.7, 3.9, 1.4],
[5. , 2. , 3.5, 1. ],
[5.9, 3. , 4.2, 1.5],
[6. , 2.2, 4. , 1. ],
[6.1, 2.9, 4.7, 1.4],
[5.6, 2.9, 3.6, 1.3],
[6.7, 3.1, 4.4, 1.4],
[5.6, 3. , 4.5, 1.5],
[5.8, 2.7, 4.1, 1. ],
[6.2, 2.2, 4.5, 1.5],
[5.6, 2.5, 3.9, 1.1],
[5.9, 3.2, 4.8, 1.8],
[6.1, 2.8, 4. , 1.3],
[6.3, 2.5, 4.9, 1.5],
[6.1, 2.8, 4.7, 1.2],
[6.4, 2.9, 4.3, 1.3],
[6.6, 3. , 4.4, 1.4],
[6.8, 2.8, 4.8, 1.4],
[6.7, 3. , 5. , 1.7],
[6. , 2.9, 4.5, 1.5],
[5.7, 2.6, 3.5, 1. ],
[5.5, 2.4, 3.8, 1.1],
[5.5, 2.4, 3.7, 1. ],
[5.8, 2.7, 3.9, 1.2],
[6. , 2.7, 5.1, 1.6],
[5.4, 3. , 4.5, 1.5],
[6. , 3.4, 4.5, 1.6],
[6.7, 3.1, 4.7, 1.5],
[6.3, 2.3, 4.4, 1.3],
[5.6, 3. , 4.1, 1.3],
[5.5, 2.5, 4. , 1.3],
[5.5, 2.6, 4.4, 1.2],
[6.1, 3. , 4.6, 1.4],
[5.8, 2.6, 4. , 1.2],
[5. , 2.3, 3.3, 1. ],
[5.6, 2.7, 4.2, 1.3],
[5.7, 3. , 4.2, 1.2],
[5.7, 2.9, 4.2, 1.3],
[6.2, 2.9, 4.3, 1.3],
[5.1, 2.5, 3. , 1.1],
[5.7, 2.8, 4.1, 1.3],
[6.3, 3.3, 6. , 2.5],
[5.8, 2.7, 5.1, 1.9],
[7.1, 3. , 5.9, 2.1],
[6.3, 2.9, 5.6, 1.8],
[6.5, 3. , 5.8, 2.2],
[7.6, 3. , 6.6, 2.1],
[4.9, 2.5, 4.5, 1.7],
[7.3, 2.9, 6.3, 1.8],
[6.7, 2.5, 5.8, 1.8],
[7.2, 3.6, 6.1, 2.5],
[6.5, 3.2, 5.1, 2. ],
[6.4, 2.7, 5.3, 1.9],
[6.8, 3. , 5.5, 2.1],
[5.7, 2.5, 5. , 2. ],
[5.8, 2.8, 5.1, 2.4],
[6.4, 3.2, 5.3, 2.3],
[6.5, 3. , 5.5, 1.8],
[7.7, 3.8, 6.7, 2.2],
[7.7, 2.6, 6.9, 2.3],
[6. , 2.2, 5. , 1.5],
[6.9, 3.2, 5.7, 2.3],
[5.6, 2.8, 4.9, 2. ],
[7.7, 2.8, 6.7, 2. ],
[6.3, 2.7, 4.9, 1.8],
[6.7, 3.3, 5.7, 2.1],
[7.2, 3.2, 6. , 1.8],
[6.2, 2.8, 4.8, 1.8],
[6.1, 3. , 4.9, 1.8],
[6.4, 2.8, 5.6, 2.1],
[7.2, 3. , 5.8, 1.6],
[7.4, 2.8, 6.1, 1.9],
[7.9, 3.8, 6.4, 2. ],
[6.4, 2.8, 5.6, 2.2],
[6.3, 2.8, 5.1, 1.5],
[6.1, 2.6, 5.6, 1.4],
[7.7, 3. , 6.1, 2.3],
[6.3, 3.4, 5.6, 2.4],
[6.4, 3.1, 5.5, 1.8],
[6. , 3. , 4.8, 1.8],
[6.9, 3.1, 5.4, 2.1],
[6.7, 3.1, 5.6, 2.4],
[6.9, 3.1, 5.1, 2.3],
[5.8, 2.7, 5.1, 1.9],
[6.8, 3.2, 5.9, 2.3],
[6.7, 3.3, 5.7, 2.5],
[6.7, 3. , 5.2, 2.3],
[6.3, 2.5, 5. , 1.9],
[6.5, 3. , 5.2, 2. ],
[6.2, 3.4, 5.4, 2.3],
[5.9, 3. , 5.1, 1.8]]))
鸢尾花形状类别: (array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]), array(['setosa', 'versicolor', 'virginica'], dtype='<U10'))
所有花萼长度: [5.1 4.9 4.7 4.6 5. 5.4 4.6 5. 4.4 4.9 5.4 4.8 4.8 4.3 5.8 5.7 5.4 5.1
5.7 5.1 5.4 5.1 4.6 5.1 4.8 5. 5. 5.2 5.2 4.7 4.8 5.4 5.2 5.5 4.9 5.
5.5 4.9 4.4 5.1 5. 4.5 4.4 5. 5.1 4.8 5.1 4.6 5.3 5. 7. 6.4 6.9 5.5
6.5 5.7 6.3 4.9 6.6 5.2 5. 5.9 6. 6.1 5.6 6.7 5.6 5.8 6.2 5.6 5.9 6.1
6.3 6.1 6.4 6.6 6.8 6.7 6. 5.7 5.5 5.5 5.8 6. 5.4 6. 6.7 6.3 5.6 5.5
5.5 6.1 5.8 5. 5.6 5.7 5.7 6.2 5.1 5.7 6.3 5.8 7.1 6.3 6.5 7.6 4.9 7.3
6.7 7.2 6.5 6.4 6.8 5.7 5.8 6.4 6.5 7.7 7.7 6. 6.9 5.6 7.7 6.3 6.7 7.2
6.2 6.1 6.4 7.2 7.4 7.9 6.4 6.3 6.1 7.7 6.3 6.4 6. 6.9 6.7 6.9 5.8 6.8
6.7 6.7 6.3 6.5 6.2 5.9]
所有花瓣长宽: (array([[1.4, 1.4, 1.3, 1.5, 1.4, 1.7, 1.4, 1.5, 1.4, 1.5, 1.5, 1.6, 1.4,
1.1, 1.2, 1.5, 1.3, 1.4, 1.7, 1.5, 1.7, 1.5, 1. , 1.7, 1.9, 1.6,
1.6, 1.5, 1.4, 1.6],
[1.6, 1.5, 1.5, 1.4, 1.5, 1.2, 1.3, 1.4, 1.3, 1.5, 1.3, 1.3, 1.3,
1.6, 1.9, 1.4, 1.6, 1.4, 1.5, 1.4, 4.7, 4.5, 4.9, 4. , 4.6, 4.5,
4.7, 3.3, 4.6, 3.9],
[3.5, 4.2, 4. , 4.7, 3.6, 4.4, 4.5, 4.1, 4.5, 3.9, 4.8, 4. , 4.9,
4.7, 4.3, 4.4, 4.8, 5. , 4.5, 3.5, 3.8, 3.7, 3.9, 5.1, 4.5, 4.5,
4.7, 4.4, 4.1, 4. ],
[4.4, 4.6, 4. , 3.3, 4.2, 4.2, 4.2, 4.3, 3. , 4.1, 6. , 5.1, 5.9,
5.6, 5.8, 6.6, 4.5, 6.3, 5.8, 6.1, 5.1, 5.3, 5.5, 5. , 5.1, 5.3,
5.5, 6.7, 6.9, 5. ],
[5.7, 4.9, 6.7, 4.9, 5.7, 6. , 4.8, 4.9, 5.6, 5.8, 6.1, 6.4, 5.6,
5.1, 5.6, 6.1, 5.6, 5.5, 4.8, 5.4, 5.6, 5.1, 5.1, 5.9, 5.7, 5.2,
5. , 5.2, 5.4, 5.1]]), array([[0.2, 0.2, 0.2, 0.2, 0.2, 0.4, 0.3, 0.2, 0.2, 0.1, 0.2, 0.2, 0.1,
0.1, 0.2, 0.4, 0.4, 0.3, 0.3, 0.3, 0.2, 0.4, 0.2, 0.5, 0.2, 0.2,
0.4, 0.2, 0.2, 0.2],
[0.2, 0.4, 0.1, 0.2, 0.2, 0.2, 0.2, 0.1, 0.2, 0.2, 0.3, 0.3, 0.2,
0.6, 0.4, 0.3, 0.2, 0.2, 0.2, 0.2, 1.4, 1.5, 1.5, 1.3, 1.5, 1.3,
1.6, 1. , 1.3, 1.4],
[1. , 1.5, 1. , 1.4, 1.3, 1.4, 1.5, 1. , 1.5, 1.1, 1.8, 1.3, 1.5,
1.2, 1.3, 1.4, 1.4, 1.7, 1.5, 1. , 1.1, 1. , 1.2, 1.6, 1.5, 1.6,
1.5, 1.3, 1.3, 1.3],
[1.2, 1.4, 1.2, 1. , 1.3, 1.2, 1.3, 1.3, 1.1, 1.3, 2.5, 1.9, 2.1,
1.8, 2.2, 2.1, 1.7, 1.8, 1.8, 2.5, 2. , 1.9, 2.1, 2. , 2.4, 2.3,
