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fuzzy.py
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fuzzy.py
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import pandas as pd
import os
import sys
from math import log
from math import sqrt
import matplotlib.pyplot as plt
from collections import defaultdict
def candlestick(cluster):
candlestick_cluster = {}
for day in range(len(cluster)):
if(day==0):
continue
upper = 100*(cluster[day]['High'] - max(cluster[day]['Open'], cluster[day]['Close']))/cluster[day]['Open']
lower = 100*(min(cluster[day]['Open'], cluster[day]['Close']) - cluster[day]['Low'])/cluster[day]['Open']
body = 100*(cluster[day]['Close']- cluster[day]['Open'])/cluster[day]['Close']
if(cluster[day]['Low'] <= cluster[day-1]['High']):
gap=0
else:
gap=100*(cluster[day]['Low']- cluster[day-1]['High'])/cluster[day]['Low']
trend = 100*(cluster[day]['Close']- cluster[day-1]['Close'])/cluster[day]['Close']
if(cluster[day-1]['Low'] <= cluster[day]['Open']):
difopen=0
else:
difopen=100*(cluster[day-1]['Low']- cluster[day]['Open'])/cluster[day-1]['Low']
if(cluster[day-1]['High'] >= cluster[day]['Close']):
difclose=0
else:
difclose=100*(cluster[day]['Close']- cluster[day-1]['High'])/cluster[day]['Close']
if(cluster[day]['Close'] <= (cluster[day-1]['Open']+cluster[day-1]['Close'])/2):
difcentral=0
else:
difcentral=100*(cluster[day]['Close'] - (cluster[day-1]['Open']+cluster[day-1]['Close'])/2)/cluster[day]['Close']
rsi=cluster[day]['RSI']
data={'Upper': upper, 'Lower': lower, 'Body': body, 'Gap': gap, 'Trend':trend, 'Difopen': difopen, 'Difclose': difclose, 'Difcentral': difcentral, 'RSI': rsi}
candlestick_cluster[day]=data
return candlestick_cluster
#membership function
def fuzzify_candlestick(data):
fuzzified_candlestick_cluster={}
for day in range(6):
if(day==0):
continue
Fuzzy_Lower=''
Fuzzy_Upper=''
Fuzzy_Body=''
Fuzzy_Trend=''
Fuzzy_Gap=''
Fuzzy_Difopen=''
Fuzzy_Difclose=''
Fuzzy_Difcentral=''
RSI=''
#lower
fuzzy_lower={}
if(data[day]['Upper']>=0 and data[day]['Upper']<=0.5):
fuzzy_lower['NULL']=-2*data[day]['Upper']+1
fuzzy_lower['SHORT']=2*data[day]['Upper']
fuzzy_lower['MIDDLE']=0
fuzzy_lower['LONG']=0
if(max(fuzzy_lower['NULL'], fuzzy_lower['SHORT'])==fuzzy_lower['NULL']):
Fuzzy_Lower='NULL'
else:
Fuzzy_Lower='SHORT'
elif(data[day]['Upper']>0.5 and data[day]['Upper']<=1.5):
fuzzy_lower['NULL']=0
fuzzy_lower['SHORT']=1
fuzzy_lower['MIDDLE']=0
fuzzy_lower['LONG']=0
Fuzzy_Lower='SHORT'
elif(data[day]['Upper']>1.5 and data[day]['Upper']<=2.5):
fuzzy_lower['NULL']=0
fuzzy_lower['SHORT']=-data[day]['Upper']+2.5
fuzzy_lower['MIDDLE']=data[day]['Upper']-1.5
fuzzy_lower['LONG']=0
if(max(fuzzy_lower['MIDDLE'], fuzzy_lower['SHORT'])==fuzzy_lower['MIDDLE']):
Fuzzy_Lower='MIDDLE'
else:
Fuzzy_Lower='SHORT'
elif(data[day]['Upper']>2.5 and data[day]['Upper']<=3.5):
fuzzy_lower['NULL']=0
fuzzy_lower['SHORT']=0
fuzzy_lower['MIDDLE']=1
fuzzy_lower['LONG']=0
Fuzzy_Lower='MIDDLE'
elif(data[day]['Upper']>3.5 and data[day]['Upper']<=5):
fuzzy_lower['NULL']=0
