Guppy Strategy Screener Using Python and Zerodha
This is a programming lesson. So there will be very less amount of explanation and more code. If you’re stuck somewhere, feel free to comment.
Stock Screener
What is a Stock Screener?
A stock screener is a tool to shortlist few companies from a pool of all the listed companies on a stock exchange using filters on the basis of indicator result (RSI,GUPPY,SMA,).shows the result of buy and sell stocks, which one is better option for buy or sell .
The investors specify the filters and the stock screener gives the results accordingly. Stock screeners are very useful as it can save you a lot of time.
You do not need to go through all the listed companies to shortlist few good ones. You can just apply the basic filter to get the list of few good ones that you want to investigate further. Overall, the stock screener will help you to find good performing stocks according to your specifications with a single click.
Note – The structure of historical data and live data from Zerodha is identical. During the development and testing of functions, it’s not feasible to wait for days or months to validate their performance using live data.
To address this, we’ll initially test and validate our functions using historical data. Once we have confirmed that the functions generate accurate signals and execute trades correctly with historical data, we can seamlessly transition to using live data for real-time trading.
Understanding the Guppy Strategy
Concept
EMAs Used: The strategy employs two groups of EMAs:
- Short-term EMAs (Fast EMAs): These are calculated over shorter time frames (e.g., 3, 5, 7 days). They are more sensitive to recent price movements and can indicate short-term trends.
- Long-term EMAs (Slow EMAs): Calculated over longer periods (e.g., 30, 35, 40 days), they reflect the underlying trend over a longer time horizon.
Buy Signal Conditions
- The fast EMAs are aligned in ascending order (each EMA is higher than the previous one), suggesting a short-term upward trend.
- The slow EMAs are also aligned in ascending order, indicating a longer-term upward trend.
- The fast EMAs are above the slow EMAs, reinforcing the strength of the upward trend.
- Additional conditions such as the price closing higher than the opening (bullish candle) might be used for confirmation.
Sell Signal Conditions
- The fast EMAs are aligned in descending order, suggesting a short-term downward trend.
- The slow EMAs are also aligned in descending order, indicating a longer-term downward trend.
- The fast EMAs are below the slow EMAs, reinforcing the strength of the downward trend.
- Additional conditions like the price closing lower than the opening (bearish candle) can be used for confirmation.
Python Code
The script runs a screener for different time frames (5 minutes, 15 minutes, 30 minutes) for a list of stock tokens. It computes EMAs for each stock at every interval and then applies the super_guppy function to determine the current trend’s color (green for buy, red for sell, aqua, and blue for other conditions).
- Super Guppy Function: This function calculates the EMAs for each stock and determines the color of the trend based on the alignment and positioning of the fast and slow EMAs.
- Arrow Plotting: The script includes logic for plotting arrows (buy or sell signals) based on the conditions mentioned above. It uses the
barssincefunction to determine the bars since the last buy or sell arrow.
