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matplotlib & pandas
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# 日期刻度标签
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演示如何使用日期刻度定位器和格式化程序在matplotlib中创建日期图。有关控制主要和次要刻度的更多信息,请参阅major_minor_demo1.py
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所有matplotlib日期绘图都是通过将日期实例转换为自 0001-01-01 00:00:00 UTC 加上一天后的天数(由于历史原因)来完成的。 转换,刻度定位和格式化是在幕后完成的,因此这对您来说是最透明的。 日期模块提供了几个转换器函数 [matplotlib.dates.date2num](https://matplotlib.org/api/dates_api.html#matplotlib.dates.date2num) 和[matplotlib.dates.num2date](https://matplotlib.org/api/dates_api.html#matplotlib.dates.num2date)。这些可以在[datetime.datetime](https://docs.python.org/3/library/datetime.html#datetime.datetime) 对象和 ``numpy.datetime64`` 对象之间进行转换。
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```python
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import numpy as np
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import matplotlib.pyplot as plt
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import matplotlib.dates as mdates
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import matplotlib.cbook as cbook
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years = mdates.YearLocator() # every year
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months = mdates.MonthLocator() # every month
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yearsFmt = mdates.DateFormatter('%Y')
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# Load a numpy record array from yahoo csv data with fields date, open, close,
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# volume, adj_close from the mpl-data/example directory. The record array
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# stores the date as an np.datetime64 with a day unit ('D') in the date column.
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with cbook.get_sample_data('goog.npz') as datafile:
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r = np.load(datafile)['price_data'].view(np.recarray)
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fig, ax = plt.subplots()
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ax.plot(r.date, r.adj_close)
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# format the ticks
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ax.xaxis.set_major_locator(years)
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ax.xaxis.set_major_formatter(yearsFmt)
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ax.xaxis.set_minor_locator(months)
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# round to nearest years...
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datemin = np.datetime64(r.date[0], 'Y')
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datemax = np.datetime64(r.date[-1], 'Y') + np.timedelta64(1, 'Y')
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ax.set_xlim(datemin, datemax)
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# format the coords message box
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def price(x):
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return '$%1.2f' % x
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ax.format_xdata = mdates.DateFormatter('%Y-%m-%d')
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ax.format_ydata = price
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ax.grid(True)
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# rotates and right aligns the x labels, and moves the bottom of the
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# axes up to make room for them
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fig.autofmt_xdate()
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plt.show()
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```
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## 下载这个示例
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- [下载python源码: date.py](https://matplotlib.org/_downloads/date.py)
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- [下载Jupyter notebook: date.ipynb](https://matplotlib.org/_downloads/date.ipynb)
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