diff --git a/.gitignore b/.gitignore
index 2e89ef7..3aeec93 100755
--- a/.gitignore
+++ b/.gitignore
@@ -9,6 +9,7 @@ app/*.sh
 app/.env*
 app/ml_models/weights
 app/ml_models/training_data
+app/ml_models/__pycache__
 app/json/*
 app/logs/*
 fastify/node_modules
diff --git a/app/cron_quote.py b/app/cron_quote.py
index dc7159f..738bdca 100755
--- a/app/cron_quote.py
+++ b/app/cron_quote.py
@@ -43,6 +43,16 @@ async def get_pre_post_quote_of_stocks(ticker_list):
             else:
                 return {}
 
+async def get_bid_ask_quote_of_stocks(ticker_list):
+    ticker_str = ','.join(ticker_list)
+    async with aiohttp.ClientSession() as session:
+        url = f"https://financialmodelingprep.com/api/v4/batch-pre-post-market/{ticker_str}?apikey={api_key}" 
+        async with session.get(url) as response:
+            if response.status == 200:
+                return await response.json()
+            else:
+                return {}
+
 async def save_quote_as_json(symbol, data):
     with open(f"json/quote/{symbol}.json", 'w') as file:
         ujson.dump(data, file)
@@ -58,6 +68,25 @@ async def save_pre_post_quote_as_json(symbol, data):
     except Exception as e:
         pass
 
+async def save_bid_ask_as_json(symbol, data):
+    try:
+        # Read previous close price and load existing quote data
+        with open(f"json/quote/{symbol}.json", 'r') as file:
+            quote_data = ujson.load(file)
+
+        # Update quote data with new price, ask, bid, changesPercentage, and timestamp
+        quote_data.update({
+            'ask': round(data['ask'], 2),  # Add ask price
+            'bid': round(data['bid'], 2),   # Add bid price
+        })
+
+        # Save the updated quote data back to the same JSON file
+        with open(f"json/quote/{symbol}.json", 'w') as file:
+            ujson.dump(quote_data, file)
+    except Exception as e:
+        print(f"An error occurred: {e}")  # Print the error for debugging
+
+
 async def run():
     con = sqlite3.connect('stocks.db')
     etf_con = sqlite3.connect('etf.db')
@@ -65,7 +94,7 @@ async def run():
 
     cursor = con.cursor()
     cursor.execute("PRAGMA journal_mode = wal")
-    cursor.execute("SELECT DISTINCT symbol FROM stocks WHERE symbol != ?", ('%5EGSPC',))
+    cursor.execute("SELECT DISTINCT symbol FROM stocks")
     stocks_symbols = [row[0] for row in cursor.fetchall()]
 
     etf_cursor = etf_con.cursor()
@@ -100,7 +129,7 @@ async def run():
     
     total_symbols = stocks_symbols+etf_symbols
     
-    chunk_size = len(total_symbols) // 10  # Divide the list into 10 chunks
+    chunk_size = len(total_symbols) // 20  # Divide the list into N chunks
     chunks = [total_symbols[i:i + chunk_size] for i in range(0, len(total_symbols), chunk_size)]
     delete_files_in_directory("json/pre-post-quote")
     for chunk in chunks:
@@ -117,7 +146,11 @@ async def run():
                 symbol = item['symbol']
                 await save_pre_post_quote_as_json(symbol, item)
                 #print(f"Saved data for {symbol}.")
-
+        #Always true
+        bid_ask_quote = await get_bid_ask_quote_of_stocks(chunk)
+        for item in bid_ask_quote:
+            symbol = item['symbol']
+            await save_bid_ask_as_json(symbol, item)
 
 try:
     asyncio.run(run())
diff --git a/app/ml_models/__pycache__/backtesting.cpython-310.pyc b/app/ml_models/__pycache__/backtesting.cpython-310.pyc
deleted file mode 100755
index 71814c6..0000000
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diff --git a/app/ml_models/__pycache__/classification.cpython-310.pyc b/app/ml_models/__pycache__/classification.cpython-310.pyc
deleted file mode 100644
index 3edd680..0000000
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diff --git a/app/ml_models/__pycache__/fundamental_predictor.cpython-310.pyc b/app/ml_models/__pycache__/fundamental_predictor.cpython-310.pyc
deleted file mode 100644
index ab98be1..0000000
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diff --git a/app/ml_models/__pycache__/prophet.cpython-310.pyc b/app/ml_models/__pycache__/prophet.cpython-310.pyc
deleted file mode 100755
index 5b12a2a..0000000
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diff --git a/app/ml_models/__pycache__/prophet_model.cpython-310.pyc b/app/ml_models/__pycache__/prophet_model.cpython-310.pyc
deleted file mode 100644
index 5af84d4..0000000
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diff --git a/app/ml_models/__pycache__/score_model.cpython-310.pyc b/app/ml_models/__pycache__/score_model.cpython-310.pyc
deleted file mode 100644
index 4bca0ec..0000000
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diff --git a/fastify/app.js b/fastify/app.js
index e98a2bc..6f553d7 100755
--- a/fastify/app.js
+++ b/fastify/app.js
@@ -61,7 +61,6 @@ const corsMiddleware = (request, reply, done) => {
 fastify.addHook("onRequest", corsMiddleware);
 
 //fastify.register(require('./mixpanel/server'), { mixpanel, UAParser });
-fastify.register(require("./get-all-comments/server"), { pb });
 fastify.register(require("./get-post/server"), { pb });
 fastify.register(require("./get-one-post/server"), { pb });
 fastify.register(require("./get-portfolio-data/server"), { pb });
diff --git a/fastify/get-all-comments/server.js b/fastify/get-all-comments/server.js
deleted file mode 100755
index 1719cf5..0000000
--- a/fastify/get-all-comments/server.js
+++ /dev/null
@@ -1,55 +0,0 @@
-// Declare a route
-
-function listToTree(comments, parentProp = "reply") {
-    // Create id indexed comments dictionary
-    const commentsDict = {};
-    for (let comment of comments) {
-        commentsDict[comment.id] = {
-            ...comment,
-            children: [],
-        };
-    }
-
-    // Build the tree
-    const tree = [];
-    for (const comment of comments) {
-        const parentId = comment[parentProp];
-        if (parentId) {
-            commentsDict[parentId].children.push(commentsDict[comment.id]);
-        } else {
-            tree.push(commentsDict[comment.id]);
-        }
-    }
-
-    return tree;
-}
-
-module.exports = function (fastify, opts, done) {
-    
-    const pb = opts.pb;
-
-    fastify.post('/get-all-comments', async (request, reply) => {
-    const data = request.body;
-    const postId = data?.postId
-    let output;
-
-    try {
-        const result = await pb.collection("comments").getFullList({
-            filter: `post="${postId}"`,
-            expand: 'user,alreadyVoted(comment)',
-            fields: "*,expand.user,expand.alreadyVoted(comment).user,expand.alreadyVoted(comment).type",
-            sort: '-created',
-        })
-
-    
-        output = listToTree(result);
-    }
-    catch(e) {
-        output = [];
-    }
-    
-+    reply.send({ items: output })
-    });
-
-    done();
-};
\ No newline at end of file