From 65dd707864ae4abae3fb0afabf6e8e7111ce0944 Mon Sep 17 00:00:00 2001
From: Zacharias Sitter <zacharias.sitter@student.reutlingen-university.de>
Date: Mon, 19 Dec 2022 22:24:53 +0000
Subject: [PATCH] Replace Data_Analytics_Sitter.ipynb

---
 Data_Analytics_Sitter.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Data_Analytics_Sitter.ipynb b/Data_Analytics_Sitter.ipynb
index 88796a9..9e02dd9 100644
--- a/Data_Analytics_Sitter.ipynb
+++ b/Data_Analytics_Sitter.ipynb
@@ -4002,7 +4002,7 @@
     "# Datensatz nach Zeitraum sortieren\n",
     "# 10.12. - 17.12.\n",
     "start5 = '2022-12-10 21:00:00'\n",
-    "end5 = '2022-12-16 10:00:00'\n",
+    "end5 = '2022-12-17 10:00:00'\n",
     "df1_5 = finaldf.drop(['DS18B20.Temperature', 'AM2301.Temperature', 'AM2301.Humidity', 'AM2301.DewPoint', 'BH1750.Illuminance'], axis = 1)\n",
     "df1_5 = df1_5[(df1_5['Time'] >= start5) & (df1_5['Time'] <= end5)]"
    ]
@@ -4024,7 +4024,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1440x576 with 1 Axes>"
       ]
-- 
GitLab