fuzzy_lower['SHORT']=0
fuzzy_lower['MIDDLE']=(-2*data[day]['Upper']+10)/3
fuzzy_lower['LONG']=(2*data[day]['Upper']-7)/3
if(max(fuzzy_lower['MIDDLE'], fuzzy_lower['LONG'])==fuzzy_lower['MIDDLE']):
Fuzzy_Lower='MIDDLE'
else:
Fuzzy_Lower='LONG'
elif(data[day]['Upper']>5):
fuzzy_lower['NULL']=0
fuzzy_lower['SHORT']=0
fuzzy_lower['MIDDLE']=0
fuzzy_lower['LONG']=1
Fuzzy_Lower='LONG'
#upper
fuzzy_upper={}
if(data[day]['Upper']>=0 and data[day]['Upper']<=0.5):
fuzzy_upper['NULL']=-2*data[day]['Upper']+1
fuzzy_upper['SHORT']=2*data[day]['Upper']
fuzzy_upper['MIDDLE']=0
fuzzy_upper['LONG']=0
if(max(fuzzy_upper['NULL'], fuzzy_upper['SHORT'])==fuzzy_upper['NULL']):
Fuzzy_Upper='NULL'
else:
Fuzzy_Upper='SHORT'
elif(data[day]['Upper']>0.5 and data[day]['Upper']<=1.5):
fuzzy_upper['NULL']=0
fuzzy_upper['SHORT']=1
fuzzy_upper['MIDDLE']=0
fuzzy_upper['LONG']=0
Fuzzy_Upper='SHORT'
elif(data[day]['Upper']>1.5 and data[day]['Upper']<=2.5):
fuzzy_upper['NULL']=0
fuzzy_upper['SHORT']=-data[day]['Upper']+2.5
fuzzy_upper['MIDDLE']=data[day]['Upper']-1.5
fuzzy_upper['LONG']=0
if(max(fuzzy_upper['SHORT'], fuzzy_upper['MIDDLE'])==fuzzy_upper['MIDDLE']):
Fuzzy_Upper='MIDDLE'
else:
Fuzzy_Upper='SHORT'
elif(data[day]['Upper']>2.5 and data[day]['Upper']<=3.5):
fuzzy_upper['NULL']=0
fuzzy_upper['SHORT']=0
fuzzy_upper['MIDDLE']=1
fuzzy_upper['LONG']=0
Fuzzy_Upper='MIDDLE'
elif(data[day]['Upper']>3.5 and data[day]['Upper']<=5):
fuzzy_upper['NULL']=0
fuzzy_upper['SHORT']=0
fuzzy_upper['MIDDLE']=(-2*data[day]['Upper']+10)/3
fuzzy_upper['LONG']=(2*data[day]['Upper']-7)/3
if(max(fuzzy_upper['MIDDLE'], fuzzy_upper['LONG'])==fuzzy_upper['LONG']):
Fuzzy_Upper='LONG'
else:
Fuzzy_Upper='MIDDLE'
elif(data[day]['Upper']>5):
fuzzy_upper['NULL']=0
fuzzy_upper['SHORT']=0
fuzzy_upper['MIDDLE']=0
fuzzy_upper['LONG']=1
Fuzzy_Upper='LONG'
#body
fuzzy_body={}
if(data[day]['Body']<=-5):
fuzzy_body['BLACK_LONG']=1
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['BLACK_LONG']):
Fuzzy_Body='BLACK_LONG'
if(data[day]['Body']>-5 and data[day]['Body']<=-3.5):
fuzzy_body['BLACK_LONG']=(-2*data[day]['Body']-7)/3
fuzzy_body['BLACK_MIDDLE']=(2*data[day]['Body']+10)/3
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['BLACK_LONG']):
Fuzzy_Body='BLACK_LONG'
else:
Fuzzy_Body='BLACK_MIDDLE'
if(data[day]['Body']>-3.5 and data[day]['Body']<=-2.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=1
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
Fuzzy_Body='BLACK_MIDDLE'
if(data[day]['Body']>-2.5 and data[day]['Body']<=-1.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=-data[day]['Body']-1.5
fuzzy_body['BLACK_SHORT']=data[day]['Body']+2.5
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['BLACK_MIDDLE']):
Fuzzy_Body='BLACK_MIDDLE'
else:
Fuzzy_Body='BLACK_SHORT'
if(data[day]['Body']>-1.5 and data[day]['Body']<=-0.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=1
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
Fuzzy_Body='BLACK_SHORT'
if(data[day]['Body']>-0.5 and data[day]['Body']<=0):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=-2*data[day]['Body']
