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Questions mostly concerned with managing data, without focus on pre-processing or modelling.

8 votes
2 answers
70k views

How to delete entire row if values in a column are NaN [closed]

I'd like to drop all the rows containing a NaN values pertaining to a column. Lets assume I have a dataset like this: Age Height Weight Gender 12 5'7 NaN M NaN 5'8 160 M 32 …
uharsha33's user avatar
  • 351
2 votes
3 answers
21k views

Is there a way to replace existing values with NaN

I'm experimenting with the algorithms in iPython Notebooks and would like to know if I can replace the existing values in a dataset with Nan (about 50% or more) at random positions with each column ha …
uharsha33's user avatar
  • 351
2 votes
2 answers
642 views

Is there are way to impute missing values by clustering, regression and stochastic regression

My code for KNN imputation: import pandas as pd import numpy as np import random from fancyimpute import KNN data = pd.read_csv("D:/Iris_classification/train.csv") mat = data.iloc[:,:4].as_matrix …
uharsha33's user avatar
  • 351