Files
OpenBB/openbb_terminal/common/behavioural_analysis/google_view.py
Chavithra 72b0a9f1ee Next release : reports on steroids (#2349)
* fix gov tests

* refactor insider

* new virtual path extraction

* removed some symbol default params as they're considered critical

* little adjustments

* portfolio refactor

* merge API factory

* add helpers, stocks, crypto, forex

* minor forex changes

* include forex api paths

* add 2 missing forex funcs

* portfolio brokers refactor

* display help on api func call

* add econometrics virtual paths to api

* add api unit test

* fixed report for the new api

* minor portfolio refactorings

* added gdapps

* anchor_yield path

* some more crypto path fixes

* small change

* fixed wrong param

* minor fixes

* wip - inital commit for forex report

* add bw as a model, we'll get better solution afterwards

* added ema with dummy model as it adds great functionality to the report

* minor fixes

* wip - added functions to forex report

* add feedparser news path

* add new virtual paths to api

* adding commands to equity report

* revert to old paths, new ones were breaking

* Add in very basic ETF report

* Add candle chart to ETF report

* add etf load

* allow use of candle without data

* add raw to candle

* added forex report

* ongoing equity report

* equity report change

* fix some portfolio bugs and add docstrings

* include portfolio paths and coin class

* add crypto paths

* change event dates to str

* starting economy report

* window for limit

* equity report and refactor newsapi

* add helper to api

* update on economy report

* equity report

* update economy report

* refactor some docstrings

* change maturities helper

* refactor newsapi

* refactor futures command

* add some sauce to ycrv plot

* black

* update report

* refactor alphavantage

* refactor wsj

* update economy report

* ycrv tenor

* map avaiable_indices

* map economy helpers

* fix econdb docstring

* add plots on economy report

* minor fixes

* wip - crypto report

* update economy report

* added same default args as view

* added view to explicity use chart=True when suing the api

* adjustments - removed rich tables to use only df

* final version economy report

* change report name

* equity report for review

* linting

* add etf symbols endpoint

* incorporate feedback economy report

* fix reports launch by adding tag to economy report

* fix equity bug

* remove analyst name

* fix

* fix news

* make links hyperlinks for equity

* click links

* fixed arg name

* improved news

* small improves

* Fix light terminal stylesheet that would prevent using it in notebooks (#2473)

* improved report

* run reports in installer

* fix #2209

* minor ycrv refactoring

* refactor portfolio/holdv virtual path

* refactor benchmark trades

* fix events args

* adapt economy report to changes

* fix portfolio controller bug

* holdv refactor

* refactor perf command

* start portfolio report

* remove perf view

* refactor holp

* add textwrap3 to poetry (doesn't solve the error)

* fix equity after merge

* add some rolling commands

* fix equity after save button

* improved crypto report, plus minor fixes

* minor fixes on the reports

* add maxdd and distr

* refactor qa

* var command

* refactor qa expected shortfall

* add es command

* add es command

* fix qa percentile bug

* fix economy rendering

* refactor qa omega

* add om command

* add summary command

* add dret command

* add mret command

* add yret command

* add metrics

* add allocs to report

* remove bro and po commands, add later

* fixed some tests

* adjustments to crypto report

* Fix docstring for VSCode

Added a note about installing Jupyter PowerToys extension for optimal API usage in Jupyter VSCode, in the API_README.md.