fuzzy_body['EQUAL']=2*data[day]['Body']
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['BLACK_SHORT']):
Fuzzy_Body='BLACK_SHORT'
else:
Fuzzy_Body='EQUAL'
if(data[day]['Body']>0 and data[day]['Body']<=0.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=-2*data[day]['Body']+1
fuzzy_body['WHITE_SHORT']=2*data[day]['Body']
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['EQUAL']):
Fuzzy_Body='EQUAL'
else:
Fuzzy_Body='WHITE_SHORT'
if(data[day]['Body']>0.5 and data[day]['Body']<=1.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=1
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=0
Fuzzy_Body='WHITE_SHORT'
if(data[day]['Body']>1.5 and data[day]['Body']<=2.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=-data[day]['Body'] + 2.5
fuzzy_body['WHITE_MIDDLE']=data[day]['Body'] - 1.5
fuzzy_body['WHITE_LONG']=0
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['WHITE_SHORT']):
Fuzzy_Body='WHITE_SHORT'
else:
Fuzzy_Body='WHITE_MIDDLE'
if(data[day]['Body']>2.5 and data[day]['Body']<=3.5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=1
fuzzy_body['WHITE_LONG']=0
Fuzzy_Body='WHITE_MIDDLE'
if(data[day]['Body']>3.5 and data[day]['Body']<=5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=(-2*data[day]['Body']+10)/3
fuzzy_body['WHITE_LONG']=(2*data[day]['Body']-7)/3
if(max(fuzzy_body['BLACK_LONG'],
fuzzy_body['BLACK_MIDDLE'],
fuzzy_body['BLACK_SHORT'],
fuzzy_body['EQUAL'],
fuzzy_body['WHITE_SHORT'],
fuzzy_body['WHITE_MIDDLE'],
fuzzy_body['WHITE_LONG'])==fuzzy_body['WHITE_MIDDLE']):
Fuzzy_Body='WHITE_MIDDLE'
else:
Fuzzy_Body='WHITE_LONG'
if(data[day]['Body']>5):
fuzzy_body['BLACK_LONG']=0
fuzzy_body['BLACK_MIDDLE']=0
fuzzy_body['BLACK_SHORT']=0
fuzzy_body['EQUAL']=0
fuzzy_body['WHITE_SHORT']=0
fuzzy_body['WHITE_MIDDLE']=0
fuzzy_body['WHITE_LONG']=1
Fuzzy_Body='WHITE_LONG'
#trend
fuzzy_trend={}
if(data[day]['Trend']<=-5):
fuzzy_trend['LONG_BEARISH']=1
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
Fuzzy_Trend='LONG_BEARISH'
if(data[day]['Trend']>-5 and data[day]['Trend']<=-3.5):
fuzzy_trend['LONG_BEARISH']=(-2*data[day]['Trend']-7)/3
fuzzy_trend['MIDDLE_BEARISH']=(2*data[day]['Trend']+10)/3
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
if(max(fuzzy_trend['LONG_BEARISH'],
fuzzy_trend['MIDDLE_BEARISH'],
fuzzy_trend['SHORT_BEARISH'],
fuzzy_trend['NULL'],
fuzzy_trend['SHORT_BULLISH'],
fuzzy_trend['MIDDLE_BULLISH'],
fuzzy_trend['LONG_BULLISH'])==fuzzy_trend['LONG_BEARISH']):
Fuzzy_Trend='LONG_BEARISH'
else:
Fuzzy_Trend='MIDDLE_BEARISH'
if(data[day]['Trend']>-3.5 and data[day]['Trend']<=-2.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=1
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
Fuzzy_Trend='MIDDLE_BEARISH'
if(data[day]['Trend']>-2.5 and data[day]['Trend']<=-1.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=-data[day]['Trend']-1.5
fuzzy_trend['SHORT_BEARISH']=data[day]['Trend']+2.5
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
if(max(fuzzy_trend['LONG_BEARISH'],
fuzzy_trend['MIDDLE_BEARISH'],
fuzzy_trend['SHORT_BEARISH'],
fuzzy_trend['NULL'],
fuzzy_trend['SHORT_BULLISH'],
fuzzy_trend['MIDDLE_BULLISH'],
fuzzy_trend['LONG_BULLISH'])==fuzzy_trend['MIDDLE_BEARISH']):
Fuzzy_Trend='MIDDLE_BEARISH'
else:
Fuzzy_Trend='SHORT_BEARISH'
if(data[day]['Trend']>-1.5 and data[day]['Trend']<=-0.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=1
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
Fuzzy_Trend='SHORT_BEARISH'
if(data[day]['Trend']>-0.5 and data[day]['Trend']<=0):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=-2*data[day]['Trend']
fuzzy_trend['NULL']=2*data[day]['Trend']
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
if(max(fuzzy_trend['LONG_BEARISH'],
fuzzy_trend['MIDDLE_BEARISH'],
fuzzy_trend['SHORT_BEARISH'],
fuzzy_trend['NULL'],
fuzzy_trend['SHORT_BULLISH'],
fuzzy_trend['MIDDLE_BULLISH'],
fuzzy_trend['LONG_BULLISH'])==fuzzy_trend['SHORT_BEARISH']):
Fuzzy_Trend='SHORT_BEARISH'
else:
Fuzzy_Trend='NULL'
if(data[day]['Trend']>0 and data[day]['Trend']<=0.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=-2*data[day]['Trend']+1
fuzzy_trend['SHORT_BULLISH']=2*data[day]['Trend']
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
if(max(fuzzy_trend['LONG_BEARISH'],
fuzzy_trend['MIDDLE_BEARISH'],
fuzzy_trend['SHORT_BEARISH'],
fuzzy_trend['NULL'],
fuzzy_trend['SHORT_BULLISH'],
fuzzy_trend['MIDDLE_BULLISH'],
fuzzy_trend['LONG_BULLISH'])==fuzzy_trend['SHORT_BULLISH']):
Fuzzy_Trend='SHORT_BULLISH'
else:
Fuzzy_Trend='NULL'
if(data[day]['Trend']>0.5 and data[day]['Trend']<=1.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=1
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=0
Fuzzy_Trend='SHORT_BULLISH'
if(data[day]['Trend']>1.5 and data[day]['Trend']<=2.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=-data[day]['Trend'] + 2.5
fuzzy_trend['MIDDLE_BULLISH']=data[day]['Trend'] - 1.5
fuzzy_trend['LONG_BULLISH']=0
if(max(fuzzy_trend['LONG_BEARISH'],
fuzzy_trend['MIDDLE_BEARISH'],
fuzzy_trend['SHORT_BEARISH'],
fuzzy_trend['NULL'],
fuzzy_trend['SHORT_BULLISH'],
fuzzy_trend['MIDDLE_BULLISH'],
fuzzy_trend['LONG_BULLISH'])==fuzzy_trend['SHORT_BULLISH']):
Fuzzy_Trend='SHORT_BULLISH'
else:
Fuzzy_Trend='MIDDLE_BULLISH'
if(data[day]['Trend']>2.5 and data[day]['Trend']<=3.5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=1
fuzzy_trend['LONG_BULLISH']=0
Fuzzy_Trend='MIDDLE_BULLISH'
if(data[day]['Trend']>3.5 and data[day]['Trend']<=5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=(-2*data[day]['Trend']+10)/3
fuzzy_trend['LONG_BULLISH']=(2*data[day]['Trend']-7)/3
if(max(fuzzy_trend['LONG_BEARISH'],
fuzzy_trend['MIDDLE_BEARISH'],
fuzzy_trend['SHORT_BEARISH'],
fuzzy_trend['NULL'],
fuzzy_trend['SHORT_BULLISH'],
fuzzy_trend['MIDDLE_BULLISH'],
fuzzy_trend['LONG_BULLISH'])==fuzzy_trend['LONG_BULLISH']):
Fuzzy_Trend='LONG_BULLISH'
else:
Fuzzy_Trend='MIDDLE_BULLISH'
if(data[day]['Trend']>5):
fuzzy_trend['LONG_BEARISH']=0
fuzzy_trend['MIDDLE_BEARISH']=0
fuzzy_trend['SHORT_BEARISH']=0
fuzzy_trend['NULL']=0
fuzzy_trend['SHORT_BULLISH']=0
fuzzy_trend['MIDDLE_BULLISH']=0
fuzzy_trend['LONG_BULLISH']=1
Fuzzy_Trend='LONG_BULLISH'
#gap
fuzzy_gap={}
if(data[day]['Gap']>=0 and data[day]['Gap']<=0.5):
fuzzy_gap['NULL']=-2*data[day]['Gap']+1
fuzzy_gap['SHORT']=2*data[day]['Gap']
fuzzy_gap['MIDDLE']=0
fuzzy_gap['LONG']=0
if(max(fuzzy_gap['NULL'],
fuzzy_gap['SHORT'],
fuzzy_gap['MIDDLE'],
fuzzy_gap['LONG'])==fuzzy_gap['NULL']):
Fuzzy_Gap='NULL'
else:
Fuzzy_Gap='SHORT'
if(data[day]['Gap']>0.5 and data[day]['Gap']<=1):
fuzzy_gap['NULL']=0
fuzzy_gap['SHORT']=1
fuzzy_gap['MIDDLE']=0
fuzzy_gap['LONG']=0
Fuzzy_Gap='SHORT'
if(data[day]['Gap']>1 and data[day]['Gap']<=1.5):
fuzzy_gap['NULL']=0
fuzzy_gap['SHORT']=-2*data[day]['Gap']+3
fuzzy_gap['MIDDLE']=2*data[day]['Gap']-2
fuzzy_gap['LONG']=0
if(max(fuzzy_gap['NULL'],
fuzzy_gap['SHORT'],
fuzzy_gap['MIDDLE'],
fuzzy_gap['LONG'])==fuzzy_gap['MIDDLE']):
Fuzzy_Gap='MIDDLE'
else:
Fuzzy_Gap='SHORT'
if(data[day]['Gap']>1.5 and data[day]['Gap']<=2):
fuzzy_gap['NULL']=0
fuzzy_gap['SHORT']=0
fuzzy_gap['MIDDLE']=1
fuzzy_gap['LONG']=0
Fuzzy_Gap='MIDDLE'
if(data[day]['Gap']>2 and data[day]['Gap']<=2.5):
fuzzy_gap['NULL']=0
fuzzy_gap['SHORT']=0
fuzzy_gap['MIDDLE']=-2*data[day]['Gap']+5
fuzzy_gap['LONG']=2*data[day]['Gap']-4
if(max(fuzzy_gap['NULL'],
fuzzy_gap['SHORT'],
fuzzy_gap['MIDDLE'],
fuzzy_gap['LONG'])==fuzzy_gap['MIDDLE']):
Fuzzy_Gap='MIDDLE'
else:
Fuzzy_Gap='LONG'
if(data[day]['Gap']>2.5):
fuzzy_gap['NULL']=0
fuzzy_gap['SHORT']=0
fuzzy_gap['MIDDLE']=0
fuzzy_gap['LONG']=1
Fuzzy_Gap='LONG'
#difopen
fuzzy_difopen={}
if(data[day]['Difopen']>=0 and data[day]['Difopen']<=0.5):
fuzzy_difopen['NULL']=-2*data[day]['Difopen']+1
fuzzy_difopen['SHORT']=2*data[day]['Difopen']
fuzzy_difopen['MIDDLE']=0
fuzzy_difopen['LONG']=0
if(max(fuzzy_difopen['NULL'],
fuzzy_difopen['SHORT'],
fuzzy_difopen['MIDDLE'],
fuzzy_difopen['LONG'])==fuzzy_difopen['NULL']):
Fuzzy_Difopen='NULL'
else:
Fuzzy_Difopen='SHORT'
if(data[day]['Difopen']>0.5 and data[day]['Difopen']<=1.5):
fuzzy_difopen['NULL']=0
fuzzy_difopen['SHORT']=1
fuzzy_difopen['MIDDLE']=0
fuzzy_difopen['LONG']=0
Fuzzy_Difopen='SHORT'
if(data[day]['Difopen']>1.5 and data[day]['Difopen']<=2.5):
fuzzy_difopen['NULL']=0
fuzzy_difopen['SHORT']=-data[day]['Difopen']+2.5
fuzzy_difopen['MIDDLE']=data[day]['Difopen']-1.5
fuzzy_difopen['LONG']=0
if(max(fuzzy_difopen['NULL'],
fuzzy_difopen['SHORT'],
fuzzy_difopen['MIDDLE'],
fuzzy_difopen['LONG'])==fuzzy_difopen['SHORT']):
Fuzzy_Difopen='SHORT'
else:
Fuzzy_Difopen='MIDDLE'
if(data[day]['Difopen']>2.5 and data[day]['Difopen']<=3.5):
fuzzy_difopen['NULL']=0
fuzzy_difopen['SHORT']=0
fuzzy_difopen['MIDDLE']=1
fuzzy_difopen['LONG']=0
Fuzzy_Difopen='MIDDLE'
if(data[day]['Difopen']>3.5 and data[day]['Difopen']<=5):
fuzzy_difopen['NULL']=0
fuzzy_difopen['SHORT']=0
fuzzy_difopen['MIDDLE']=(-2*data[day]['Difopen']+10)/3
fuzzy_difopen['LONG']=(2*data[day]['Difopen']-7)/3
if(max(fuzzy_difopen['NULL'],
fuzzy_difopen['SHORT'],
fuzzy_difopen['MIDDLE'],
fuzzy_difopen['LONG'])==fuzzy_difopen['LONG']):