1.8, 2.2, 2.3, 1.5],
[2.3, 2. , 2. , 1.8, 2.1, 1.8, 1.8, 1.8, 2.1, 1.6, 1.9, 2. , 2.2,
1.5, 1.4, 2.3, 2.4, 1.8, 1.8, 2.1, 2.4, 2.3, 1.9, 2.3, 2.5, 2.3,
1.9, 2. , 2.3, 1.8]]))
特征: [5.1 3.5 1.4 0.2]
类别: 0
新数组分类结果: ([[5.1, 3.5, 1.4, 0.2, 'setosa'], [4.9, 3.0, 1.4, 0.2, 'setosa'], [4.7, 3.2, 1.3, 0.2, 'setosa'], [4.6, 3.1, 1.5, 0.2, 'setosa'], [5.0, 3.6, 1.4, 0.2, 'setosa'], [5.4, 3.9, 1.7, 0.4, 'setosa'], [4.6, 3.4, 1.4, 0.3, 'setosa'], [5.0, 3.4, 1.5, 0.2, 'setosa'], [4.4, 2.9, 1.4, 0.2, 'setosa'], [4.9, 3.1, 1.5, 0.1, 'setosa'], [5.4, 3.7, 1.5, 0.2, 'setosa'], [4.8, 3.4, 1.6, 0.2, 'setosa'], [4.8, 3.0, 1.4, 0.1, 'setosa'], [4.3, 3.0, 1.1, 0.1, 'setosa'], [5.8, 4.0, 1.2, 0.2, 'setosa'], [5.7, 4.4, 1.5, 0.4, 'setosa'], [5.4, 3.9, 1.3, 0.4, 'setosa'], [5.1, 3.5, 1.4, 0.3, 'setosa'], [5.7, 3.8, 1.7, 0.3, 'setosa'], [5.1, 3.8, 1.5, 0.3, 'setosa'], [5.4, 3.4, 1.7, 0.2, 'setosa'], [5.1, 3.7, 1.5, 0.4, 'setosa'], [4.6, 3.6, 1.0, 0.2, 'setosa'], [5.1, 3.3, 1.7, 0.5, 'setosa'], [4.8, 3.4, 1.9, 0.2, 'setosa'], [5.0, 3.0, 1.6, 0.2, 'setosa'], [5.0, 3.4, 1.6, 0.4, 'setosa'], [5.2, 3.5, 1.5, 0.2, 'setosa'], [5.2, 3.4, 1.4, 0.2, 'setosa'], [4.7, 3.2, 1.6, 0.2, 'setosa'], [4.8, 3.1, 1.6, 0.2, 'setosa'], [5.4, 3.4, 1.5, 0.4, 'setosa'], [5.2, 4.1, 1.5, 0.1, 'setosa'], [5.5, 4.2, 1.4, 0.2, 'setosa'], [4.9, 3.1, 1.5, 0.2, 'setosa'], [5.0, 3.2, 1.2, 0.2, 'setosa'], [5.5, 3.5, 1.3, 0.2, 'setosa'], [4.9, 3.6, 1.4, 0.1, 'setosa'], [4.4, 3.0, 1.3, 0.2, 'setosa'], [5.1, 3.4, 1.5, 0.2, 'setosa'], [5.0, 3.5, 1.3, 0.3, 'setosa'], [4.5, 2.3, 1.3, 0.3, 'setosa'], [4.4, 3.2, 1.3, 0.2, 'setosa'], [5.0, 3.5, 1.6, 0.6, 'setosa'], [5.1, 3.8, 1.9, 0.4, 'setosa'], [4.8, 3.0, 1.4, 0.3, 'setosa'], [5.1, 3.8, 1.6, 0.2, 'setosa'], [4.6, 3.2, 1.4, 0.2, 'setosa'], [5.3, 3.7, 1.5, 0.2, 'setosa'], [5.0, 