From ad6839576e81674cb48e44a41dc7c39146023385 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 28 Jun 2023 16:05:05 +0000
Subject: [PATCH] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 INFERENCE CALCULATOR.py | 30 +++++++++++++++++++-----------
 1 file changed, 19 insertions(+), 11 deletions(-)

diff --git a/INFERENCE CALCULATOR.py b/INFERENCE CALCULATOR.py
index 82b8733b..3c2cf121 100644
--- a/INFERENCE CALCULATOR.py	
+++ b/INFERENCE CALCULATOR.py	
@@ -1,17 +1,24 @@
-from flask import Flask, request, jsonify
-import numpy as np
-from flask import Flask, request, render_template
 import numpy as np
 
+from flask import Flask
+from flask import jsonify
+from flask import render_template
+from flask import request
+
 app = Flask(__name__)
 
-@app.route('/', methods=['GET', 'POST'])
+
+@app.route("/", methods=["GET", "POST"])
 def home():
     result = None
-    if request.method == 'POST':
+    if request.method == "POST":
         # Get the comma-separated string, split by commas, and convert to integer
-        s_data = np.array([int(i) for i in request.form.get('s_data', '').split(',') if i])
-        ns_data = np.array([int(i) for i in request.form.get('ns_data', '').split(',') if i])
+        s_data = np.array(
+            [int(i) for i in request.form.get("s_data", "").split(",") if i]
+        )
+        ns_data = np.array(
+            [int(i) for i in request.form.get("ns_data", "").split(",") if i]
+        )
 
         total = sum(s_data) + sum(ns_data)
 
@@ -26,7 +33,7 @@ def home():
         posterior_s = s_data / sum(s_data)
         posterior_ns = ns_data / sum(ns_data)
 
-        #likelihood
+        # likelihood
         likelihood_s = marginal_prob_s
         likelihood_ns = marginal_prob_ns
 
@@ -38,10 +45,11 @@ def home():
             "LIKELIHOOD_S": likelihood_s.tolist(),
             "LIKELIHOOD_NS": likelihood_ns.tolist(),
             "POSTERIOR_S": posterior_s.tolist(),
-            "POSTERIOR_NS": posterior_ns.tolist()
+            "POSTERIOR_NS": posterior_ns.tolist(),
         }
 
-    return render_template('index.html', result=result)
+    return render_template("index.html", result=result)
 
-if __name__ == '__main__':
+
+if __name__ == "__main__":
     app.run(debug=True)