Fuzzy_Difopen='LONG'
else:
Fuzzy_Difopen='MIDDLE'
if(data[day]['Difopen']>5):
fuzzy_difopen['NULL']=0
fuzzy_difopen['SHORT']=0
fuzzy_difopen['MIDDLE']=0
fuzzy_difopen['LONG']=1
Fuzzy_Difopen='LONG'
#difclose
fuzzy_difclose={}
if(data[day]['Difclose']>=0 and data[day]['Difclose']<=0.5):
fuzzy_difclose['NULL']=-2*data[day]['Difclose']+1
fuzzy_difclose['SHORT']=2*data[day]['Difclose']
fuzzy_difclose['MIDDLE']=0
fuzzy_difclose['LONG']=0
if(max(fuzzy_difclose['NULL'],
fuzzy_difclose['SHORT'],
fuzzy_difclose['MIDDLE'],
fuzzy_difclose['LONG'])==fuzzy_difclose['NULL']):
Fuzzy_Difclose='NULL'
else:
Fuzzy_Difclose='SHORT'
if(data[day]['Difclose']>0.5 and data[day]['Difclose']<=1.5):
fuzzy_difclose['NULL']=0
fuzzy_difclose['SHORT']=1
fuzzy_difclose['MIDDLE']=0
fuzzy_difclose['LONG']=0
Fuzzy_Difclose='SHORT'
if(data[day]['Difclose']>1.5 and data[day]['Difclose']<=2.5):
fuzzy_difclose['NULL']=0
fuzzy_difclose['SHORT']=-data[day]['Difclose']+2.5
fuzzy_difclose['MIDDLE']=data[day]['Difclose']-1.5
fuzzy_difclose['LONG']=0
if(max(fuzzy_difclose['NULL'],
fuzzy_difclose['SHORT'],
fuzzy_difclose['MIDDLE'],
fuzzy_difclose['LONG'])==fuzzy_difclose['SHORT']):
Fuzzy_Difclose='SHORT'
else:
Fuzzy_Difclose='MIDDLE'
if(data[day]['Difclose']>2.5 and data[day]['Difclose']<=3.5):
fuzzy_difclose['NULL']=0
fuzzy_difclose['SHORT']=0
fuzzy_difclose['MIDDLE']=1
fuzzy_difclose['LONG']=0
Fuzzy_Difclose='MIDDLE'
if(data[day]['Difclose']>3.5 and data[day]['Difclose']<=5):
fuzzy_difclose['NULL']=0
fuzzy_difclose['SHORT']=0
fuzzy_difclose['MIDDLE']=(-2*data[day]['Difclose']+10)/3
fuzzy_difclose['LONG']=(2*data[day]['Difclose']-7)/3
if(max(fuzzy_difclose['NULL'],
fuzzy_difclose['SHORT'],
fuzzy_difclose['MIDDLE'],
fuzzy_difclose['LONG'])==fuzzy_difclose['LONG']):
Fuzzy_Difclose='LONG'
else:
Fuzzy_Difclose='MIDDLE'
if(data[day]['Difclose']>5):
fuzzy_difclose['NULL']=0
fuzzy_difclose['SHORT']=0
fuzzy_difclose['MIDDLE']=0
fuzzy_difclose['LONG']=1
Fuzzy_Difclose='LONG'
#difcentral
fuzzy_difcentral={}
if(data[day]['Difcentral']>=0 and data[day]['Difcentral']<=0.5):
fuzzy_difcentral['NULL']=-2*data[day]['Difcentral']+1
fuzzy_difcentral['SHORT']=2*data[day]['Difcentral']
fuzzy_difcentral['MIDDLE']=0
fuzzy_difcentral['LONG']=0
if(max(fuzzy_difcentral['NULL'],
fuzzy_difcentral['SHORT'],
fuzzy_difcentral['MIDDLE'],
fuzzy_difcentral['LONG'])==fuzzy_difcentral['NULL']):
Fuzzy_Difcentral='NULL'
else:
Fuzzy_Difcentral='SHORT'
if(data[day]['Difcentral']>0.5 and data[day]['Difcentral']<=1.5):
fuzzy_difcentral['NULL']=0
fuzzy_difcentral['SHORT']=1
fuzzy_difcentral['MIDDLE']=0
fuzzy_difcentral['LONG']=0
Fuzzy_Difcentral='SHORT'
if(data[day]['Difcentral']>1.5 and data[day]['Difcentral']<=2.5):
fuzzy_difcentral['NULL']=0
fuzzy_difcentral['SHORT']=-data[day]['Difcentral']+2.5
fuzzy_difcentral['MIDDLE']=data[day]['Difcentral']-1.5
fuzzy_difcentral['LONG']=0
if(max(fuzzy_difcentral['NULL'],
fuzzy_difcentral['SHORT'],
fuzzy_difcentral['MIDDLE'],
fuzzy_difcentral['LONG'])==fuzzy_difcentral['MIDDLE']):
Fuzzy_Difcentral='MIDDLE'