from datetime import date, timedelta
import pandas as pd
from pytz import timezone
print(" \t \t \t \t \t \n WELCOME TO SCREENER ")
print("\n" )
scan=str(input("DO you want Scanning ? YES/NO :-"))
if "YES"==scan or "yes"==scan:
print("SCANNING START")
#z=list(pd.read_csv("list.csv")["Symbol"])
z=list(set(instrumentList[instrumentList['segment'] == 'NFO-FUT']["name"].to_list()))
eexchange="NSE"
time_frame ="5minute" ###
# Set the start and end dates for data retrieval
sdate = (date.today() - timedelta(days=15)).strftime("%Y-%m-%d")
todate = date.today().strftime("%Y-%m-%d")
tokenall=[]
aa=0
print(" \t \t \t \n Getting All tokens for processing BUY SELL ")
while(True):
ttoken=int(pd.DataFrame(kite.ltp(eexchange+":"+z[aa])).iloc[-2,0])
tokenall.append(ttoken)
aa=aa+1
if aa==50:
print(" \t \t \t \n Complete ! All tokens are fetched from file ")
print("\n" )
print(tokenall)
break
print(" Now checking Condition of BUY sell of GUPPY ")
#Variables
eduu=[]
eduu2=[]
eduu3=[]
buy5minute=[]
sell5minute=[]
buy10minute=[]
sell10minute=[]
buy15minute=[]
sell15minute=[]
##
lst_candle=[]
lst_heikin_nor=[]
lst_heikin=[]
lst_cand=[]
lst_c=[]
anchor=0
countstart=0
#programe start
a=0
BUY_listindicator=[]
SELL_listindicator=[]
sell5minutesym=[]
buy5minutesym=[]
buy10minutesym=[]
sell10minutesym=[]
buy15minutesym=[]
sell15minutesym=[]
#
#price
price5min_buy=[]
price5min_sell=[]
price15min_buy=[]
price15min_sell=[]
price30min_buy=[]
price30min_sell=[]
priceedit=[]
print(a)
def ashi():
global a
global BUY_listindicator
global SELL_listindicator
while(True):
print("\n" )
print("Current Token Number which is processing is",a)
#km=datetime.now().minute
#ks=datetime.now().second
#if km%1==0 and ks==1:
now_utc = datetime.now(timezone('UTC'))
now_asia = now_utc.astimezone(timezone('Asia/Kolkata'))
#now_asia = now_asia.strftime("%S ")
now_asia = now_asia.strftime("%Y-%m-%d _ %H:%M:%S ")
edu=now_asia
eduu.append(edu)
dff=kite.historical_data(tokenall[a],sdate,todate,time_frame,0)
dfw=pd.DataFrame(dff)[:-1]
df=pd.DataFrame(dfw[['date','open','high','low','close']])
slow_ema = [3,5,7,9,11,13,15,17,19,21,23]
fast_ema = [25,28,31,34,37,40,43,46,49,52,55,58,61,64,67,70,200]
def EMA(df, base, target, period, alpha=False):
con = pd.concat([df[:period][base].rolling(window=period).mean(), df[period:][base]])
if (alpha == True):
# (1 - alpha) * previous_val + alpha * current_val where alpha = 1 / period
df[target] = con.ewm(alpha=1 / period, adjust=False).mean()
else:
# ((current_val - previous_val) * coeff) + previous_val where coeff = 2 / (period + 1)
df[target] = con.ewm(span=period, adjust=False).mean()
df.fillna(0,inplace = True)
# return df
for j in slow_ema:
val = "ema"+"_"+str(j)
EMA(df,"close",val,j)
for k in fast_ema:
val = "ema"+"_"+str(k)
EMA(df,"close",val,k)
def super_guppy(interval,df,anchor=0):
anchor = 0
ShowBreak = True
ShowSwing = True
ShowCon = False
uOCCswing = False
Lookback = 6
emaFilter = False
mult = 0
buybreak = 0
sellbreak = 0
buy_barssince_var = 0
sell_barssince_var = 0
buybreak_barssince_var = 0
sellbreak_barssince_var = 0
barssince_lst = list()
barssince_var = 0
bar_count_var = 0
buy1 = list()
sell1 = list()
buy2 = list()
sell2 = list()
buybreak1 = list()
sellbreak1 = list()
def barssince(b,barssince_var):
barssince_lst = []
barssince_var = 0
new_var = len(b)
for i in b[::-1]:
if i == 1:
break
barssince_lst.append(i)
barssince_var = len(barssince_lst)
return barssince_var
barssince_lst.clear()
#isIntraday
if interval < 1441 :
