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analysis_ta_volume_indicator.py
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import numpy as np
import pandas as pd
import talib as ta
from talib import MA_Type
import os
import configparser
parser = configparser.ConfigParser()
parser.read('config.ini')
current_dir = os.path.dirname(os.path.realpath(__file__))
stock_symbol = parser.get('analysis','stock_symbol')
base_dir = parser.get('directory','base_dir')
in_dir = parser.get('directory','company_stock_marketprice_baseprice_prefilter')
out_dir = parser.get('directory','company_stock_marketprice_processed')
def main():
# read csv file and transform it to datafeed (df):
df = pd.read_csv(current_dir+"/"+base_dir+"/"+in_dir+"/"+in_dir+'_'+stock_symbol+'.csv')
# set numpy datafeed from df:
df_numpy = {
'Date': np.array(df['date']),
'Open': np.array(df['open'], dtype='float'),
'High': np.array(df['high'], dtype='float'),
'Low': np.array(df['low'], dtype='float'),
'Close': np.array(df['close'], dtype='float'),
'Volume': np.array(df['volume'], dtype='float')
}
date = df_numpy['Date']
openp = df_numpy['Open']
high = df_numpy['High']
low = df_numpy['Low']
close = df_numpy['Close']
volume = df_numpy['Volume']
#########################################
###### Volume Indicator Functions #####
#########################################
#AD - Chaikin A/D Line
ad = ta.AD(high, low, close, volume)
#ADOSC - Chaikin A/D Oscillator
adosc = ta.ADOSC(high, low, close, volume, fastperiod=3, slowperiod=10)
#OBV - On Balance Volume
obv = ta.OBV(close, volume)
df_save = pd.DataFrame(data ={
'date': np.array(df['date']),
'ad':ad,
'adosc':adosc,
'obv':obv
})
df_save.to_csv(current_dir+"/"+base_dir+"/"+out_dir+'/'+stock_symbol+"/"+out_dir+'_ta_volume_indicator_'+stock_symbol+'.csv',index=False)
if __name__ == '__main__':
main()