else:
Fuzzy_Difcentral='SHORT'
if(data[day]['Difcentral']>2.5 and data[day]['Difcentral']<=3.5):
fuzzy_difcentral['NULL']=0
fuzzy_difcentral['SHORT']=0
fuzzy_difcentral['MIDDLE']=1
fuzzy_difcentral['LONG']=0
Fuzzy_Difcentral='MIDDLE'
if(data[day]['Difcentral']>3.5 and data[day]['Difcentral']<=5):
fuzzy_difcentral['NULL']=0
fuzzy_difcentral['SHORT']=0
fuzzy_difcentral['MIDDLE']=(-2*data[day]['Difcentral']+10)/3
fuzzy_difcentral['LONG']=(2*data[day]['Difcentral']-7)/3
if(max(fuzzy_difcentral['NULL'],
fuzzy_difcentral['SHORT'],
fuzzy_difcentral['MIDDLE'],
fuzzy_difcentral['LONG'])==fuzzy_difcentral['MIDDLE']):
Fuzzy_Difcentral='MIDDLE'
else:
Fuzzy_Difcentral='LONG'
if(data[day]['Difcentral']>5):
fuzzy_difcentral['NULL']=0
fuzzy_difcentral['SHORT']=0
fuzzy_difcentral['MIDDLE']=0
fuzzy_difcentral['LONG']=1
Fuzzy_Difcentral='LONG'
# RSI
if(data[day]['RSI']<=55 and data[day]['RSI']>45):
RSI='NULL'
if(data[day]['RSI']<=65 and data[day]['RSI']>55):
RSI='LOW_BULLISH'
if(data[day]['RSI']<=75 and data[day]['RSI']>65):
RSI='MEDIUM_BULLISH'
if(data[day]['RSI']<=85 and data[day]['RSI']>75):
RSI='HIGH_BULLISH'
if(data[day]['RSI']<=100 and data[day]['RSI']>85):
RSI='VERY_HIGH_BULLISH'
if(data[day]['RSI']<=45 and data[day]['RSI']>35):
RSI='LOW_BEARISH'
if(data[day]['RSI']<=35 and data[day]['RSI']>25):
RSI='MEDIUM_BEARISH'
if(data[day]['RSI']<=25 and data[day]['RSI']>=0):
RSI='HIGH_BEARISH'
if(data[day]['RSI']<=85 and data[day]['RSI']>75):
RSI='VERY_HIGH_BEARISH'
fuzzified_candlestick_cluster[day]={'Fuzzy_Lower': Fuzzy_Lower, 'Fuzzy_Upper': Fuzzy_Upper, 'Fuzzy_Body': Fuzzy_Body, 'Fuzzy_Trend': Fuzzy_Trend, 'Fuzzy_Gap': Fuzzy_Gap, 'Fuzzy_Difopen': Fuzzy_Difopen, 'Fuzzy_Difclose': Fuzzy_Difclose, 'Fuzzy_Difcentral': Fuzzy_Difcentral, 'RSI': RSI}
return fuzzified_candlestick_cluster
def identify_candlestick(cluster, candlestick_cluster, fuzzified_candlestick_cluster):
identified_candlestick = {
'Kicking_Bullish' : 0,
'Kicking_Bearish' : 0,
'Engulfing_Bullish' : 0,
'Engulfing_Bearish' : 0,
'Harami_Bullish' : 0,
'Harami_Bearish' : 0,
'Meeting_Line_Bullish' : 0,
'Meeting_Line_Bearish' : 0,
'Hammer' : 0,
'Inverted_Hammer' : 0,
'Piercing_Line' : 0,
'One_White_Soldier' : 0,
'Homing_Pigeon' : 0,
'Hanging_Man' : 0,
'Descending_Hawk' : 0,
'One_Black_Crow' : 0,
'Dark_Cloud_Clover' : 0}
# 2 DAY BULLISH CANDLESTICKS
kicking={}
engulfing={}
harami={}
hammer={}
inverted_hammer={}
piercing_line={}
one_white_soldier={}
homing_pigeon={}
meeting_line={}
# 3 DAY BULLISH CANDLESTICKS
# morning_star={}
# threee_white_soldiers={}
#kicking
if(fuzzified_candlestick_cluster[4]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[4]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='NULL' and
cluster[5]['Low'] > cluster[4]['High'] and
candlestick_cluster[4]['Body']<-0.5 and
candlestick_cluster[5]['Body']>0.5):
if(fuzzified_candlestick_cluster[4]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[4]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Gap']=='LONG'):
kicking['Bullish']='HIGH'
