285 lines
12 KiB
Python
285 lines
12 KiB
Python
"""
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AUTHOR:
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Khushal P Soonderji
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DATE:
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Thursday, 28th Nov., 2024
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OBJECTIVE:
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The "Index Master" contains information about just the indices, and not the component symbols of those indices.
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This script provides a way to get the data that is available on the screen on the following URL:
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https://www.nseindia.com/market-data/live-market-indices
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NOTE: This method involves web scraping. It is good for proof-of-concept development, but it is recommended that
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more professional data-sources be used when the product starts becoming mature.
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REFERENCES:
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N/A
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DOWNLOADS:
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N/A
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"""
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# *****************************************************************************************************************
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# ***** ****
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# *** IMPORT ***
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# ***** ****
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# *****************************************************************************************************************
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# To make sibling directories accessible for imports:
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import sys
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sys.path.append(".")
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sys.path.append("..")
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# System-level activities:
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import io
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# My utils:
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from utils_v2.string import json
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from utils_v2.string import regex
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from utils_v2.date_time import date_time
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# NSE-related utils:
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from utils_v2.nse.controllers.base import AsyncNSEBase
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from utils_v2.nse.models.api_call import NSEApiResponse
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from utils_v2.nse.models.indices import NSEIndexInfo
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# To make REST-ful API calls:
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import httpx
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# To work with date and time:
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import datetime
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# To work with datatypes:
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from typing import Any, List
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# For asynchronous activities:
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import asyncio
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# *****************************************************************************************************************
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# ***** ****
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# *** MACROS / ONE-TIME INIT ***
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# ***** ****
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# *****************************************************************************************************************
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# --- Nothing Yet
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# *****************************************************************************************************************
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# ***** ****
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# *** VARIABLES ***
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# ***** ****
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# *****************************************************************************************************************
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# --- Nothing Yet
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# *****************************************************************************************************************
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# ***** ****
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# *** FUNCTIONS ***
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# ***** ****
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# *****************************************************************************************************************
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class NSEIndexMaster(AsyncNSEBase):
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# Index Types:
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INDEX_TYPE_BROAD_MARKET = "BROAD MARKET INDICES"
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INDEX_TYPE_SECTORAL = "SECTORAL INDICES"
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INDEX_TYPE_STRATEGY = "STRATEGY INDICES"
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INDEX_TYPE_THEMATIC = "THEMATIC INDICES"
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INDEX_TYPE_FIXED_INCOME = "FIXED INCOME INDICES"
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def __init__(
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self,
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http_client: httpx.AsyncClient,
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cookies_refresh_interval: int | float = 300,
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debug = True,
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debug_prefix = "NSE (IdxMstr) | ",
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debug_only_errors = True
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):
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# Pass on the initialization to the parent:
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super().__init__(
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base_url = r"https://www.nseindia.com/market-data/live-market-indices",
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data_url = r"https://www.nseindia.com/api/allIndices",
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http_client = http_client,
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cookies_refresh_interval = cookies_refresh_interval,
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debug = debug,
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debug_prefix = debug_prefix,
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debug_only_errors = debug_only_errors
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)
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async def get_data(
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self,
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return_raw: bool = False,
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refresh_cookies: bool = True,
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force_refresh_cookies: bool = False,
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retry_count: int = 1,
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backoff_seconds: int | float = 0.5,
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backoff_multiplier: float = 1.1
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) -> NSEApiResponse:
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"""
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To get the data of the corporate event calendar.
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:param return_raw: Whether you want the raw JSON from NSE or you want it formatted.
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:param refresh_cookies: Whether, or not, you would like to refresh the cookies.
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:param force_refresh_cookies: If set to True, cookies will be refreshed even if not timed out. If set to False,
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cookies will be refreshed only when the interval passed to the constructor has elapsed since the last
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successful refresh.
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:param retry_count: The no. of times to try to get the data from the API.
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:param backoff_seconds: The delay between unsuccessful API calls.
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:param backoff_multiplier: The multiplier to add to the delay to change delay.
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:return: The raw or formatted event calendar data in the 'data' field of the response model.
