按索引行Pandas/Numbery复制/复制行



我试图通过数据帧的索引复制/复制数据帧中的几行,但我没有做出任何接近的结果。

给定此数据帧:

DataFrame示例

我的代码:

def duplicateDealers(self, data):
pd.options.display.width = 0
counter = 0
for index, row in data.iterrows():
brandColumn = 'Brand' + str(counter)
# print(index, row[brandColumn])
if str(row[brandColumn]) == 'Cadillac':
newData = pd.DataFrame(np.repeat(data.loc[int(index)], 1))
newData['Repeated'] = 'Yes'
print(newData.columns)
print(type(pd.DataFrame(np.repeat(data.loc[int(index)], 1))))
print(newData)

如果我使用以下代码:

newData = pd.DataFrame(np.repeat(data.loc[int(index)], 1, axis=0))

我得到这个错误:

ValueError:repeat((的panda实现中不支持"axis"参数

我想用这段代码实现什么?

我在行和列上迭代以识别单词";凯迪拉克;在列";Brand0";,如果条件为True,则我希望通过索引复制整行并保持该行的原始格式,然后我将根据需要操作新行数据。

输出如下(列名"4108"是一个随机索引,DataFrame有大量记录,超过5k(:

实际输出

我想要的输出是:

期望输出

我做错了什么?

致以问候和感谢。

编辑:

以下是一些示例数据:


Source_ID | SecondaryName                      | PrimaryName                        | Address                | City        | State | Full_Postal_Code | Postal_Code | Country | Telephone  | Brand0
123456    | JACK SCHMITT CADILLAC, INC.        | JACK SCHMITT CADILLAC, INC.        | 915 W HWY 50           | O FALLON    | IL    | 62269            | 62269       | USA     | 6186321001 | Cadillac
987654    | JAMES E. BLACK CADILLAC            | JAMES E. BLACK CADILLAC            | 3929 ADMIRAL PEARY HWY | EBENSBURG   | PA    | 15931            | 15931       | USA     | 8144729553 | Cadillac
753951    | COLE-VALLEY MOTOR COMPANY          | COLE-VALLEY MOTOR COMPANY          | 4111 ELM ROAD NE       | WARREN      | OH    | 44483            | 44483       | USA     | 3303721668 | Cadillac
159357    | MCDONALD GMC-CADILLAC, INC.        | MCDONALD GMC-CADILLAC, INC.        | 5155 STATE ST          | SAGINAW     | MI    | 48603            | 48603       | USA     | 9897905154 | Cadillac
456987    | DAVID BRUCE AUTO CENTER, INC.      | DAVID BRUCE AUTO CENTER, INC.      | 555 LATHAM DR          | BOURBONNAIS | IL    | 60914            | 60914       | USA     | 8159337709 | Cadillac
321456    | JACK WOLF CADILLAC-GMC TRUCK, INC. | JACK WOLF CADILLAC-GMC TRUCK, INC. | 1855 N STATE ST        | BELVIDERE   | IL    | 61008            | 61008       | USA     | 8155443403 | Cadillac

编辑2:

以下是我试图实现的目标的更多细节:

每一行可能有几个BrandX列,根据其内容,我会复制该行,并将品牌名称和其他内容添加到Source_ID中,这样我就可以根据经销商品牌拥有适当数量的记录。

DataFrame:

Source_ID | SecondaryName                      | PrimaryName                        | Address                | City        | State | Full_Postal_Code | Postal_Code | Country | Telephone  | Brand0   | Brand1    | Brand2
123456    | JACK SCHMITT CADILLAC, INC.        | JACK SCHMITT CADILLAC, INC.        | 915 W HWY 50           | O FALLON    | IL    | 62269            | 62269       | USA     | 6186321001 | Cadillac | GMC       | Buick
987654    | JAMES E. BLACK CADILLAC            | JAMES E. BLACK CADILLAC            | 3929 ADMIRAL PEARY HWY | EBENSBURG   | PA    | 15931            | 15931       | USA     | 8144729553 | Cadillac | NaN       | GMC
753951    | COLE-VALLEY MOTOR COMPANY          | COLE-VALLEY MOTOR COMPANY          | 4111 ELM ROAD NE       | WARREN      | OH    | 44483            | 44483       | USA     | 3303721668 | Cadillac | Buick     | NaN
159357    | MCDONALD GMC-CADILLAC, INC.        | MCDONALD GMC-CADILLAC, INC.        | 5155 STATE ST          | SAGINAW     | MI    | 48603            | 48603       | USA     | 9897905154 | Cadillac | Buick     | NaN
456987    | DAVID BRUCE AUTO CENTER, INC.      | DAVID BRUCE AUTO CENTER, INC.      | 555 LATHAM DR          | BOURBONNAIS | IL    | 60914            | 60914       | USA     | 8159337709 | Cadillac | Chevrolet | GMC
321456    | JACK WOLF CADILLAC-GMC TRUCK, INC. | JACK WOLF CADILLAC-GMC TRUCK, INC. | 1855 N STATE ST        | BELVIDERE   | IL    | 61008            | 61008       | USA     | 8155443403 | Cadillac | NaN       | NaN