if (anchor==0 or interval <= 0 or interval >= anchor or anchor > 1441 ):
mult = 1
else:
if round(anchor/interval) > 1:
mult = round(anchor/interval)
else:
mult = 1
else:
mult = 1
#isIntraday Not
if interval > 1441:
if (anchor==0 or interval <= 0 or interval >= anchor or anchor < 52 ):
mult = mult
else:
if round(anchor/interval) > 1:
mult = round(anchor/interval)
else:
mult = 1
else:
mult = mult
mult = 1
for i in range(len(df)):
emaF1 = df.loc[i,'ema_3']
emaF2 = df.loc[i,'ema_5']
emaF3 = df.loc[i,'ema_7']
emaF4 = df.loc[i,'ema_9']
emaF5 = df.loc[i,'ema_11']
emaF6 = df.loc[i,'ema_13']
emaF7 = df.loc[i,'ema_15']
emaF8 = df.loc[i,'ema_17']
emaF9 = df.loc[i,'ema_19']
emaF10 = df.loc[i,'ema_21']
emaF11 = df.loc[i,'ema_23']
emaS1 = df.loc[i,'ema_25']
emaS2 = df.loc[i,'ema_28']
emaS3 = df.loc[i,'ema_31']
emaS4 = df.loc[i,'ema_34']
emaS5 = df.loc[i,'ema_37']
emaS6 = df.loc[i,'ema_40']
emaS7 = df.loc[i,'ema_43']
emaS8 = df.loc[i,'ema_46']
emaS9 = df.loc[i,'ema_49']
emaS10 = df.loc[i,'ema_52']
emaS11 = df.loc[i,'ema_55']
emaS12 = df.loc[i,'ema_58']
emaS13 = df.loc[i,'ema_61']
emaS14 = df.loc[i,'ema_64']
emaS15 = df.loc[i,'ema_67']
emaS16 = df.loc[i,'ema_70']
ema200 = df.loc[i,'ema_200']
emafast = (emaF1 + emaF2 + emaF3 + emaF4 + emaF5 + emaF6 + emaF7 + emaF8 + emaF9 + emaF10 + emaF11)/11
emaslow = (emaS1 + emaS2 + emaS3 + emaS4 + emaS5 + emaS6 + emaS7 + emaS8 + emaS9 + emaS10 + emaS11 + emaS12 + emaS13 + emaS14 + emaS15 + emaS16)/16
#Fast EMA Color Rules
colfastL = (emaF1>emaF2 and emaF2>emaF3 and emaF3>emaF4 and emaF4>emaF5 and emaF5>emaF6 and emaF6>emaF7 and emaF7>emaF8 and emaF8>emaF9 and emaF9>emaF10 and emaF10>emaF11)
colfastS = (emaF1<emaF2 and emaF2<emaF3 and emaF3<emaF4 and emaF4<emaF5 and emaF5<emaF6 and emaF6<emaF7 and emaF7<emaF8 and emaF8<emaF9 and emaF9<emaF10 and emaF10<emaF11)
#Slow EMA Color Rules
colslowL = (emaS1>emaS2 and emaS2>emaS3 and emaS3>emaS4 and emaS4>emaS5 and emaS5>emaS6 and emaS6>emaS7 and emaS7>emaS8) and (emaS8>emaS9 and emaS9>emaS10 and emaS10>emaS11 and emaS11>emaS12 and emaS12>emaS13 and emaS13>emaS14 and emaS14>emaS15 and emaS15>emaS16)
colslowS = (emaS1<emaS2 and emaS2<emaS3 and emaS3<emaS4 and emaS4<emaS5 and emaS5<emaS6 and emaS6<emaS7 and emaS7<emaS8) and (emaS8<emaS9 and emaS9<emaS10 and emaS10<emaS11 and emaS11<emaS12 and emaS12<emaS13 and emaS13<emaS14 and emaS14<emaS15 and emaS15<emaS16)
if emafast > emaslow and not colslowS and colfastL and (not ShowCon or colslowL) and (not emaFilter or emafast>ema200):
if int(buy1[-1]) > 0:
buy = buy1[-1] + 1
else:
buy = 1
else:
buy = 0
buy1.append(buy)
if emafast < emaslow and not colslowL and colfastS and (not ShowCon or colslowS) and (not emaFilter or emafast<ema200):
if int(sell1[-1]) > 0:
sell = sell1[-1] + 1
else:
sell = 1
else:
sell = 0
sell1.append(sell)
#buy
if buy>1 and colfastL and (uOCCswing and ((df.loc[i-1,'close']<df.loc[i-1,'open']) and (df.loc[i,'close']>df.loc[i,'open']))):
buy3 = 1
else:
buy3 = buy
buy2.append(buy3)
#sell
if sell>1 and colfastS and (uOCCswing and ((df.loc[i-1,'close']<df.loc[i-1,'open']) and (df.loc[i,'close']>df.loc[i,'open']))):
sell3 = 1
else:
sell3 = sell
sell2.append(sell3)
#buybreak
if emafast > emaslow and not colslowS and (not emaFilter or emafast>ema200):
if buybreak1[-1] > 0:
buybreak = buybreak1[-1] + 1
else:
buybreak = 1
else:
buybreak = 0
buybreak1.append(buybreak)
if emafast < emaslow and not colslowL and (not emaFilter or emafast<ema200):
if sellbreak1[-1] > 0:
sellbreak = sellbreak1[-1]+1
else:
sellbreak = 1
else:
sellbreak = 0
