Spaces:
Sleeping
Sleeping
Force sync entire directory including feature_pipeline.py
Browse files
__pycache__/feature_pipeline.cpython-311.pyc
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Binary files a/__pycache__/feature_pipeline.cpython-311.pyc and b/__pycache__/feature_pipeline.cpython-311.pyc differ
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__pycache__/forecaster_cli.cpython-311.pyc
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Binary file (19.5 kB). View file
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feature_pipeline.py
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@@ -1,5 +1,6 @@
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from __future__ import annotations
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import re
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import threading
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from datetime import datetime
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@@ -14,6 +15,8 @@ from bs4 import BeautifulSoup
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from requests.adapters import HTTPAdapter
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from urllib3.util.retry import Retry
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def _browser_headers() -> dict:
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return {
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"User-Agent": (
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@@ -28,12 +31,24 @@ def _browser_headers() -> dict:
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"Accept-Language": "en-US,en;q=0.9",
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"Accept-Encoding": "gzip, deflate, br",
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"Connection": "keep-alive",
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"Upgrade-Insecure-Requests": "1",
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"Cache-Control": "no-cache",
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"Pragma": "no-cache",
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"Referer": "https://www.screener.in/",
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}
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class _ThreadLocalSessionFactory:
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def __init__(
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self,
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if not hasattr(self._local, "session"):
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self._local.session = self._build_session()
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# Warm up cookies / anti-bot checks by visiting the homepage first.
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if self.prime_homepage:
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try:
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self._local.session.get(
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@@ -93,6 +107,7 @@ class ScreenerScraper:
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self,
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timeout: Tuple[float, float] = (5.0, 15.0),
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pool_maxsize: int = 32,
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):
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self._session_factory = _ThreadLocalSessionFactory(
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timeout=timeout,
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prime_homepage=True,
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)
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self.timeout = timeout
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def _session(self) -> requests.Session:
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return self._session_factory.get()
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@staticmethod
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def
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return BeautifulSoup(html, "lxml")
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except Exception:
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return BeautifulSoup(html, "html.parser")
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def _normalize_ticker(ticker: str) -> str:
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t = ticker.strip().upper()
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return quote(t, safe="-._~")
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-
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def _fetch_url(self, url: str) -> str:
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session = self._session()
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response = session.get(url, timeout=self.timeout)
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preview = ""
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try:
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preview = response.text[:
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except Exception:
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preview = "<no
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raise RuntimeError(
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f"Request failed
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f"URL: {url}\n"
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f"Status: {response.status_code}\n"
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f"Reason: {response.reason}\n"
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f"
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)
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-
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-
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-
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]
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-
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f"https://www.screener.in/company/{
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f"https://www.screener.in/company/{
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]
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last_error: Optional[Exception] = None
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-
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for url in urls:
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try:
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html = self.
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return html
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except Exception as e:
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last_error = e
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continue
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raise RuntimeError(
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-
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-
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@staticmethod
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def _clean_text(value: str) -> str:
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return " ".join(value.split()).replace("₹", "Rs.")
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from __future__ import annotations
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+
import logging
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import re
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import threading
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from datetime import datetime
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from requests.adapters import HTTPAdapter
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from urllib3.util.retry import Retry
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logger = logging.getLogger(__name__)
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def _browser_headers() -> dict:
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return {
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"User-Agent": (
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"Accept-Language": "en-US,en;q=0.9",
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"Accept-Encoding": "gzip, deflate, br",
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"Connection": "keep-alive",
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"Cache-Control": "no-cache",
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"Pragma": "no-cache",
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"Referer": "https://www.screener.in/",
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"Upgrade-Insecure-Requests": "1",
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"Sec-Fetch-Dest": "document",
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"Sec-Fetch-Mode": "navigate",
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"Sec-Fetch-Site": "none",
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"Sec-Fetch-User": "?1",
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}
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def _clean_number(text: str) -> float:
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return float(text.replace(",", "").strip())
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@dataclass(frozen=True)
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class CapThresholds:
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large: float = 20000.0
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mid: float = 5000.0
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class _ThreadLocalSessionFactory:
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def __init__(
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self,
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if not hasattr(self._local, "session"):
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self._local.session = self._build_session()
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if self.prime_homepage:
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try:
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self._local.session.get(
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self,
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timeout: Tuple[float, float] = (5.0, 15.0),
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pool_maxsize: int = 32,
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thresholds: CapThresholds = CapThresholds(),
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):
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self._session_factory = _ThreadLocalSessionFactory(
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timeout=timeout,
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prime_homepage=True,
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)
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self.timeout = timeout