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"""
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# Make the API call:
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api_response = await self.get(
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refresh_cookies = refresh_cookies,
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force_refresh_cookies = force_refresh_cookies,
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retry_count = retry_count,
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backoff_seconds = backoff_seconds,
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backoff_multiplier = backoff_multiplier
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)
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# If the API call was successful:
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if api_response.httpCode in [200]:
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api_response.success = True
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if return_raw: api_response.data = await api_response.get_json()
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else:
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try: api_response.data = self.format_data(
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raw_json = await api_response.get_json(),
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timestamp = date_time.get_current_utc_date_time(as_string = False),
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raise_exception = True
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)
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except Exception as exception:
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api_response.exception = exception
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api_response.success = False
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# Done here:
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return api_response
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@staticmethod
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def parse_float(value: str | float | int) -> float | None:
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"""
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Parses a value as a floating point figure.
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:param value: Any input value.
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:return: A floating point value if parsed successfully, else None.
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"""
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if value is None: return None
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if isinstance(value, float): return value
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if isinstance(value, int): return float(value)
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if isinstance(value, str):
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value = regex.find_first(text = value.strip(), pattern = r"[\d,]+\.?[\d,]*")
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if value: return float(value.replace(",", ""))
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else: return None
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def format_data(
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self,
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raw_json: dict,
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timestamp: datetime.datetime = None,
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raise_exception: bool = False
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) -> List[NSEIndexInfo] | None:
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"""
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We format the data here to be able to retrieve it properly later.
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:param raw_json: The raw data as scraped from NSE.
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:param timestamp: The timestamp at which the data was scraped. This shall be useful for data retrieval from the
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database, later.
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:param raise_exception: If set to True, any exception will be propagated. If set to False, any exception will be
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suppressed internally.
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:return: The formatted data if successful, else None.
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"""
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# Can't do anything if the chain itself is null:
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if raw_json is None: return raw_json
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# Start by assuming failure:
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formatted_data = None
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# Ensure that we've got a proper timestamp:
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if timestamp is None: timestamp = date_time.get_current_utc_date_time(as_string = False)
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try:
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# Format the data:
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formatted_data = [
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NSEIndexInfo(
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scrapeTs = timestamp,
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kind = idx["key"],
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name = idx["index"],
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symbol = idx["indexSymbol"],
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open = self.parse_float(idx["open"]),
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high = self.parse_float(idx["high"]),
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low = self.parse_float(idx["low"]),
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close = self.parse_float(idx["last"]),
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prevClose = self.parse_float(idx["previousClose"]),
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pChg = self.parse_float(idx["percentChange"]),
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yearHigh = self.parse_float(idx["yearHigh"]),
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yearLow = self.parse_float(idx["yearLow"]),
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advances = self.parse_float(idx.get("advances")),
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declines = self.parse_float(idx.get("declines")),
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unchanged = self.parse_float(idx.get("unchanged")),
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pChg30d = self.parse_float(idx["perChange30d"]),
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pChg365d = self.parse_float(idx["perChange365d"])
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) for idx in raw_json["data"]
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]
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# If something goes wrong:
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except Exception as exception:
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formatted_data = None
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if raise_exception: raise
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# Done here:
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return formatted_data
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# *****************************************************************************************************************
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# ***** ****
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# *** MAIN PROGRAM ***
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# ***** ****
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# *****************************************************************************************************************
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if __name__ == "__main__":
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async def main():
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# Create an HTTP client:
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test_client = httpx.AsyncClient(
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limits = httpx.Limits(
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max_connections = 100, # ............ Maximum number of connections allowed in the pool.
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max_keepalive_connections = 50, # ... Maximum number of connections that can be kept alive.
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),
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timeout = httpx.Timeout(
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pool = 120.0, # .... Time to wait for a free connection from the pool.
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connect = 2.5, # ... Time to wait for establishing a connection to the server.
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write = 10.0, # .... Time to wait for sending data.
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read = 2.5 # ....... Time to wait for receiving data.
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)
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)
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# Create an instance of the scraper, and refresh its cookies:
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my_nse = NSEIndexMaster(http_client = test_client)
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# Get and show the data:
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api_response = await my_nse.get_data(return_raw = False)
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print("SUMMARY:", api_response.to_markdown(), "\n---\n\n")
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if api_response.success: print("INDEX MASTER:", json.to_string(api_response.data, default = str))
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asyncio.run(main())
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