diff --git a/.gitignore b/.gitignore
index 42f7d5d..9a75247 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,5 @@
 .vscode
 __pycache__/
-*.pyc
\ No newline at end of file
+*.pyc
+*.json
+*.code-workspace
\ No newline at end of file
diff --git a/connectors/reddit_api.py b/connectors/reddit_api.py
index 0488ab1..16041ff 100644
--- a/connectors/reddit_api.py
+++ b/connectors/reddit_api.py
@@ -30,12 +30,30 @@ class RedditAPI:
         return self._parse_posts(data)
     
     def get_new_subreddit_posts(self, subreddit: str, limit: int = 10) -> list[Post]:
-        params = {
-            'limit': limit
-        }
+        
+        posts = []
+        after = None
         url = f"r/{subreddit}/new.json"
-        data = self._fetch_data(url, params)
-        return self._parse_posts(data)
+
+        while len(posts) < limit:
+            batch_limit = min(100, limit - len(posts))
+            params = {
+                'limit': batch_limit,
+                'after': after
+            }
+
+            data = self._fetch_data(url, params)
+            batch = self._parse_posts(data)
+
+            if not batch:
+                break
+            
+            posts.extend(batch)
+            after = data['data'].get('after')
+            if not after:
+                break
+
+        return posts
     
     def get_user(self, username: str) -> User:
         data = self._fetch_data(f"user/{username}/about.json", {})
diff --git a/create_dataset.py b/create_dataset.py
new file mode 100644
index 0000000..2ec54a7
--- /dev/null
+++ b/create_dataset.py
@@ -0,0 +1,19 @@
+import json
+from connectors.reddit_api import RedditAPI
+
+data_file = 'data/reddit_posts.json'
+reddit_connector = RedditAPI()
+def remove_empty_posts(posts):
+    return [post for post in posts if post.content.strip() != ""]
+
+def main():
+    posts = reddit_connector.get_new_subreddit_posts('cork', limit=1000)
+    posts = remove_empty_posts(posts)
+
+    print(f"Fetched {len(posts)} posts from r/cork")
+
+    with open(data_file, 'w') as f:
+        json.dump([post.__dict__ for post in posts], f, indent=4)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/db/database.py b/db/database.py
deleted file mode 100644
index 4593ec4..0000000
--- a/db/database.py
+++ /dev/null
@@ -1,34 +0,0 @@
-# To connect to PostgreSQL database
-import psycopg2
-
-from psycopg2.extras import RealDictCursor
-from typing import Optional
-
-class Database:
-    def __init__(self, db_name: str, user: str, password: str, host: str = 'localhost', port: int = 5432):
-        self.connection = psycopg2.connect(
-            dbname=db_name,
-            user=user,
-            password=password,
-            host=host,
-            port=port
-        )
-        self.connection.autocommit = True
-
-    def execute_query(self, query: str, params: Optional[tuple] = None):
-        with self.connection.cursor(cursor_factory=RealDictCursor) as cursor:
-            cursor.execute(query, params)
-            if cursor.description:
-                return cursor.fetchall()
-            return []
-        
-    def execute_many(self, query: str, params_list: list[tuple]):
-        with self.connection.cursor(cursor_factory=RealDictCursor) as cursor:
-            cursor.executemany(query, params_list)
-
-    def close(self):
-        self.connection.close()
-        print("Database connection closed.")
-
-    def __exit__(self, exc_type, exc_val, exc_tb):
-        self.close()
\ No newline at end of file
diff --git a/db/sql/01_schema.sql b/db/sql/01_schema.sql
deleted file mode 100644
index 92f6ecb..0000000
--- a/db/sql/01_schema.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE SCHEMA IF NOT EXISTS ethnograph;
-
-CREATE TABLE IF NOT EXISTS ethnograph.users (
-    id SERIAL PRIMARY KEY,
-    username VARCHAR(255) UNIQUE NOT NULL,
-    created_utc TIMESTAMP NOT NULL,
-    karma INTEGER
-);
-
-CREATE TABLE IF NOT EXISTS ethnograph.posts (
-    id SERIAL PRIMARY KEY,
-    title TEXT NOT NULL,
-    content TEXT NOT NULL,
-    author_username VARCHAR(255),
-    created_utc TIMESTAMP NOT NULL
-);
\ No newline at end of file
diff --git a/server/app.py b/server/app.py
index a1c1d79..7d89cee 100644
--- a/server/app.py
+++ b/server/app.py
@@ -1,52 +1,14 @@
 from flask import Flask
-from db.database import Database
 from connectors.reddit_api import RedditAPI
-from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
 
 app = Flask(__name__)
-db = Database(db_name='ethnograph', user='ethnograph_user', password='ethnograph_pass')
 
 reddit_connector = RedditAPI()
 
 @app.route('/fetch_subreddit/<string:subreddit>/<int:limit>', methods=['GET'])
 def fetch_subreddit(subreddit, limit = 10):
     posts = reddit_connector.get_top_subreddit_posts(subreddit, limit=limit, timeframe='all')
-
-    db.execute_many(
-        """INSERT INTO ethnograph.posts (title, content, author_username, created_utc)
-           VALUES (%s, %s, %s, to_timestamp(%s));""",
-        [(post.title, post.content, post.author, post.timestamp) for post in posts]
-    )
-
-    return {"status": "success", "inserted_posts": len(posts)}
-
-@app.route('/sentiment', methods=['GET'])
-def sentiment_analysis():
-    posts = db.execute_query(
-        "SELECT id, title, content FROM ethnograph.posts;"
-    )
-
-    analyzer = SentimentIntensityAnalyzer()
-
-    total_sentiment = 0.0
-    count = 0
-
-    for post in posts:
-        content = post.get("title")
-        if not content:
-            continue
-
-        score = analyzer.polarity_scores(content)["compound"]
-        total_sentiment += score
-        count += 1
-
-    average_sentiment = total_sentiment / count if count else 0.0
-
-    return {
-        "status": "success",
-        "average_sentiment": average_sentiment,
-        "posts_analyzed": count
-    }
+    return {"status": "success", "posts": [post.__dict__ for post in posts]}
 
 if __name__ == "__main__":
     app.run(debug=True)
\ No newline at end of file