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# Assuming you have a column with few category and you want to see more/few
# of some cateogry in your sample, then you can try the following code

# remember the weights must adds up to 1
                |____________________________________
                                      ↓      ↓      ↓
w = df['label'].apply( lambda x: {-1:0.5, 0:0.4, 1:0.1}[x] )
df.sample(n=1, weights=w, axis=0)
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