diff --git a/exploration/ml_pipeline_classification_with_clustering.py b/exploration/ml_pipeline_classification_with_clustering.py
index 04c35aa..c25c17b 100644
--- a/exploration/ml_pipeline_classification_with_clustering.py
+++ b/exploration/ml_pipeline_classification_with_clustering.py
@@ -21,13 +21,11 @@ import sys
 import numpy as np
 import matplotlib.pyplot as plt
 import pandas as pd
-import seaborn as sns
 from scipy import stats
 
 from sklearn.model_selection import LeaveOneGroupOut, cross_validate, StratifiedKFold
 from sklearn.impute import SimpleImputer
 
-
 from sklearn.cluster import KMeans
 
 from IPython.core.interactiveshell import InteractiveShell