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self.thresholds = thresholds
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def _session(self) -> requests.Session:
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return self._session_factory.get()
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@staticmethod
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def _normalize_symbol(symbol: str) -> str:
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return quote(symbol.strip().upper(), safe="-._~")
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def _fetch(self, url: str) -> str:
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session = self._session()
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response = session.get(url, timeout=self.timeout)
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preview = ""
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try:
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preview = response.text[:250].replace("\n", " ").replace("\r", " ")
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except Exception:
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preview = "<no preview>"
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raise RuntimeError(
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f"Request failed\n"
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f"URL: {url}\n"
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f"Status: {response.status_code}\n"
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f"Reason: {response.reason}\n"
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f"Preview: {preview}"
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)
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@staticmethod
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def _parse_market_cap_crore(html: str) -> Optional[float]:
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patterns = [
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r"Mkt Cap:\s*([0-9][0-9,]*(?:\.[0-9]+)?)\s*Crore",
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r"Market Cap\s*₹\s*([0-9][0-9,]*(?:\.[0-9]+)?)\s*Cr\.?",
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r"Market Cap:\s*₹\s*([0-9][0-9,]*(?:\.[0-9]+)?)\s*Cr\.?",
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r"Market Capitalization.*?₹\s*([0-9][0-9,]*(?:\.[0-9]+)?)\s*Cr\.?",
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]
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+
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for pattern in patterns:
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match = re.search(pattern, html, flags=re.IGNORECASE | re.DOTALL)
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if match:
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try:
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return _clean_number(match.group(1))
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except Exception:
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continue
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+
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return None
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def _fetch_screener_html(self, symbol: str, consolidated: bool = True) -> str:
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s = self._normalize_symbol(symbol)
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urls = (
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[
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f"https://www.screener.in/company/{s}/consolidated/",
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+
f"https://www.screener.in/company/{s}/",
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]
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if consolidated
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else [
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f"https://www.screener.in/company/{s}/",
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+
f"https://www.screener.in/company/{s}/consolidated/",
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]
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)
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last_error: Optional[Exception] = None
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for url in urls:
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try:
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html = self._fetch(url)
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return html
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except Exception as e:
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last_error = e
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+
raise RuntimeError(f"Failed to fetch Screener page for {symbol}. Last error: {last_error}") from last_error
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+
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+
def _fetch_nse_quote_html(self, symbol: str) -> str:
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| 192 |
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s = self._normalize_symbol(symbol)
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url = f"https://www.nseindia.com/get-quotes/equity?symbol={s}"
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session = self._session()
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try:
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session.get("https://www.nseindia.com/", timeout=self.timeout)
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except requests.RequestException:
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pass
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return self._fetch(url)
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+
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+
def get_market_cap_crore(self, symbol: str, consolidated: bool = True) -> Optional[float]:
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try:
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html = self._fetch_screener_html(symbol, consolidated=consolidated)
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cap = self._parse_market_cap_crore(html)
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if cap is not None:
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| 206 |
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return cap
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+
except Exception as e:
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| 208 |
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logger.warning("Screener lookup failed for %s: %s", symbol, e)
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| 209 |
+
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| 210 |
+
try:
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| 211 |
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html = self._fetch_nse_quote_html(symbol)
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cap = self._parse_market_cap_crore(html)
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if cap is not None:
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return cap
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| 215 |
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except Exception as e:
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| 216 |
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logger.warning("NSE lookup failed for %s: %s", symbol, e)
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| 217 |
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return None
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| 218 |
+
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| 219 |
+
def classify_market_cap(self, market_cap_crore: Optional[float]) -> str:
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| 220 |
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if market_cap_crore is None:
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return "Unknown"
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| 222 |
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if market_cap_crore >= self.thresholds.large:
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| 223 |
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return "Large Cap"
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| 224 |
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if market_cap_crore >= self.thresholds.mid:
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| 225 |
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return "Mid Cap"
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| 226 |
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return "Small Cap"
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| 227 |
+
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| 228 |
+
def get_cap_info(self, symbol: str, consolidated: bool = True) -> dict:
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| 229 |
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cap = self.get_market_cap_crore(symbol, consolidated=consolidated)
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| 230 |
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return {
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| 231 |
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"symbol": symbol.upper().strip(),
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| 232 |
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"market_cap_crore": cap,
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| 233 |
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"market_cap_class": self.classify_market_cap(cap),
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| 234 |
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}
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| 235 |
+
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| 236 |
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# -- Keep original helper methods for get_stock_info --
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| 237 |
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def _fetch_html(self, ticker: str, consolidated: bool = True) -> str:
|
| 238 |
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return self._fetch_screener_html(ticker, consolidated)
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| 239 |
|
| 240 |
@staticmethod
|
| 241 |
+
def _make_soup(html: str):
|
| 242 |
+
try:
|
| 243 |
+
return BeautifulSoup(html, "lxml")
|
| 244 |
+
except Exception:
|
| 245 |
+
return BeautifulSoup(html, "html.parser")
|
| 246 |
+
@staticmethod
|
| 247 |
def _clean_text(value: str) -> str:
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| 248 |
return " ".join(value.split()).replace("₹", "Rs.")
|
| 249 |
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