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Webscraping NSE Option Chain data in Python

In this code I'm trying to fetch NSE option chain data via Python code.

Tool - Spyder4 Python - 3.7

CODE IS NOT THROWING ANY ERROR ,I don't know what I'm doing wrong. PRINT 1 is giving my proper output as JSON data but PRINT 2 & PRINT 3 is not showing any output. Can someone please help me in debugging this code.


import requests
import json
import pandas as pd
import xlwings as xw
from df2gspread import df2gspread as d2g

import gspread 
from oauth2client.service_account import  ServiceAccountCredentials

pd.set_option('display.width', 1500)
pd.set_option('display.max_columns', 75)
pd.set_option('display.max_row', 2500)

url = "https://www.nseindia.com/api/option-chain-indices?symbol=NIFTY"

headers = {'user-agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.106 Safari/537.36',
"accept-language": "en-US,en;q=0.9,hi;q=0.8","accept-encoding": "gzip, deflate, br"}

    cookie_dict = {'bm_sv' : 'AA02590AB18B4FC4A036CC62F5230694~8py6nqGfKvu3P4aKZoNpf4HZOUYQJ4i6JMyPMX14ksLZYE+0HlglIA3S2AAa9JGJPvXrBHcJ7uS2ZMcMq3f+FZ/ttHuqFzuAmMf1ZnI9hFgpqB7USISOoa3NfzMufwVAd0U7MgeSxF7+GjuyOuApyOQcoHmyr53hB4JLSqd0U1s'}
    
    session = requests.session()
    
    for cookie in cookie_dict:
        session.cookies.set(cookie,cookie_dict[cookie])


expiry = '16-Jul-2020'


def fetch_oi():
   
   r = session.get(url, headers=headers).json()
   #print(r)      PRINT 1 - THIS PRINT IS WORKING 

   if expiry:
      ce_values = [data['CE'] for data in r ['records']['data'] if "CE" in data and str(data['expiryDate'].lower() == str(expiry).lower())]
      pe_values = [data['PE'] for data in r ['records']['data'] if "PE" in data and str(data['expiryDate'].lower() == str(expiry).lower())]
   else:
     ce_values = [data['CE'] for data in r ['filtered']['data'] if "CE" in data]
     pe_values = [data['PE'] for data in r ['filtered']['data'] if "PE" in data]
     print(ce_values) # PRINT 2 NO OUTPUT NO ERROR
     
     ce_data = pd.DataFrame(ce_values)
     pe_data = pd.DataFrame(pe_values)
     ce_data = ce_data.sort_values(['strikePrice'])
     pe_data = pe_data.sort_values(['strikePrice'])
     print(ce_values)      # PRINT 3 NO OUTPUT NO ERROR    
    

def main():
    fetch_oi()

if __name__ == '__main__':
    main()
like image 812
sushil Avatar asked Jul 12 '20 20:07

sushil


People also ask

How can I download option chain data from NSE?

One is the simple and straightforward method of downloading the CSV file for options data from the NSE website. The link to download the CSV file is given at the top of the option chain chart. Once you select the Options Contracts type or Symbol, Expiry Date, or Strike Price, download the CSV file.


2 Answers

your str conversion was failing and requests handle had missing parameters, I have modified your code, should work below

import requests
import json
import pandas as pd

new_url = 'https://www.nseindia.com/api/option-chain-indices?symbol=BANKNIFTY'

headers = {'User-Agent': 'Mozilla/5.0'}
page = requests.get(new_url,headers=headers)
dajs = json.loads(page.text)


def fetch_oi(expiry_dt):
    ce_values = [data['CE'] for data in dajs['records']['data'] if "CE" in data and data['expiryDate'] == expiry_dt]
    pe_values = [data['PE'] for data in dajs['records']['data'] if "PE" in data and data['expiryDate'] == expiry_dt]

    ce_dt = pd.DataFrame(ce_values).sort_values(['strikePrice'])
    pe_dt = pd.DataFrame(pe_values).sort_values(['strikePrice'])
    
    print(ce_dt[['strikePrice','lastPrice']])

def main():
    
    expiry_dt = '27-Aug-2020'
    fetch_oi(expiry_dt)

if __name__ == '__main__':
    main()
like image 177
Seetharam Rao Avatar answered Oct 19 '22 22:10

Seetharam Rao


Now they have added 2 main cookies which determines if you are authentic user or not

Cookie Names nsit , nseappid

Couldnt find how these both cookies are being set into the browser.

At first visit to NSE site these 2 cookies are being set somehow ofcourse with some expiration. For each resource request For Eg https://www.nseindia.com/api/option-chain-indices?COUNTER these two cookies needed to be set into request headers inorder to get data.

like image 45
Rohit Shewale Avatar answered Oct 19 '22 23:10

Rohit Shewale