diff --git a/dwarves/mining_hq.py b/dwarves/mining_hq.py
index 2f0601a..5acd9a5 100644
--- a/dwarves/mining_hq.py
+++ b/dwarves/mining_hq.py
@@ -127,26 +127,3 @@ print(sample_rows.head())
 
 scout.dissimilarity(sample_rows)
 scout.similarity(sample_rows)
-# split the data set
-gammas_train, gammas_test = train_test_split(gammas, test_size=0.20, random_state=69)
-gammas_train.to_csv("datasets/videogames/games_train.csv", index=False)
-gammas_test.to_csv("datasets/videogames/games_test.csv", index=False)
-
-# kmeans pls
-gammas_train_kmeans = KMeans(n_clusters=10, random_state=420, n_init="auto").fit(
-    gammas_train[["Critic_Score", "User_Score", "Total_Shipped"]]
-)
-gammas_labels = gammas_train_kmeans.labels_
-
-silh_score = metrics.silhouette_score(
-    gammas_train[["Critic_Score", "User_Score", "Total_Shipped"]],
-    gammas_labels,
-    metric="euclidean",
-)
-print(silh_score)
-gammas_train["Kmean Labels"] = gammas_labels
-print(gammas_train.head())
-
-# Naive based
-gnb = GaussianNB()
-prediction = gnb.fit(gammas_train)