* minor adjustment

* remove nft calendar model virtual paths

* Add in Portfolio report

* fix external axes portfolio view

* Update portfolio report with rolling plots

* Details for ETF and Portfolio

* fix economy report

* change analyst to openbb

* floppy

* fixed unmatched axis in reports

* Speed up tests

* fix file and load on po

* get_news output

* add some po paths

* Add integration tests for Reports menu

* refactor maxsharpe

* open maxsharpe

* open minrisk

* open maxutil

* open maxret

* Added fixes

* black

* remove useless views

* Fixed small issue

* refactor ef

* open ef api

* portfolio optimization report

* Added fixes

* unblock api loading

* add more endpoints

* update po report

* unblock api loading

* update po report

* expose herc

* expose property endpoint

* Added fixes

* More api fixes

* flake8

* Fixed some mypy

* news api model

* flake8

* mypy fix

* mypy

* black

* pylint

* fix tests

* markdown

* markdown

* Added fixes

* fix economy report

* merge

* fix economy report

* remove empty notebook

* expose nco

* remove jupyter notebook

* expose plot endpoint

* remove po report, just used for tests

* api v paths plot

* remove api_old

* change loading msg

Co-authored-by: montezdesousa <montezdesousa@gmail.com>
Co-authored-by: hjoaquim <h.joaquim@campus.fct.unl.pt>
Co-authored-by: montezdesousa <79287829+montezdesousa@users.noreply.github.com>
Co-authored-by: Om Gupta <guptagom@gmail.com>
Co-authored-by: minhhoang1023 <40023817+minhhoang1023@users.noreply.github.com>
Co-authored-by: JerBouma <jer.bouma@gmail.com>
Co-authored-by: Theodore Aptekarev <aptekarev@gmail.com>
Co-authored-by: Om Gupta <85685255+soggyomelette@users.noreply.github.com>
Co-authored-by: Diogo Sousa <diogosousa@Diogos-MBP.lan>
Co-authored-by: Colin Delahunty <72827203+colin99d@users.noreply.github.com>
Co-authored-by: northern-64bit <75195383+northern-64bit@users.noreply.github.com>
Co-authored-by: colin99d <colin99delahunty@gmail.com>
Co-authored-by: Minh Hoang <nminh.hoang1023@gmail.com>
2022-09-20 15:07:58 +01:00