sellbreak1.append(sellbreak)
#arrow plotting
#buy_arrow
buy_barssince_var = barssince(buy2[:-1],barssince_var)
if (ShowSwing and buy3==1)and buy_barssince_var > 6:
buy_arrow = 1
else:
buy_arrow = 0
#sell arrow
sell_barssince_var = barssince(sell2[:-1],barssince_var)
if ShowSwing and (sell3==1 and sell_barssince_var > 6):
sell_arrow = 1
else:
sell_arrow = 0
#buybreak_arrow
buybreak_barssince_var = barssince(buybreak1[:-1],barssince_var)
sellbreak_barssince_var = barssince(sellbreak1[:-1],barssince_var)
if ShowBreak and buybreak==1 and (sellbreak_barssince_var>Lookback) and (buybreak_barssince_var>Lookback):
buybreak_arrow = 1
else:
buybreak_arrow = 0
#sellbreak_arrow
if ShowBreak and sellbreak==1 and (buybreak_barssince_var>Lookback) and (sellbreak_barssince_var>Lookback):
sellbreak_arrow = 1
else:
sellbreak_arrow = 0
if buy_arrow==1 and sell_arrow==0 and buybreak_arrow==0 and sellbreak_arrow==0:
arrow_color = 'green'
elif buy_arrow==0 and sell_arrow==1 and buybreak_arrow==0 and sellbreak_arrow==0:
arrow_color = 'red'
elif sell_arrow==0 and (buy_arrow==0 or buy_arrow==1) and buybreak_arrow==1 and sellbreak_arrow==0:
arrow_color = 'aqua'
elif buy_arrow==0 and (sell_arrow==1 or sell_arrow==0) and buybreak_arrow==0 and sellbreak_arrow==1:
arrow_color = 'blue'
else:
arrow_color = 'none'
df.loc[i,'arrow_color'] = arrow_color
df = df[['date','open','high','low','close','arrow_color']]
return df
df=super_guppy(15,df)
gup=df
print(" \n ")
print(" \t \t \t \t Zerodha GUPPY SCREENER on 5 minute Data ")
print(" \t \t \t \t 5 minute Program Start time is ", eduu[0])
print("\t \t \t \n Current Token checking " , tokenall[a])
print("\n" )
print(" \t \t \t \n Current Colour on this token is " , gup.iloc[-1,5])
if "green" in gup.iloc[-1,5]:
print(" BUY stock found ")
buy5minute.append((tokenall[a]))
buy5minutesym.append((z[a]))
price5min_buy.append(gup.iloc[-1,2])
if "red" in gup.iloc[-1,5]:
print(" SELL stock found ")
sell5minute.append((tokenall[a]))
sell5minutesym.append((z[a]))
price5min_sell.append(gup.iloc[-1,2])
else:
pass
print("Buy stock found for 5 minute are :=" ,buy5minute)
print("Sell stocks found for 5 minute are:=" ,sell5minute)
a=a+1
if a==len(tokenall):
file=str(buy5minute)
filee=str(sell5minute)
with open("tokens.txt","w") as f:
f.write(file)
f.write(filee)
break
buyframe={"SYMBOLS_BUY":buy5minute,"TOKENS_BUY":buy5minutesym,"Price":price5min_buy}
fivemin=pd.DataFrame(buyframe)
display(fivemin)
buyframee={"SYMBOLS_SELL":sell5minutesym,"TOKENS_SELL":sell5minute,"Price":price5min_sell}
fivemine=pd.DataFrame(buyframee)
display(fivemine)
ashi()
print("5 minute data complete! Now getting Data of 15 minutes ")
time_frame ="15minute"
a=0
def ashi15():
global a
global BUY_listindicator
global SELL_listindicator
while(True):
print("\n" )
print("Current Token Number which is processing is",a)
#km=datetime.now().minute
#ks=datetime.now().second
#if km%1==0 and ks==1:
now_utc = datetime.now(timezone('UTC'))
now_asia = now_utc.astimezone(timezone('Asia/Kolkata'))
#now_asia = now_asia.strftime("%S ")
now_asia = now_asia.strftime("%Y-%m-%d _ %H:%M:%S ")
edu2=now_asia
eduu2.append(edu2)
dff=kite.historical_data(tokenall[a],sdate,todate,time_frame,0)
dfw=pd.DataFrame(dff)[:-1]
df=pd.DataFrame(dfw[['date','open','high','low','close']])
slow_ema = [3,5,7,9,11,13,15,17,19,21,23]
fast_ema = [25,28,31,34,37,40,43,46,49,52,55,58,61,64,67,70,200]
def EMA(df, base, target, period, alpha=False):
con = pd.concat([df[:period][base].rolling(window=period).mean(), df[period:][base]])
