所以情况是这样的。假设我们有:
class Test(datetime):
def a(self):
return '{0:02d}{1:02d}{2:02d}{3:02d}'.format(self.year % 100, self.month, self.day, self.hour)
x = [Test(2010, 05, 02, 06), Test(2010, 05, 02, 12)]
y = [0, 1]
现在尝试使用:
import matplotlib.pyplot as plt
plt.plot(x, y)
给出一个空白图表并出现以下错误:
/usr/local/lib/python2.7/dist-packages/matplotlib/pyplot.py in plot(*args, **kwargs)
2456 ax.hold(hold)
2457 try:
-> 2458 ret = ax.plot(*args, **kwargs)
2459 draw_if_interactive()
2460 finally:
/usr/local/lib/python2.7/dist-packages/matplotlib/axes.pyc in plot(self, *args, **kwargs)
3847
3848 for line in self._get_lines(*args, **kwargs):
-> 3849 self.add_line(line)
3850 lines.append(line)
3851
/usr/local/lib/python2.7/dist-packages/matplotlib/axes.pyc in add_line(self, line)
1441 line.set_clip_path(self.patch)
1442
-> 1443 self._update_line_limits(line)
1444 if not line.get_label():
1445 line.set_label('_line%d'%len(self.lines))
/usr/local/lib/python2.7/dist-packages/matplotlib/axes.pyc in _update_line_limits(self, line)
1449
1450 def _update_line_limits(self, line):
-> 1451 p = line.get_path()
1452 if p.vertices.size > 0:
1453 self.dataLim.update_from_path(p, self.ignore_existing_data_limits,
/usr/local/lib/python2.7/dist-packages/matplotlib/lines.pyc in get_path(self)
642 """
643 if self._invalidy or self._invalidx:
--> 644 self.recache()
645 return self._path
646
/usr/local/lib/python2.7/dist-packages/matplotlib/lines.pyc in recache(self, always)
390 x = ma.asarray(xconv, np.float_)
391 else:
--> 392 x = np.asarray(xconv, np.float_)
393 x = x.ravel()
394 else:
/usr/local/lib/python2.7/dist-packages/numpy/core/numeric.pyc in asarray(a, dtype, order)
233
234 """
--> 235 return array(a, dtype, copy=False, order=order)
236
237 def asanyarray(a, dtype=None, order=None):
TypeError: float() argument must be a string or a number
你们有谁知道发生了什么事吗?是的,我知道我可以在date2num
上使用x
,但如果有可能,我想了解错误的原因。
答案 0 :(得分:2)
Matplotlib使用对象的__class__
属性来确定如何处理它。您的Test
课程与datetime
课程不同:
>>> from datetime import datetime
>>> class Test(datetime):
... def a(self):
... return '{0:02d}{1:02d}{2:02d}{3:02d}'.format(self.year % 100, self.month, self.day, self.hour)
...
>>>
>>> t = Test(2010, 05, 02, 06)
>>> d = datetime(2010, 05, 02, 06)
>>>
>>> getattr(t, '__class__')
<class '__main__.Test'>
>>> getattr(d, '__class__')
<type 'datetime.datetime'>
因此,matplotlib无法将您的Test
课程视为datetime
。
这是一个丑陋的黑客,通过注册Test
类来解决问题,使其处理方式与datetime
相同。有关更多信息,请查看matplotlib.units
文档。此代码不保证可以与matplotlib的未来版本一起使用:
>>> import matplotlib.pyplot as plt
>>> import matplotlib.units, matplotlib.dates
>>> import datetime
>>>
>>> class Test(datetime.datetime):
... def a(self):
... return '{0:02d}{1:02d}{2:02d}{3:02d}'.format(self.year % 100, self.month, self.day, self.hour)
...
>>> matplotlib.units.registry[Test] = matplotlib.dates.DateConverter()
>>>
>>> x = [Test(2010, 05, 02, 06), Test(2010, 05, 02, 12)]
>>> y = [0, 1]
>>> plt.plot(x, y)
[<matplotlib.lines.Line2D object at 0x02F6E730>]
(我在Windows上使用python 2.7.2和matplotlib 1.1.0测试了这个)