263 lines
7.1 KiB
Python

"""Google View."""
__docformat__ = "numpy"
import logging
import os
from typing import Optional, List
import pandas as pd
import matplotlib.pyplot as plt
from openbb_terminal.config_terminal import theme
from openbb_terminal.config_plot import PLOT_DPI
from openbb_terminal.common.behavioural_analysis import google_model
from openbb_terminal.decorators import log_start_end
from openbb_terminal.helper_funcs import (
export_data,
plot_autoscale,
print_rich_table,
is_valid_axes_count,
)
from openbb_terminal.rich_config import console
logger = logging.getLogger(__name__)
@log_start_end(log=logger)
def display_mentions(
symbol: str,
start_date: str = "",
export: str = "",
external_axes: Optional[List[plt.Axes]] = None,
):
"""Plot weekly bars of stock's interest over time. other users watchlist. [Source: Google]
Parameters
----------
symbol : str
Ticker symbol
start_date : str
Start date as YYYY-MM-DD string
export: str
Format to export data
external_axes : Optional[List[plt.Axes]], optional
External axes (1 axis is expected in the list), by default None
"""
df_interest = google_model.get_mentions(symbol)
# This plot has 1 axis
if external_axes is None:
_, ax = plt.subplots(figsize=plot_autoscale(), dpi=PLOT_DPI)
elif is_valid_axes_count(external_axes, 1):
(ax,) = external_axes
else:
return
ax.set_title(f"Interest over time on {symbol}")
if start_date:
df_interest = df_interest[start_date:] # type: ignore
ax.bar(df_interest.index, df_interest[symbol], width=2)
ax.bar(
df_interest.index[-1],
df_interest[symbol].values[-1],
width=theme.volume_bar_width,
)
else:
ax.bar(df_interest.index, df_interest[symbol], width=1)
ax.bar(
df_interest.index[-1],
df_interest[symbol].values[-1],
width=theme.volume_bar_width,
)
ax.set_ylabel("Interest [%]")
ax.set_xlim(df_interest.index[0], df_interest.index[-1])
theme.style_primary_axis(ax)
if external_axes is None:
theme.visualize_output()
export_data(
export, os.path.dirname(os.path.abspath(__file__)), "mentions", df_interest
)
@log_start_end(log=logger)
def display_correlation_interest(
symbol: str,
data: pd.DataFrame,
words: List[str],
export: str = "",
external_axes: Optional[List[plt.Axes]] = None,
):
"""Plot interest over time of words/sentences versus stock price. [Source: Google]
Parameters
----------
symbol : str
Ticker symbol to check price
data : pd.DataFrame
Data dataframe
words : List[str]
Words to check for interest for
export: str
Format to export data
external_axes : Optional[List[plt.Axes]], optional
External axes (1 axis is expected in the list), by default None
"""
# This plot has 1 axis
if external_axes is None:
_, ax = plt.subplots(
figsize=plot_autoscale(),
dpi=PLOT_DPI,
nrows=2,
ncols=1,
sharex=True,
gridspec_kw={"height_ratios": [1, 2]},
)
elif is_valid_axes_count(external_axes, 1):
(ax,) = external_axes
else:
return
ax[0].set_title(
f"{symbol.upper()} stock price and interest over time on {','.join(words)}"
)
ax[0].plot(
data.index,
data["Adj Close"].values,
c="#FCED00",
)
ax[0].set_ylabel("Stock Price")
ax[0].set_xlim(data.index[0], data.index[-1])
colors = theme.get_colors()[1:]
for idx, word in enumerate(words):
df_interest = google_model.get_mentions(word)
ax[1].plot(df_interest.index, df_interest[word], "-", color=colors[idx])
ax[1].set_ylabel("Interest [%]")
ax[1].set_xlim(data.index[0], data.index[-1])
ax[1].legend(words)
theme.style_primary_axis(ax[0])
theme.style_primary_axis(ax[1])
if external_axes is None:
theme.visualize_output()
export_data(
export, os.path.dirname(os.path.abspath(__file__)), "interest", df_interest
)
@log_start_end(log=logger)
def display_regions(
symbol: str,
limit: int = 5,
export: str = "",
external_axes: Optional[List[plt.Axes]] = None,
):
"""Plot bars of regions based on stock's interest. [Source: Google]
Parameters
----------
symbol : str
Ticker symbol
limit: int
Number of regions to show
export: str
Format to export data
external_axes : Optional[List[plt.Axes]], optional
External axes (1 axis is expected in the list), by default None
"""
df_interest_region = google_model.get_regions(symbol)
# This plot has 1 axis
if external_axes is None:
_, ax = plt.subplots(figsize=plot_autoscale(), dpi=PLOT_DPI)
elif is_valid_axes_count(external_axes, 1):
(ax,) = external_axes
else:
return
if df_interest_region.empty:
console.print("No region data found.")
console.print("")
return
df_interest_region = df_interest_region.head(limit)
df = df_interest_region.sort_values([symbol], ascending=True)
ax.set_title(f"Regions with highest interest in {symbol}")
ax.barh(
y=df.index, width=df[symbol], color=theme.get_colors(reverse=True), zorder=3
)
ax.set_xlabel("Interest [%]")
ax.set_ylabel("Region")
theme.style_primary_axis(ax)
if external_axes is None:
theme.visualize_output()
export_data(export, os.path.dirname(os.path.abspath(__file__)), "regions", df)
@log_start_end(log=logger)
def display_queries(symbol: str, limit: int = 5, export: str = ""):
"""Print top related queries with this stock's query. [Source: Google]
Parameters
----------
symbol : str
Ticker symbol
limit: int
Number of regions to show
export: str {"csv","json","xlsx","png","jpg","pdf","svg"}
Format to export data
Returns
-------
None
"""
# Retrieve a dict with top and rising queries
df_related_queries = google_model.get_queries(symbol, limit)
df = df_related_queries[symbol]["top"]
print_rich_table(
df,
headers=list(df.columns),
title=f"Top {symbol}'s related queries",
)
export_data(
export,
os.path.dirname(os.path.abspath(__file__)),
"queries",
df,
)
@log_start_end(log=logger)
def display_rise(symbol: str, limit: int = 10, export: str = ""):
"""Print top rising related queries with this stock's query. [Source: Google]
Parameters
----------
symbol : str
Ticker symbol
limit: int
Number of queries to show
export: str
Format to export data
"""
df_related_queries = google_model.get_rise(symbol, limit)
print_rich_table(
df_related_queries,
headers=list(df_related_queries.columns),
title=f"Top rising {symbol}'s related queries",
)
export_data(
export, os.path.dirname(os.path.abspath(__file__)), "rise", df_related_queries
)