diff --git a/examples/Crystal_Space/download_compounds_with_mp_api.py b/examples/Crystal_Space/download_compounds_with_mp_api.py
index 6e559cb9..54b5b0e5 100644
--- a/examples/Crystal_Space/download_compounds_with_mp_api.py
+++ b/examples/Crystal_Space/download_compounds_with_mp_api.py
@@ -1,13 +1,13 @@
+import itertools
 import json
-import time
 import string
-import itertools
-from pathlib import Path
+import time
 from collections import defaultdict
-from tqdm import tqdm
+from pathlib import Path
 
 from mp_api.client import MPRester
 from pymatgen.core.composition import Composition
+from tqdm import tqdm
 
 
 def download_mp_data(
@@ -53,9 +53,7 @@ def download_mp_data(
         range(1, max_stoich + 1), num_elements
     ):
         formula_dict = {symbols[i]: stoich for i, stoich in enumerate(stoichs)}
-        formula_anonymous_list.append(
-            Composition(formula_dict).reduced_formula
-        )
+        formula_anonymous_list.append(Composition(formula_dict).reduced_formula)
     formula_anonymous_list = sorted(set(formula_anonymous_list))
 
     e_hull_dict = defaultdict(lambda: float("inf"))
diff --git a/examples/Crystal_Space/generate_composition_with_smact.py b/examples/Crystal_Space/generate_composition_with_smact.py
index e1b73dd1..55449d2b 100644
--- a/examples/Crystal_Space/generate_composition_with_smact.py
+++ b/examples/Crystal_Space/generate_composition_with_smact.py
@@ -1,13 +1,12 @@
-import warnings
-from pathlib import Path
-
 import itertools
 import multiprocessing
+import warnings
 from functools import partial
+from pathlib import Path
 
-from tqdm import tqdm
 import pandas as pd
 from pymatgen.core.composition import Composition
+from tqdm import tqdm
 
 from smact import Element, ordered_elements
 from smact.screening import smact_filter
@@ -21,9 +20,7 @@ def convert_formula(combinations, num_elements, max_stoich):
     for counts in itertools.product(
         range(1, max_stoich + 1), repeat=num_elements
     ):
-        formula_dict = {
-            symbol: count for symbol, count in zip(symbols, counts)
-        }
+        formula_dict = {symbol: count for symbol, count in zip(symbols, counts)}
         formula = Composition(formula_dict).reduced_formula
         local_compounds.append(formula)
     return local_compounds
diff --git a/examples/Crystal_Space/plot_embedding.py b/examples/Crystal_Space/plot_embedding.py
index 90976726..8b76f5ef 100644
--- a/examples/Crystal_Space/plot_embedding.py
+++ b/examples/Crystal_Space/plot_embedding.py
@@ -1,10 +1,9 @@
-from typing import List
 from pathlib import Path
+from typing import List
 
 import pandas as pd
-
-from plotly.subplots import make_subplots
 import plotly.graph_objects as go
+from plotly.subplots import make_subplots
 
 
 def update_layout(