3.3, 1.4, 0.2, 'setosa']], [[7.0, 3.2, 4.7, 1.4, 'versicolor'], [6.4, 3.2, 4.5, 1.5, 'versicolor'], [6.9, 3.1, 4.9, 1.5, 'versicolor'], [5.5, 2.3, 4.0, 1.3, 'versicolor'], [6.5, 2.8, 4.6, 1.5, 'versicolor'], [5.7, 2.8, 4.5, 1.3, 'versicolor'], [6.3, 3.3, 4.7, 1.6, 'versicolor'], [4.9, 2.4, 3.3, 1.0, 'versicolor'], [6.6, 2.9, 4.6, 1.3, 'versicolor'], [5.2, 2.7, 3.9, 1.4, 'versicolor'], [5.0, 2.0, 3.5, 1.0, 'versicolor'], [5.9, 3.0, 4.2, 1.5, 'versicolor'], [6.0, 2.2, 4.0, 1.0, 'versicolor'], [6.1, 2.9, 4.7, 1.4, 'versicolor'], [5.6, 2.9, 3.6, 1.3, 'versicolor'], [6.7, 3.1, 4.4, 1.4, 'versicolor'], [5.6, 3.0, 4.5, 1.5, 'versicolor'], [5.8, 2.7, 4.1, 1.0, 'versicolor'], [6.2, 2.2, 4.5, 1.5, 'versicolor'], [5.6, 2.5, 3.9, 1.1, 'versicolor'], [5.9, 3.2, 4.8, 1.8, 'versicolor'], [6.1, 2.8, 4.0, 1.3, 'versicolor'], [6.3, 2.5, 4.9, 1.5, 'versicolor'], [6.1, 2.8, 4.7, 1.2, 'versicolor'], [6.4, 2.9, 4.3, 1.3, 'versicolor'], [6.6, 3.0, 4.4, 1.4, 'versicolor'], [6.8, 2.8, 4.8, 1.4, 'versicolor'], [6.7, 3.0, 5.0, 1.7, 'versicolor'], [6.0, 2.9, 4.5, 1.5, 'versicolor'], [5.7, 2.6, 3.5, 1.0, 'versicolor'], [5.5, 2.4, 3.8, 1.1, 'versicolor'], [5.5, 2.4, 3.7, 1.0, 'versicolor'], [5.8, 2.7, 3.9, 1.2, 'versicolor'], [6.0, 2.7, 5.1, 1.6, 'versicolor'], [5.4, 3.0, 4.5, 1.5, 'versicolor'], [6.0, 3.4, 4.5, 1.6, 'versicolor'], [6.7, 3.1, 4.7, 1.5, 'versicolor'], [6.3, 2.3, 4.4, 1.3, 'versicolor'], [5.6, 3.0, 4.1, 1.3, 'versicolor'], [5.5, 2.5, 4.0, 1.3, 'versicolor'], [5.5, 2.6, 4.4, 1.2, 'versicolor'], [6.1, 3.0, 4.6, 1.4, 'versicolor'], [5.8, 2.6, 4.0, 1.2, 'versicolor'], [5.0, 2.3, 3.3, 1.0, 'versicolor'], [5.6, 2.7, 4.2, 1.3, 'versicolor'], [5.7, 3.0, 4.2, 1.2, 'versicolor'], [5.7, 2.9, 4.2, 1.3, 'versicolor'], [6.2, 2.9, 4.3, 1.3, 'versicolor'], [5.1, 2.5, 3.0, 1.1, 'versicolor'], [5.7, 