Python Pandas - 返回特定时间段内 DateTimeIndex 中的值的索引位置
要返回特定时间段内 DateTimeIndex 中的值的索引位置,请使用 DateTimeIndex.indexer_between_time() 方法。
首先,导入所需库 −
import pandas as pd
使用 5 的周期和 T(即分钟)创建 DateTimeIndex。时区为澳洲/阿德莱德 −
datetimeindex = pd.date_range('2021-10-30 02:30:50', periods=5, tz='Australia/Adelaide', freq='20T')
显示 DateTimeIndex −
print("DateTimeIndex...\n", datetimeindex)
显示特定时间段内值的索引位置。“开始时间”设为“02:30:50”,“结束时间”为“03:20:50 −
print("\nIndex locations of values between particular time of day...\n", datetimeindex.indexer_between_time('02:30:50','03:20:50'))
示例
以下是代码 −
import pandas as pd # DatetimeIndex with period 5 and frequency as T i.e. minutes # The timezone is Australia/Adelaide datetimeindex = pd.date_range('2021-10-30 02:30:50', periods=5, tz='Australia/Adelaide', freq='20T') # display DateTimeIndex print("DateTimeIndex...\n", datetimeindex) # display DateTimeIndex frequency print("\nDateTimeIndex frequency...\n", datetimeindex.freq) # display index locations of values at particular time of day i.e. 03:10:50 here print("\nIndex locations of values at particular time of day...\n", datetimeindex.indexer_at_time('2021-10-30 03:10:50')) # display index locations of values between particular time of day # The "start_time" is set '02:30:50' and "end_time" '03:20:50' print("\nIndex locations of values between particular time of day...\n", datetimeindex.indexer_between_time('02:30:50','03:20:50'))
输出
这将生成以下代码 −
DateTimeIndex... DatetimeIndex(['2021-10-30 02:30:50+10:30', '2021-10-30 02:50:50+10:30', '2021-10-30 03:10:50+10:30', '2021-10-30 03:30:50+10:30', '2021-10-30 03:50:50+10:30'], dtype='datetime64[ns, Australia/Adelaide]', freq='20T') DateTimeIndex frequency... <20 * Minutes> Index locations of values at particular time of day... [2] Index locations of values between particular time of day... [0 1 2]
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