比较 Pandas DataFrame 的特定时间戳 – Python

  • Z时代
  • 2024-01-10
  • 分类：综合

要比较特定的时间戳，请使用方括号中的索引号。首先，导入所需的库 -

import pandas as pd

创建一个包含 3 列的 DataFrame。我们有两个带时间戳的日期列 -

dataFrame = pd.DataFrame(
   {
      "Car": ["Audi", "Lexus", "Tesla", "Mercedes", "BMW"],
      "Date_of_Purchase": [
         pd.Timestamp("2021-06-10"),
         pd.Timestamp("2021-07-11"),
         pd.Timestamp("2021-06-25"),
         pd.Timestamp("2021-06-29"),
         pd.Timestamp("2021-03-20"),
      ],
      "Date_of_Service": [
          pd.Timestamp("2021-11-05"),
          pd.Timestamp("2021-12-03"),
          pd.Timestamp("2021-10-30"),
          pd.Timestamp("2021-11-29"),
          pd.Timestamp("2021-08-20"),
       ]
})

找到特定的时间戳，比如 1 到 3 行 -

timestamp1_diff = abs(dataFrame['Date_of_Purchase'][0]-dataFrame['Date_of_Service'][0])
timestamp2_diff = abs(dataFrame['Date_of_Purchase'][1]-dataFrame['Date_of_Service'][1])
timestamp3_diff = abs(dataFrame['Date_of_Purchase'][2]-dataFrame['Date_of_Service'][2])

示例

以下是代码 -

import pandas as pd
# 创建一个包含 3 列的数据框
dataFrame = pd.DataFrame(
   {
      "Car": ["Audi", "Lexus", "Tesla", "Mercedes", "BMW"],
      "Date_of_Purchase": [
         pd.Timestamp("2021-06-10"),
         pd.Timestamp("2021-07-11"),
         pd.Timestamp("2021-06-25"),
         pd.Timestamp("2021-06-29"),
         pd.Timestamp("2021-03-20"),
      ],
      "Date_of_Service": [
         pd.Timestamp("2021-11-05"),
         pd.Timestamp("2021-12-03"),
         pd.Timestamp("2021-10-30"),
         pd.Timestamp("2021-11-29"),
         pd.Timestamp("2021-08-20"),
      ]
})
print"DataFrame...\n", dataFrame
# 比较特定的时间戳
timestamp1_diff = abs(dataFrame['Date_of_Purchase'][0]-dataFrame['Date_of_Service'][0])
timestamp2_diff = abs(dataFrame['Date_of_Purchase'][1]-dataFrame['Date_of_Service'][1])
timestamp3_diff = abs(dataFrame['Date_of_Purchase'][2]-dataFrame['Date_of_Service'][2])
print"\nDifference between Car 1 Date of Purchase and Service \n",timestamp1_diff
print"\nDifference between Car 2 Date of Purchase and Service \n",timestamp2_diff
print"\nDifference between Car 3 Date of Purchase and Service \n",timestamp3_diff
输出结果

这将产生以下输出 -

DataFrame...
        Car   Date_of_Purchase   Date_of_Service
0      Audi        2021-06-10        2021-11-05
1     Lexus        2021-07-11        2021-12-03
2     Tesla        2021-06-25        2021-10-30
3  Mercedes        2021-06-29        2021-11-29
4       BMW        2021-03-20        2021-08-20
Difference between Car 1 Date of Purchase and Service
148 days 00:00:00
Difference between Car 2 Date of Purchase and Service
145 days 00:00:00
Difference between Car 3 Date of Purchase and Service
127 days 00:00:00

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