预期输出:

Source_ID        | SecondaryName                      | PrimaryName                        | Address                | City        | State | Full_Postal_Code | Postal_Code | Country | Telephone  | Brand0   | Brand1    | Brand2
123456_Cadillac  | JACK SCHMITT CADILLAC, INC.        | JACK SCHMITT CADILLAC, INC.        | 915 W HWY 50           | O FALLON    | IL    | 62269            | 62269       | USA     | 6186321001 | Cadillac | GMC       | Buick
123456_GMC       | JACK SCHMITT CADILLAC, INC.        | JACK SCHMITT CADILLAC, INC.        | 915 W HWY 50           | O FALLON    | IL    | 62269            | 62269       | USA     | 6186321001 | Cadillac | GMC       | Buick
123456_Buick     | JACK SCHMITT CADILLAC, INC.        | JACK SCHMITT CADILLAC, INC.        | 915 W HWY 50           | O FALLON    | IL    | 62269            | 62269       | USA     | 6186321001 | Cadillac | GMC       | Buick
987654_Cadillac  | JAMES E. BLACK CADILLAC            | JAMES E. BLACK CADILLAC            | 3929 ADMIRAL PEARY HWY | EBENSBURG   | PA    | 15931            | 15931       | USA     | 8144729553 | Cadillac | NaN       | GMC
987654_GMC       | JAMES E. BLACK CADILLAC            | JAMES E. BLACK CADILLAC            | 3929 ADMIRAL PEARY HWY | EBENSBURG   | PA    | 15931            | 15931       | USA     | 8144729553 | Cadillac | NaN       | GMC
753951_Cadillac  | COLE-VALLEY MOTOR COMPANY          | COLE-VALLEY MOTOR COMPANY          | 4111 ELM ROAD NE       | WARREN      | OH    | 44483            | 44483       | USA     | 3303721668 | Cadillac | Buick     | NaN
753951_GMC       | COLE-VALLEY MOTOR COMPANY          | COLE-VALLEY MOTOR COMPANY          | 4111 ELM ROAD NE       | WARREN      | OH    | 44483            | 44483       | USA     | 3303721668 | Cadillac | Buick     | NaN
159357_Cadillac  | MCDONALD GMC-CADILLAC, INC.        | MCDONALD GMC-CADILLAC, INC.        | 5155 STATE ST          | SAGINAW     | MI    | 48603            | 48603       | USA     | 9897905154 | Cadillac | Buick     | NaN
159357_Buick     | MCDONALD GMC-CADILLAC, INC.        | MCDONALD GMC-CADILLAC, INC.        | 5155 STATE ST          | SAGINAW     | MI    | 48603            | 48603       | USA     | 9897905154 | Cadillac | Buick     | NaN
456987_Cadillac  | DAVID BRUCE AUTO CENTER, INC.      | DAVID BRUCE AUTO CENTER, INC.      | 555 LATHAM DR          | BOURBONNAIS | IL    | 60914            | 60914       | USA     | 8159337709 | Cadillac | Chevrolet | GMC
456987_Chevrolet | DAVID BRUCE AUTO CENTER, INC.      | DAVID BRUCE AUTO CENTER, INC.      | 555 LATHAM DR          | BOURBONNAIS | IL    | 60914            | 60914       | USA     | 8159337709 | Cadillac | Chevrolet | GMC
456987_GMC       | DAVID BRUCE AUTO CENTER, INC.      | DAVID BRUCE AUTO CENTER, INC.      | 555 LATHAM DR          | BOURBONNAIS | IL    | 60914            | 60914       | USA     | 8159337709 | Cadillac | Chevrolet | GMC
321456_Cadillac  | JACK WOLF CADILLAC-GMC TRUCK, INC. | JACK WOLF CADILLAC-GMC TRUCK, INC. | 1855 N STATE ST        | BELVIDERE   | IL    | 61008            | 61008       | USA     | 8155443403 | Cadillac | NaN       | NaN

下面的方法可以做到这一点。

模块

import numpy as np
import pandas as pd

示例数据

df = pd.DataFrame({'Source':[111347,115742,100007], 'Brand0':['Cadillac', 'Cadillac', 'Alternative']})

使用np.repeat的解决方案。

df.loc[np.repeat(df.index.values, list(df['Brand0'].isin(['Cadillac'])+1))]

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