elif(fuzzified_candlestick_cluster[4]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[4]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Gap']=='MIDDLE'):
kicking['Bullish']='MEDIUM_HIGH'
elif(fuzzified_candlestick_cluster[4]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[4]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Gap']=='SHORT'):
kicking['Bullish']='MEDIUM'
else:
kicking['Bullish']='HOLD'
identified_candlestick['Kicking_Bullish']=1
#hammer
if(cluster[5]['Low'] < cluster[4]['Low'] and
fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
cluster[5]['High'] - max(cluster[5]['Open'], cluster[5]['Close']) < cluster[5]['Body']/5 and
min(cluster[5]['Open'], cluster[5]['Close']) - cluster[5]['Low'] > 2*abs(cluster[5]['Open']-cluster[5]['Close']) ):
if(fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='LONG' or fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='MIDDLE') and
fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='SHORT_BEARISH' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='WHITE_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='BLACK_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='EQUAL') ):
hammer['Bullish']='HIGH'
elif(fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='SHORT' and
fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='SHORT_BEARISH' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='WHITE_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='BLACK_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='EQUAL') ):
hammer['Bullish']='MEDIUM_HIGH'
elif(fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='SHORT' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='LONG' or fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='MIDDLE') and
fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='SHORT_BEARISH' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='WHITE_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='BLACK_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='EQUAL') ):
hammer['Bullish']='MEDIUM'
elif(fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='LONG' or fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='MIDDLE') and
(fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='MIDDLE' or fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='LONG_BEARISH') and
(fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='WHITE_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='BLACK_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='EQUAL') ):
hammer['Bullish']='MEDIUM'
elif(fuzzified_candlestick_cluster[5]['Fuzzy_Upper']=='NULL' and
(fuzzified_candlestick_cluster[5]['Fuzzy_Lower']=='SHORT') and
(fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='MIDDLE' or fuzzified_candlestick_cluster[5]['Fuzzy_Trend']=='LONG_BEARISH') and
(fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='WHITE_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='BLACK_SHORT' or fuzzified_candlestick_cluster[5]['Fuzzy_Body']=='EQUAL') ):
hammer['Bullish']='MEDIUM_LOW'