Discretization of a certain variable
In order to make predictor insight graphs for continuous variables, you first need to discretize them. In Python, you can discretize pandas columns using the qcut method.
To check whether the variable was nicely discretized, you can verify that the bins have equal size using the groupby method:
print(basetable.groupby("discretized_variable").size()
Latihan ini adalah bagian dari kursus
Introduction to Predictive Analytics in Python
Petunjuk latihan
- Use the method
qcutto discretize the variabletime_since_last_donationin 10 groups. Assing this variable to a new column called "bins_recency". - Use the method
groupbyto verify that the bins have about equal size.
Latihan interaktif praktis
Cobalah latihan ini dengan menyelesaikan kode contoh berikut.
# Discretize the variable time_since_last_donation in 10 bins
basetable["bins_recency"] = pd.qcut(____,____)
# Print the group sizes of the discretized variable
print(basetable.groupby("____").size())