diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..a12bd41
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2022 COMP90024-2022 Group 52
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
index 8e69bae..be12dc2 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,51 @@
 # COMP90024-Cluster-and-Cloud-Computing-Assignment-2
- Cluster & Cloud Computing, Twitter analyzer
+ 
+## Introduction
+The focus of this project is toharvest tweets from Melbourne on the MRC and undertake a variety of social media data analytics
+scenarios that explore liveability of Melbourne and importantly how the Twitter data can be used
+alongside/compared with/augment the data available within the AURIN platform to improve our
+knowledge of the liveability of Melbourne
+
+This project is a Cloud-based solution that exploits a multitude of virtual machines (VMs)
+across the MRC for harvesting tweets through the Twitter APIs (using both the Streaming and the
+Search API interfaces).
+
+We have produce a solution that can be run (in principle) across any node of the MRC to 
+harvest and store tweets and scale up/down as required. The solution includes multiple
+Twitter harvesting applications for Melbourne, These harvesting application running on 
+the MRC together with an associated CouchDB database containing the amalgamated collection 
+of Tweets. The CouchDB setup is based on a cluster setup.
+
+## Tech stack
+- Python + Flask
+- Tweepy
+- CouchDB
+- React.js
+- Docker
+- Nginx
+- NLTK + TextBlob
+
+## License
+```
+MIT License
+
+Copyright (c) 2022 COMP90024-2022 Group 52
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+```
diff --git a/aurin_helper/config/config.py b/aurin_helper/config/config.py
index 8824339..c52943a 100644
--- a/aurin_helper/config/config.py
+++ b/aurin_helper/config/config.py
@@ -175,7 +175,7 @@
     'sep_21': 'un_rate_2021_9'
 }
 
-EMPLOYMENT_PATH = '/data/Aurin/Employ/unemployment.csv'
+EMPLOYMENT_PATH = '/data/Aurin/Employ/employment.csv'
 EMPLOYMENT_INFO = {
     'mar_19': 'num_2019_3',
     'jun_19': 'num_2019_6',
diff --git a/backend/upload_design_doc.py b/backend/upload_design_doc.py
index 382e17b..a0d621d 100644
--- a/backend/upload_design_doc.py
+++ b/backend/upload_design_doc.py
@@ -255,7 +255,7 @@
     if response.status_code != 201:
         print('Error uploading')
     
-    for each in cfg.get_twitter_dbs:
+    for each in cfg.get_twitter_dbs():
         response = requests.put(
             req_link.format(db=each, design_doc='languages'),
             headers={"Content-Type": "application/json"},
@@ -264,4 +264,4 @@
         if response.status_code != 201:
             print('Error uploading')
 
-    
\ No newline at end of file
+