Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
460 views
in Technique[技术] by (71.8m points)

Group by and take count of first occurrence Pandas Dataframe

A pandas dataframe has 2 columns.

Number Character
111 a
111 a
111 b
111 b
111 c
222 b
222 a
222 c
222 b
222 a
222 c
333 c
333 a
333 a
333 b
333 c
333 c

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Reply

0 votes
by (71.8m points)

first filter only first values by GroupBy.transform and GroupBy.first comparing by original values in boolean indexing and then count values by GroupBy.size:

df = df[df.groupby('Number')['Character'].transform('first').eq(df['Character'])]

df = df.groupby(['Number','Character']).size().reset_index(name='count')
print (df)    
   Number Character  count
0     111         a      2
1     222         b      2
2     333         c      3

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
OGeek|极客中国-欢迎来到极客的世界,一个免费开放的程序员编程交流平台!开放,进步,分享!让技术改变生活,让极客改变未来! Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...