我想在Html中转换python图。我已经参考了示例,我已将其更改为将绘图转换为Html页面。我的代码是:
import matplotlib as plta
plta.use('Agg')
import matplotlib.pyplot as plt
import numpy as np
import mpld3
fig, ax = plt.subplots(subplot_kw=dict(axisbg='#EEEEEE'))
N = 100
scatter = ax.scatter(np.random.normal(size=N),
np.random.normal(size=N),
c=np.random.random(size=N),
s=1000 * np.random.random(size=N),
alpha=0.3,
cmap=plt.cm.jet)
ax.grid(color='white', linestyle='solid')
ax.set_title("Scatter Plot (with tooltips!)", size=20)
labels = ['point {0}'.format(i + 1) for i in range(N)]
tooltip = mpld3.plugins.PointLabelTooltip(scatter, labels=labels)
mpld3.plugins.connect(fig, tooltip)
html_graph = mpld3.fig_to_html(fig)
with open('plot.html', 'w') as the_file:
the_file.write(html_graph)
现在,当我运行上面的代码时,它会抛出错误,如下所示:
/usr/local/lib/python2.7/dist-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: The axisbg attribute was deprecated in version 2.0. Use facecolor instead.
warnings.warn(message, mplDeprecation, stacklevel=1)
Traceback (most recent call last):
File "d3tool.py", line 24, in <module>
html_graph = mpld3.fig_to_html(fig)
File "/usr/local/lib/python2.7/dist-packages/mpld3/_display.py", line 251, in fig_to_html
figure_json=json.dumps(figure_json, cls=NumpyEncoder),
File "/usr/lib/python2.7/json/__init__.py", line 250, in dumps
sort_keys=sort_keys, **kw).encode(obj)
File "/usr/lib/python2.7/json/encoder.py", line 207, in encode
chunks = self.iterencode(o, _one_shot=True)
File "/usr/lib/python2.7/json/encoder.py", line 270, in iterencode
return _iterencode(o, 0)
File "/usr/local/lib/python2.7/dist-packages/mpld3/_display.py", line 138, in default
return json.JSONEncoder.default(self, obj)
File "/usr/lib/python2.7/json/encoder.py", line 184, in default
raise TypeError(repr(o) + " is not JSON serializable")
TypeError: array([ 1.]) is not JSON serializable
调用fig_to_html()函数时第24行出错。请帮帮我。
答案 0 :(得分:6)
我通过更改文件“mpld3 / _display.py”解决了我的问题。
请更改以下部分:
class NumpyEncoder(json.JSONEncoder):
""" Special json encoder for numpy types """
-
def default(self, obj):
if isinstance(obj, (numpy.int_, numpy.intc, numpy.intp, numpy.int8,
numpy.int16, numpy.int32, numpy.int64, numpy.uint8,
numpy.uint16,numpy.uint32, numpy.uint64)):
return int(obj)
elif isinstance(obj, (numpy.float_, numpy.float16, numpy.float32,
numpy.float64)):
return float(obj)
+ elif isinstance(obj,(numpy.ndarray,)): #### This is the fix
+ return obj.tolist()
return json.JSONEncoder.default(self, obj)
请参阅https://github.com/javadba/mpld3/commit/57ed37dbc4749259b1b46cba8bf28de802972adb了解更多详情。