探索sklearn | 鸢尾花数据集
1 鸢尾花数据集背景
鸢尾花数据集是原则20世纪30年代的经典数据集。它是用统计进行分类的鼻祖。
sklearn包不仅囊括很多机器学习的算法,也自带了许多经典的数据集,鸢尾花数据集就是其中之一。
导入的方法很简单,不过我比较好奇它是如何来存储这些数据的,于是我决定去背后看一看
- from sklearn.datasets import load_iris
- data = load_iris()
找到sklearn包的路径,发现包可不少,不过现在扔在一边,以后再来探索,我现在要找到是datasets文件夹。
文件夹里没有找到load_iris()这个函数在哪,只是在__init__文件里,发现了这么一行
- from .base import load_iris
2 数据的内容
不出我料数据没有存储在程序文件里,而是用csv格式保存着,单独放在了data文件夹里
- 150,4,setosa,versicolor,virginica
- 5.1,3.5,1.4,0.2,0 #花萼长度,花萼宽度,花瓣长度,花瓣宽度
- 4.9,3.0,1.4,0.2,0
- 4.7,3.2,1.3,0.2,0
- 4.6,3.1,1.5,0.2,0
- 5.0,3.6,1.4,0.2,0
第一行首先记录了样本数目150,特征数目4
现在是时候来详细介绍一下数据了:
数据包含三种鸢尾花的四个特征,分别是花萼长度(cm)、花萼宽度(cm)、花瓣长度(cm)、花瓣宽度(cm),这些形态特征在过去被用来识别物种。时至今日,我们已经可以通过基因签名来识别这些分类了。
三种鸢尾花分别是
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" 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山鸢尾花(Iris Setosa)、
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" 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变色鸢尾花(Iris Versicolor)和
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" alt="" width="301" height="301" />
维吉尼亚鸢尾花(Iris Virginica)
3 数据可视化
鸢尾花数据集只有150个样本,每个样本只有4个特征,容易将其可视化
上面加载的data变量是一个类似字典的类型,是数据信息的集合,它像字典一样通过键值对来组织信息
值既可以通过data['target']也可以通过data.target来获取,很明显这说明data并不是字典类型
- data.keys()
- >>['target_names', 'data', 'target', 'DESCR', 'feature_names']
- feature = data['data'] #为numpy.ndarray类型
- feature.shape #矩阵的行数和劣势
- >> (150L, 4L)
- target = data['target']
- target.shape
- >>(150L,)
四个特征是不可能同时在平面图里画出来的,只得运用我们的聪明才智,把它两两一组
- def plot_iris_projection(x_index, y_index):
- for t,marker,c in zip(xrange(3),'>ox', 'rgb'):
- plt.scatter(data[target==t,x_index],
- data[target==t,y_index],
- marker=marker,c=c)
- plt.xlabel(feature_names[x_index])
- plt.ylabel(feature_names[y_index])
- pairs = [(0,1),(0,2),(0,3),(1,2),(1,3),(2,3)]
- for i,(x_index,y_index) in enumerate(pairs):
- plt.subplot(2,3,i)
- plot_iris_projection(x_index, y_index)
- plt.show()
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alt="" width="957" height="504" />
不难发现的是,不论在那两个特征下,山鸢尾花都能很好的和其他两种鸢尾花区分,但是另外两种鸢尾花的特征比较焦灼,如果只有这四个特征,有时人都难以区分。
数据可视化最高只能是三维,matplotlib也能胜任此工作
- from mpl_toolkits.mplot3d import Axes3D
- def plot_iris_projection3d(x_index, y_index, z_index):
- fig = plt.figure()
- ax = fig.add_subplot(111,projection='3d')
- for t,marker,c in zip(xrange(3),'>ox', 'rgb'):
- ax.scatter(data[target==t,x_index],
- data[target==t,y_index],
- data[target==t,z_index],
- marker=marker,c=c)
- ax.set_xlabel(feature_names[x_index])
- ax.set_ylabel(feature_names[y_index])
- ax.set_zlabel(feature_names[z_index])
- plot_iris_projection3d(1, 2, 3)
- plt.show()
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" 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