From be7bf51964317fdd59d14160e0933504163a01de Mon Sep 17 00:00:00 2001
From: Tom Naccarato <108072398+tnaccarato@users.noreply.github.com>
Date: Tue, 13 Aug 2024 08:12:32 +0100
Subject: [PATCH] Optimise som imports

---
 vis_phewas/som/views.py | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/vis_phewas/som/views.py b/vis_phewas/som/views.py
index 1e19925..3f2765a 100644
--- a/vis_phewas/som/views.py
+++ b/vis_phewas/som/views.py
@@ -3,7 +3,6 @@
 
 from django.conf import settings
 from django.shortcuts import render, get_object_or_404
-from django.http import JsonResponse
 import pandas as pd
 from collections import defaultdict
 from api.models import TemporaryCSVData
@@ -12,13 +11,12 @@
 from minisom import MiniSom
 import numpy as np
 from sklearn.cluster import KMeans
-from sklearn.metrics import silhouette_score
-import matplotlib.pyplot as plt
 import plotly.express as px
 import plotly.graph_objects as go
 import plotly.io as pio
 from io import StringIO
 
+
 def cluster_results_to_csv(cluster_results):
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     file_name = f"cluster_results_{timestamp}.csv"
@@ -362,6 +360,5 @@ def create_allele_features(row, alleles, allele_weight=5):
             'csv_path': f"{settings.MEDIA_URL}{file_name}",
         }
 
-
         # Return the rendered HTML
-        return render(request, 'som/som_view.html', context)
\ No newline at end of file
+        return render(request, 'som/som_view.html', context)