diff --git a/.vscode/settings.json b/.vscode/settings.json
index 6e379b8..8566722 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,4 +1,4 @@
 {
-  "python.pythonPath": "/Users/morteza/miniconda3/envs/py3/bin/python",
+  "python.pythonPath": "/usr/local/Caskroom/miniforge/base/envs/py3/bin/python",
   "python.condaPath": "~/miniconda3/bin/conda"
 }
\ No newline at end of file

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 6e379b8..8566722 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,4 +1,4 @@
 {
-  "python.pythonPath": "/Users/morteza/miniconda3/envs/py3/bin/python",
+  "python.pythonPath": "/usr/local/Caskroom/miniforge/base/envs/py3/bin/python",
   "python.condaPath": "~/miniconda3/bin/conda"
 }
\ No newline at end of file
diff --git a/sentence_transformer_pg.py b/sentence_transformer_pg.py
new file mode 100644
index 0000000..99d5fa5
--- /dev/null
+++ b/sentence_transformer_pg.py
@@ -0,0 +1,43 @@
+# %%
+!pip install -Uq sentence-transformers hdbscan
+
+# %%
+from hdbscan.hdbscan_ import hdbscan
+import numpy as np
+from sentence_transformers import SentenceTransformer
+import seaborn as sns
+import matplotlib.pyplot as plt
+from umap import UMAP
+
+import hdbscan
+
+
+model = SentenceTransformer('all-MiniLM-L6-v2', device='cpu')
+
+embeddings = model.encode([
+  'this is about a cat',
+  'but this one is not about animals',
+  'this is about a dog',
+  'but this one is about animals',
+  'this one is about humans',
+  'this one is about queen',
+  'this one is about king'
+])
+
+
+clusterer = hdbscan.HDBSCAN(2, prediction_data=True).fit(embeddings)
+
+clusterer.labels_, clusterer.probabilities_
+
+embeddings_2d = UMAP().fit_transform(embeddings)
+
+palette = sns.color_palette('deep', 8)
+
+colors = [sns.desaturate(palette[col], sat)
+          for col, sat in zip(clusterer.labels_,
+                              clusterer.probabilities_)]
+
+plt.scatter(embeddings_2d.T[0], embeddings_2d.T[1], c=colors)
+
+
+hdbscan.prediction.all_points_membership_vectors(clusterer)
\ No newline at end of file