clean code

app/cron_sentiment_analysis.py

@@ -74,9 +74,9 @@ def remove_duplicates(data, key):
     return new_data
 
 def adjust_scaled_score(scaled_score):
-    adjustment = random.choice([-2,-1, 0, 1, 2])
+    #adjustment = random.choice([-2,-1, 0, 1, 2])
     # Add the adjustment to the scaled_score
-    scaled_score += adjustment
+    #scaled_score += adjustment
     
     # Ensure the scaled_score stays within the range of 0 to 10
     scaled_score = max(0, min(10, scaled_score))

app/cron_similar_stocks.py

@@ -21,15 +21,12 @@ query_template = """
         symbol = ?
 """
 
-    
-
 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()]
-    #stocks_symbols = ['AMD']
-    for ticker in stocks_symbols:
+    for ticker in tqdm(stocks_symbols):
         filtered_df = []
         df = pd.read_sql_query(query_template, con, params=(ticker,))
         try:

app/primary_cron_job.py

@@ -7,7 +7,6 @@ import ujson
 import schedule
 import time
 import subprocess
-from pocketbase import PocketBase  # Client also works the same
 import asyncio
 import aiohttp
 import pytz
@@ -21,26 +20,13 @@ from dotenv import load_dotenv
 import os
 load_dotenv()
 
-api_key = os.getenv('FMP_API_KEY')
 useast_ip_address = os.getenv('USEAST_IP_ADDRESS')
-pb_admin_email = os.getenv('POCKETBASE_ADMIN_EMAIL')
-pb_admin_password = os.getenv('POCKETBASE_PASSWORD')
 
-pb = PocketBase('http://127.0.0.1:8090')
-admin_data = pb.admins.auth_with_password(pb_admin_email, pb_admin_password)
+
 
 # Set the system's timezone to Berlin at the beginning
 subprocess.run(["timedatectl", "set-timezone", "Europe/Berlin"])
 
-async def get_quote_of_stocks(ticker_list):
-    ticker_str = ','.join(ticker_list)
-    async with aiohttp.ClientSession() as session:
-        url = f"https://financialmodelingprep.com/api/v3/quote/{ticker_str}?apikey={api_key}" 
-        async with session.get(url) as response:
-            df = await response.json()
-    return df
-
-
 
 def run_json_job():
     # Run the asynchronous function inside an asyncio loop

app/secondary_cron_job.py

@@ -16,11 +16,6 @@ import numpy as np
 import threading  # Import threading module for parallel execution
 
 
-from dotenv import load_dotenv
-import os
-load_dotenv()
-api_key = os.getenv('FMP_API_KEY')
-
 berlin_tz = pytz.timezone('Europe/Berlin')
 
 # Set the system's timezone to Berlin at the beginning