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https://github.com/OpenBB-finance/OpenBB.git
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d86e5cc9c4
* Updated dependency `pytrends>=4.9.2` * Updated `requirements` & `requirements-full` files * Removed temp workaround * `ruff`
135 lines
3.3 KiB
Python
135 lines
3.3 KiB
Python
"""Google Model"""
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__docformat__ = "numpy"
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import logging
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import pandas as pd
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from pytrends.request import TrendReq
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from openbb_terminal.decorators import log_start_end
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from openbb_terminal.rich_config import console
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logger = logging.getLogger(__name__)
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@log_start_end(log=logger)
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def get_mentions(symbol: str) -> pd.DataFrame:
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"""Get interest over time from google api [Source: google].
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Parameters
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----------
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symbol: str
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Stock ticker symbol
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Returns
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-------
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pd.DataFrame
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Dataframe of interest over time
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"""
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try:
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pytrend = TrendReq()
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pytrend.build_payload(kw_list=[symbol])
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return pytrend.interest_over_time()
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except Exception as e:
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if pytrend.google_rl:
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console.print(f"[red]Too many requests: {pytrend.google_rl}[/red]\n")
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else:
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console.print(f"[red]{str(e)}[/red]\n")
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return pd.DataFrame()
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@log_start_end(log=logger)
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def get_regions(symbol: str) -> pd.DataFrame:
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"""Get interest by region from google api [Source: google].
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Parameters
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----------
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symbol: str
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Ticker symbol to look at
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Returns
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-------
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pd.DataFrame
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Dataframe of interest by region
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"""
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try:
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pytrend = TrendReq()
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pytrend.build_payload(kw_list=[symbol])
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return pytrend.interest_by_region().sort_values([symbol], ascending=False)
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except Exception as e:
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if pytrend.google_rl:
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console.print(f"[red]Too many requests: {pytrend.google_rl}[/red]\n")
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else:
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console.print(f"[red]{str(e)}[/red]\n")
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return pd.DataFrame()
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@log_start_end(log=logger)
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def get_queries(symbol: str, limit: int = 10) -> pd.DataFrame:
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"""Get related queries from google api [Source: google].
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Parameters
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----------
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symbol: str
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Stock ticker symbol to compare
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limit: int
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Number of queries to show
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Returns
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-------
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pd.DataFrame
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Dataframe of related queries
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"""
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try:
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pytrend = TrendReq()
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pytrend.build_payload(kw_list=[symbol])
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df = pytrend.related_queries()
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df = df[symbol]["top"].head(limit)
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df["value"] = df["value"].apply(lambda x: f"{str(x)}%")
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return df
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except Exception as e:
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if pytrend.google_rl:
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console.print(f"[red]Too many requests: {pytrend.google_rl}[/red]\n")
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else:
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console.print(f"[red]{str(e)}[/red]\n")
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return pd.DataFrame()
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@log_start_end(log=logger)
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def get_rise(symbol: str, limit: int = 10) -> pd.DataFrame:
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"""Get top rising related queries with this stock's query [Source: google].
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Parameters
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----------
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symbol: str
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Stock ticker symbol
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limit: int
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Number of queries to show
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Returns
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-------
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pd.DataFrame
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Dataframe containing rising related queries
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"""
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try:
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pytrend = TrendReq()
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pytrend.build_payload(kw_list=[symbol])
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df = pytrend.related_queries()
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df = df[symbol]["rising"].head(limit)
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return df
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except Exception as e:
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if pytrend.google_rl:
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console.print(f"[red]Too many requests: {pytrend.google_rl}[/red]\n")
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else:
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console.print(f"[red]{str(e)}[/red]\n")
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return pd.DataFrame()
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