【发布时间】:2016-05-12 20:10:26
【问题描述】:
我正在尝试使用 seaborn 的 jointplot() 方法绘制一些基本图。
我的 pandas 数据框如下所示:
Out[250]:
YEAR Yields avgSumPcpn avgMaxSumTemp avgMinSumTemp
1970 5000 133.924981 30.437124 19.026974
1971 5560 107.691316 31.161974 19.278186
1972 5196 116.830066 31.454192 19.443712
1973 4233 181.550733 30.373581 19.097679
1975 5093 112.137538 30.428966 18.863224
我正在尝试将'Yields' 与'YEAR' 进行对比(因此,可以通过绘图查看'Yields' 如何随时间变化)。一个简单的情节。
但是当我这样做时:
sns.jointplot(x='YEAR',y='Yeilds', data = summer_pcpn_temp_yeild, kind = 'reg', size = 10)
我收到以下错误:
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-251-587582a746b8> in <module>()
3 #ax = plt.axes()
4 #sns_sum_reg_min_temp_pcpn = sns.regplot(x='avgSumPcpn',y='avgMaxSumTemp', data = df_sum_temp_pcpn)
----> 5 sns.jointplot(x='Yeilds',y='YEAR', data = summer_pcpn_temp_yeild, kind = 'reg', size = 10)
6 plt.title('Avg Summer Precipitation vs Yields of Wharton TX', fontsize = 10)
7
//anaconda/lib/python2.7/site-packages/seaborn/distributions.pyc in jointplot(x, y, data, kind, stat_func, color, size, ratio, space, dropna, xlim, ylim, joint_kws, marginal_kws, annot_kws, **kwargs)
793 grid = JointGrid(x, y, data, dropna=dropna,
794 size=size, ratio=ratio, space=space,
--> 795 xlim=xlim, ylim=ylim)
796
797 # Plot the data using the grid
//anaconda/lib/python2.7/site-packages/seaborn/axisgrid.pyc in __init__(self, x, y, data, size, ratio, space, dropna, xlim, ylim)
1637 if dropna:
1638 not_na = pd.notnull(x) & pd.notnull(y)
-> 1639 x = x[not_na]
1640 y = y[not_na]
1641
TypeError: string indices must be integers, not Series
所以我打印出每一列的类型。方法如下:
for i in summer_pcpn_temp_yeild.columns.values.tolist():
print type(summer_pcpn_temp_yeild[[i]])
print type(summer_pcpn_temp_yeild.index.values)
这给了我:
<class 'pandas.core.frame.DataFrame'>
<class 'pandas.core.frame.DataFrame'>
<class 'pandas.core.frame.DataFrame'>
<class 'pandas.core.frame.DataFrame'>
<class 'pandas.core.frame.DataFrame'>
<type 'numpy.ndarray'>
所以,我无法理解如何解决它。
任何帮助将不胜感激。
谢谢
【问题讨论】:
标签: python python-2.7 pandas seaborn