diff --git a/.idea/Dissertation_Project.iml b/.idea/Dissertation_Project.iml
new file mode 100644
index 0000000..d0876a7
--- /dev/null
+++ b/.idea/Dissertation_Project.iml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..db8786c
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.12" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..8301634
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Dissertation_Project.iml" filepath="$PROJECT_DIR$/.idea/Dissertation_Project.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
index d843f34..35eb1dd 100644
--- a/.idea/vcs.xml
+++ b/.idea/vcs.xml
@@ -1,4 +1,6 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
-  <component name="VcsDirectoryMappings" defaultProject="true" />
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
 </project>
\ No newline at end of file
diff --git a/Sentiment Analysis and Classification.py b/Sentiment Analysis and Classification.py
index 473df42..e646f7f 100644
--- a/Sentiment Analysis and Classification.py	
+++ b/Sentiment Analysis and Classification.py	
@@ -32,11 +32,11 @@
 # Import data
 all_text = pd.read_csv('...')
 
-############
+##############
 ########################
 # Sentiment Analysis  
 ########################
-############
+##############
 
 # first untokenize text so it can be used easily for sentiment analysis
 all_text['untokenized'] = all_text['tokens'].apply(lambda tokens: ''.join(tokens).replace("', '", ' ').replace("['", '').replace("']", ''))
@@ -45,7 +45,7 @@
 # Set sentminet analizer 
 analyzer = SentimentIntensityAnalyzer()
 
-# get scores for each piece of text and append to list 
+## get scores for each piece of text and append to list
 compounds = []
 neg = []
 pos = []
diff --git a/~$ssertation_Final.docx b/~$ssertation_Final.docx
deleted file mode 100644
index a44602d..0000000
Binary files a/~$ssertation_Final.docx and /dev/null differ