If the API allows these many calls, you can use a multiprocessing.pool.Pool function and iterate through each page parallelly to reduce time. This should work:

Copyimport requests
from functools import partial
from multiprocessing.pool import Pool

def loop(page,year,r,per_page):

   r = requests.get('https://jsonmock.hackerrank.com/api/football_matches?year='+str(year)+'&page='+str(page)).json()
   try:
      for i in range(0, per_page):
         if int(r['data'][i]['team1goals']) == int(r['data'][i]['team2goals']):
            increase = 1
         else:
            increase = 0
   except:
      increase = 0
   
   return increase

if __name__ == "__main__":
    
   year = 2011
   draw = []
   r = requests.get('https://jsonmock.hackerrank.com/api/football_matches?year='+str(year)+'&page=1').json()
   total_pages = r['total_pages']
   per_page = r['per_page']
   pages = range(1, total_pages+1)
   pool = Pool()
   f = pool.map(partial(loop,year=year,r=r,per_page=per_page),pages)
   draw += f
   final = 0
   for x in draw:
      x = int(x)
      final += x

   print(final) #516

import requestsimport localedef maximumTransfer(name, city):    # Initialize variables to store the maximum credit and debit amounts    max_credit = 0.0    max_debit = 0.0    # Initialize the page number to 1 and the base API URL    page = 1    base_url = 'https://jsonmock.hackerrank.com/api/transactions'    while True:        # Make the API request with the current page number        response = requests.get(f'{base_url}?page={page}')        data = response.json()        # Iterate through the transaction records in the data        for record in data['data']:            # Filter records based on the given name and city            if record['userName'] == name and record['location']['city'] == city:                amount = float(record['amount'].replace('$', '').replace(',', ''))                # Update the maximum credit and debit amounts if applicable                if record['txnType'] == 'credit':                    max_credit = max(max_credit, amount)                elif record['txnType'] == 'debit':                    max_debit = max(max_debit, amount)        # Check if there are more pages to retrieve        if page < data['total_pages']:            page += 1        else:            # If there are no more pages, break out of the loop            break    # Set the locale to en_US to format numbers as dollars    locale.setlocale(locale.LC_ALL, 'en_US.UTF-8')    # Format the results as strings in dollar format    credit_amount_str = locale.currency(max_credit, grouping=True)    debit_amount_str = locale.currency(max_debit, grouping=True)    # Return the results as a list of strings    return [credit_amount_str, debit_amount_str]Explanation: