AFML / afml /datasets /load_datasets.py
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"""
The module implementing various functions loading tick, dollar, stock data sets which can be used as
sandbox data
"""
import os
import pandas as pd
def load_stock_prices() -> pd.DataFrame:
"""
Loads stock prices data sets consisting of
EEM, EWG, TIP, EWJ, EFA, IEF, EWQ, EWU, XLB, XLE, XLF, LQD, XLK, XLU, EPP, FXI, VGK, VPL, SPY, TLT, BND, CSJ,
DIA starting from 2008 till 2016.
:return: (pd.DataFrame) stock_prices data frame
"""
project_path = os.path.dirname(__file__)
prices_df = pd.read_csv(
os.path.join(project_path, "data/stock_prices.csv"),
index_col=0,
parse_dates=[0],
)
return prices_df
def load_tick_sample() -> pd.DataFrame:
"""
Loads E-Mini S&P 500 futures tick data sample
:return: (pd.DataFrame) with tick data sample
"""
project_path = os.path.dirname(__file__)
tick_df = pd.read_csv(
os.path.join(project_path, "data/tick_data.csv"), index_col=0, parse_dates=[0]
)
return tick_df
def load_dollar_bar_sample() -> pd.DataFrame:
"""
Loads E-Mini S&P 500 futures dollar bars data sample.
:return: (pd.DataFrame) with dollar bar data sample
"""
project_path = os.path.dirname(__file__)
bars_df = pd.read_csv(
os.path.join(project_path, "data/dollar_bar_sample.csv"),
index_col=0,
parse_dates=[0],
)
return bars_df