vennoverlap is a package which would help to generate lists of overlaps between columns of given dataframe. eg. If you plot a venn diagram between 2 or more list, it will not provide you the values. But this library will gives you the value
Project description
Data_overlap
The Data Overlap has been developed to identify common elements between columns of a given dataframe. The columns of the dataframe may contain either string or numerical values. Data Overlap can compute intersections of categorical or string lists (e.g., genes) as well as numerical values. To use the Data Overlap tool, one should input a dataframe where the columns represent the lists to be compared for their intersection. Any number of columns can be included in the input.
Installation
Data_overlap can be installed directly using pip:
pip install Data-overlap
Useage
from list_overlap import Overlaps
Where df is a dataframe with columns to compare.
For example:
data_n = {'A':[1,2,3],'B': [1,2,3,4],'C':[5,2],'D': [2,8,9],'E': [2,11,5,9]}
df = pd.DataFrame.from_dict(data_n, orient='index').T
df.head()
A B C D E
0 1.0 1.0 5.0 2.0 2.0
1 2.0 2.0 2.0 8.0 11.0
2 3.0 3.0 NaN 9.0 5.0
3 NaN 4.0 NaN NaN 9.0
To view the output
overlaps.get_the_overlaps(df)
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