mirror of
https://github.com/Estom/notes.git
synced 2026-04-13 18:00:27 +08:00
matplotlib & pandas
This commit is contained in:
105
Python/matplotlab/gallery/event_handling/data_browser.md
Normal file
105
Python/matplotlab/gallery/event_handling/data_browser.md
Normal file
@@ -0,0 +1,105 @@
|
||||
# 数据浏览器
|
||||
|
||||
在多个画布之间连接数据。
|
||||
|
||||
此示例介绍了如何与多个画布交互数据。这样,您可以选择并突出显示一个轴上的点,并在另一个轴上生成该点的数据。
|
||||
|
||||

|
||||
|
||||
```python
|
||||
import numpy as np
|
||||
|
||||
|
||||
class PointBrowser(object):
|
||||
"""
|
||||
Click on a point to select and highlight it -- the data that
|
||||
generated the point will be shown in the lower axes. Use the 'n'
|
||||
and 'p' keys to browse through the next and previous points
|
||||
"""
|
||||
|
||||
def __init__(self):
|
||||
self.lastind = 0
|
||||
|
||||
self.text = ax.text(0.05, 0.95, 'selected: none',
|
||||
transform=ax.transAxes, va='top')
|
||||
self.selected, = ax.plot([xs[0]], [ys[0]], 'o', ms=12, alpha=0.4,
|
||||
color='yellow', visible=False)
|
||||
|
||||
def onpress(self, event):
|
||||
if self.lastind is None:
|
||||
return
|
||||
if event.key not in ('n', 'p'):
|
||||
return
|
||||
if event.key == 'n':
|
||||
inc = 1
|
||||
else:
|
||||
inc = -1
|
||||
|
||||
self.lastind += inc
|
||||
self.lastind = np.clip(self.lastind, 0, len(xs) - 1)
|
||||
self.update()
|
||||
|
||||
def onpick(self, event):
|
||||
|
||||
if event.artist != line:
|
||||
return True
|
||||
|
||||
N = len(event.ind)
|
||||
if not N:
|
||||
return True
|
||||
|
||||
# the click locations
|
||||
x = event.mouseevent.xdata
|
||||
y = event.mouseevent.ydata
|
||||
|
||||
distances = np.hypot(x - xs[event.ind], y - ys[event.ind])
|
||||
indmin = distances.argmin()
|
||||
dataind = event.ind[indmin]
|
||||
|
||||
self.lastind = dataind
|
||||
self.update()
|
||||
|
||||
def update(self):
|
||||
if self.lastind is None:
|
||||
return
|
||||
|
||||
dataind = self.lastind
|
||||
|
||||
ax2.cla()
|
||||
ax2.plot(X[dataind])
|
||||
|
||||
ax2.text(0.05, 0.9, 'mu=%1.3f\nsigma=%1.3f' % (xs[dataind], ys[dataind]),
|
||||
transform=ax2.transAxes, va='top')
|
||||
ax2.set_ylim(-0.5, 1.5)
|
||||
self.selected.set_visible(True)
|
||||
self.selected.set_data(xs[dataind], ys[dataind])
|
||||
|
||||
self.text.set_text('selected: %d' % dataind)
|
||||
fig.canvas.draw()
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
import matplotlib.pyplot as plt
|
||||
# Fixing random state for reproducibility
|
||||
np.random.seed(19680801)
|
||||
|
||||
X = np.random.rand(100, 200)
|
||||
xs = np.mean(X, axis=1)
|
||||
ys = np.std(X, axis=1)
|
||||
|
||||
fig, (ax, ax2) = plt.subplots(2, 1)
|
||||
ax.set_title('click on point to plot time series')
|
||||
line, = ax.plot(xs, ys, 'o', picker=5) # 5 points tolerance
|
||||
|
||||
browser = PointBrowser()
|
||||
|
||||
fig.canvas.mpl_connect('pick_event', browser.onpick)
|
||||
fig.canvas.mpl_connect('key_press_event', browser.onpress)
|
||||
|
||||
plt.show()
|
||||
```
|
||||
|
||||
## 下载这个示例
|
||||
|
||||
- [下载python源码: data_browser.py](https://matplotlib.org/_downloads/data_browser.py)
|
||||
- [下载Jupyter notebook: data_browser.ipynb](https://matplotlib.org/_downloads/data_browser.ipynb)
|
||||
Reference in New Issue
Block a user