问题
I'm trying to plot candlestick data using matplotlib. Starting from 1 minute data I group them using pd.Timegrouper in various time frame , from 5minute to daily, but plot only works on daily data. Below you can find a sample of the 1 minute data i'm using:
data_indexed_5M = data_indexed.groupby([pd.TimeGrouper(freq=pd.offsets.Minute('5'))]).agg({'<LOW>': lambda s: s.min(),
'<HIGH>': lambda s: s.max(),
'<OPEN>': lambda s: s[0],
'<CLOSE>': lambda s: s[-1]})
ata_indexed_Daily = data_indexed.groupby([pd.TimeGrouper(freq='D')]).agg({'<LOW>': lambda s: s.min(),
'<HIGH>': lambda s: s.max(),
'<OPEN>': lambda s: s[0],
'<CLOSE>': lambda s: s[-1]})
data_indexed_Daily['Date2'] = data_indexed_Daily['dateTime'].apply(lambda d: mdates.date2num(d.to_pydatetime()))
data_indexed_Daily = data_indexed_Daily.set_index('dateTime')
data_indexed_5M['Date2'] = data_indexed_5M['dateTime'].apply(lambda d: mdates.date2num(d.to_pydatetime()))
data_indexed_5M = data_indexed_5M.set_index('dateTime')
def plotWithMatplot(dataevento):
deltatime = timedelta(minutes=100*5) #...(days=100) for daily plot
pre_data = dataevento - deltatime
post_data= dataevento + deltatime
data_slice = data_indexed_5M.loc[pre_data:post_data] #data_indexed_Daily --> for daily plot
tuples = [tuple(x) for x in data_slice[['Date2','<OPEN>','<HIGH>','<LOW>','<CLOSE>']].values]
fig, ax = plt.subplots()
ax.xaxis_date()
ax.xaxis.set_major_formatter(mdates.DateFormatter("%Y-%m-%d %H:%M:"))
plt.xticks(rotation=45)
plt.xlabel("Date")
plt.ylabel("Price")
plt.title("EURUSD 5M")
candlestick_ohlc(ax, tuples, width=.6, colorup='g', alpha =.4);
plt.show()
but then when i plot same event on the Daily and 5 minute (ot any other intraday time frame) i obtain following results:
Daily (good result):
Intraday (bad result):
回答1:
It seems the undocumented width
argument to candlestick_ohlc
is the key. Multiply it by the fraction of a day between each of your data points. Since your data is in minute increments, this should do:
candlestick_ohlc(ax, tuples, width=.6/(24*60), colorup='g', alpha =.4);
Note this turns out to be an FAQ, though the links are not obvious. See:
- Charting Candlestick_OHLC one minute bars with Pandas and Matplotlib
- Matplotlib Candlestick (Intraday) Chart is One Big Blob
- Matplotlib candlestick in minutes
来源:https://stackoverflow.com/questions/36823880/python-matplotlib-candlestick-plot-works-only-on-daily-data-not-for-intraday