2.8, 4.1, 1.3, 'versicolor']], [[6.3, 3.3, 6.0, 2.5, 'virginica'], [5.8, 2.7, 5.1, 1.9, 'virginica'], [7.1, 3.0, 5.9, 2.1, 'virginica'], [6.3, 2.9, 5.6, 1.8, 'virginica'], [6.5, 3.0, 5.8, 2.2, 'virginica'], [7.6, 3.0, 6.6, 2.1, 'virginica'], [4.9, 2.5, 4.5, 1.7, 'virginica'], [7.3, 2.9, 6.3, 1.8, 'virginica'], [6.7, 2.5, 5.8, 1.8, 'virginica'], [7.2, 3.6, 6.1, 2.5, 'virginica'], [6.5, 3.2, 5.1, 2.0, 'virginica'], [6.4, 2.7, 5.3, 1.9, 'virginica'], [6.8, 3.0, 5.5, 2.1, 'virginica'], [5.7, 2.5, 5.0, 2.0, 'virginica'], [5.8, 2.8, 5.1, 2.4, 'virginica'], [6.4, 3.2, 5.3, 2.3, 'virginica'], [6.5, 3.0, 5.5, 1.8, 'virginica'], [7.7, 3.8, 6.7, 2.2, 'virginica'], [7.7, 2.6, 6.9, 2.3, 'virginica'], [6.0, 2.2, 5.0, 1.5, 'virginica'], [6.9, 3.2, 5.7, 2.3, 'virginica'], [5.6, 2.8, 4.9, 2.0, 'virginica'], [7.7, 2.8, 6.7, 2.0, 'virginica'], [6.3, 2.7, 4.9, 1.8, 'virginica'], [6.7, 3.3, 5.7, 2.1, 'virginica'], [7.2, 3.2, 6.0, 1.8, 'virginica'], [6.2, 2.8, 4.8, 1.8, 'virginica'], [6.1, 3.0, 4.9, 1.8, 'virginica'], [6.4, 2.8, 5.6, 2.1, 'virginica'], [7.2, 3.0, 5.8, 1.6, 'virginica'], [7.4, 2.8, 6.1, 1.9, 'virginica'], [7.9, 3.8, 6.4, 2.0, 'virginica'], [6.4, 2.8, 5.6, 2.2, 'virginica'], [6.3, 2.8, 5.1, 1.5, 'virginica'], [6.1, 2.6, 5.6, 1.4, 'virginica'], [7.7, 3.0, 6.1, 2.3, 'virginica'], [6.3, 3.4, 5.6, 2.4, 'virginica'], [6.4, 3.1, 5.5, 1.8, 'virginica'], [6.0, 3.0, 4.8, 1.8, 'virginica'], [6.9, 3.1, 5.4, 2.1, 'virginica'], [6.7, 3.1, 5.6, 2.4, 'virginica'], [6.9, 3.1, 5.1, 2.3, 'virginica'], [5.8, 2.7, 5.1, 1.9, 'virginica'], [6.8, 3.2, 5.9, 2.3, 'virginica'], [6.7, 3.3, 5.7, 2.5, 'virginica'], [6.7, 3.0, 5.2, 2.3, 'virginica'], [6.3, 2.5, 5.0, 1.9, 'virginica'], [6.5, 3.0, 5.2, 2.0, 'virginica'], [6.2, 3.4, 5.4, 2.3, 'virginica'], [5.9, 3.0, 5.1, 1.8, 'virginica']])
进程已结束,退出代码0