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Empty Index in Pivot Tabele Pandas

Time:08-11

i have I have a table that I load as a dataframe with the help of a pandas. Next, I would like to create a PivotTable table:

Name Lang skills
Michael http 1
Cristiano css 2
John js 3
Piter http 4
Michael css 3
Cristiano js 2
John http 1
Piter css 4
NaN js 1

I use the command

pivot = pd.pivot_table(df, values= 'skills', index = 'Name', columns= 'Lang', aggfunc ='sum')

And I have:

Name css http js
Cristiano 2 nan 2
John nan 1 3
Michael 3 1 nan
Piter 4 4 nan

The problem is, I would like the Empty index to be included as well Thank You!

CodePudding user response:

Replace nan with string like 'Other', then do the operation:

import pandas as pd
import io
import numpy as np

data_string = """Name   Lang    skills
Michael http    1
Cristiano   css 2
John    js  3
Piter   http    4
Michael css 3
Cristiano   js  2
John    http    1
Piter   css 4
NaN js  1
"""

df = pd.read_csv(io.StringIO(data_string), sep='\s ')
df['Name'].replace(np.nan, 'Other', inplace=True)

pivot = pd.pivot_table(df, values='skills', index='Name', columns='Lang', aggfunc='sum')

CodePudding user response:

You can try this solution:

pivot = pd.pivot_table(df, values= 'skills', dropna=False, index = 'Name', columns= 'Lang', aggfunc ='sum')
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