if (alpha == True):
# (1 - alpha) * previous_val + alpha * current_val where alpha = 1 / period
df[target] = con.ewm(alpha=1 / period, adjust=False).mean()
else:
# ((current_val - previous_val) * coeff) + previous_val where coeff = 2 / (period + 1)
df[target] = con.ewm(span=period, adjust=False).mean()
df.fillna(0,inplace = True)
# return df
for j in slow_ema:
val = "ema"+"_"+str(j)
EMA(df,"close",val,j)
for k in fast_ema:
val = "ema"+"_"+str(k)
EMA(df,"close",val,k)
def super_guppy(interval,df,anchor=0):
anchor = 0
ShowBreak = True
ShowSwing = True
ShowCon = False
uOCCswing = False
Lookback = 6
emaFilter = False
mult = 0
buybreak = 0
sellbreak = 0
buy_barssince_var = 0
sell_barssince_var = 0
buybreak_barssince_var = 0
sellbreak_barssince_var = 0
barssince_lst = list()
barssince_var = 0
bar_count_var = 0
buy1 = list()
sell1 = list()
buy2 = list()
sell2 = list()
buybreak1 = list()
sellbreak1 = list()
def barssince(b,barssince_var):
barssince_lst = []
barssince_var = 0
new_var = len(b)
for i in b[::-1]:
if i == 1:
break
barssince_lst.append(i)
barssince_var = len(barssince_lst)
return barssince_var
barssince_lst.clear()
#isIntraday
if interval < 1441 :
if (anchor==0 or interval <= 0 or interval >= anchor or anchor > 1441 ):
mult = 1
else:
if round(anchor/interval) > 1:
mult = round(anchor/interval)
else:
mult = 1
else:
mult = 1
#isIntraday Not
if interval > 1441:
if (anchor==0 or interval <= 0 or interval >= anchor or anchor < 52 ):
mult = mult
else:
if round(anchor/interval) > 1:
mult = round(anchor/interval)
else:
mult = 1
else:
mult = mult
mult = 1
for i in range(len(df)):
emaF1 = df.loc[i,'ema_3']
emaF2 = df.loc[i,'ema_5']
emaF3 = df.loc[i,'ema_7']
emaF4 = df.loc[i,'ema_9']
emaF5 = df.loc[i,'ema_11']
emaF6 = df.loc[i,'ema_13']
emaF7 = df.loc[i,'ema_15']
emaF8 = df.loc[i,'ema_17']
emaF9 = df.loc[i,'ema_19']
emaF10 = df.loc[i,'ema_21']
emaF11 = df.loc[i,'ema_23']
emaS1 = df.loc[i,'ema_25']
emaS2 = df.loc[i,'ema_28']
emaS3 = df.loc[i,'ema_31']
emaS4 = df.loc[i,'ema_34']
emaS5 = df.loc[i,'ema_37']
emaS6 = df.loc[i,'ema_40']
emaS7 = df.loc[i,'ema_43']
emaS8 = df.loc[i,'ema_46']
emaS9 = df.loc[i,'ema_49']
emaS10 = df.loc[i,'ema_52']
emaS11 = df.loc[i,'ema_55']
emaS12 = df.loc[i,'ema_58']
emaS13 = df.loc[i,'ema_61']
emaS14 = df.loc[i,'ema_64']
emaS15 = df.loc[i,'ema_67']
emaS16 = df.loc[i,'ema_70']
ema200 = df.loc[i,'ema_200']
emafast = (emaF1 + emaF2 + emaF3 + emaF4 + emaF5 + emaF6 + emaF7 + emaF8 + emaF9 + emaF10 + emaF11)/11
emaslow = (emaS1 + emaS2 + emaS3 + emaS4 + emaS5 + emaS6 + emaS7 + emaS8 + emaS9 + emaS10 + emaS11 + emaS12 + emaS13 + emaS14 + emaS15 + emaS16)/16
#Fast EMA Color Rules
colfastL = (emaF1>emaF2 and emaF2>emaF3 and emaF3>emaF4 and emaF4>emaF5 and emaF5>emaF6 and emaF6>emaF7 and emaF7>emaF8 and emaF8>emaF9 and emaF9>emaF10 and emaF10>emaF11)
colfastS = (emaF1<emaF2 and emaF2<emaF3 and emaF3<emaF4 and emaF4<emaF5 and emaF5<emaF6 and emaF6<emaF7 and emaF7<emaF8 and emaF8<emaF9 and emaF9<emaF10 and emaF10<emaF11)
#Slow EMA Color Rules
colslowL = (emaS1>emaS2 and emaS2>emaS3 and emaS3>emaS4 and emaS4>emaS5 and emaS5>emaS6 and emaS6>emaS7 and emaS7>emaS8) and (emaS8>emaS9 and emaS9>emaS10 and emaS10>emaS11 and emaS11>emaS12 and emaS12>emaS13 and emaS13>emaS14 and emaS14>emaS15 and emaS15>emaS16)
colslowS = (emaS1<emaS2 and emaS2<emaS3 and emaS3<emaS4 and emaS4<emaS5 and emaS5<emaS6 and emaS6<emaS7 and emaS7<emaS8) and (emaS8<emaS9 and emaS9<emaS10 and emaS10<emaS11 and emaS11<emaS12 and emaS12<emaS13 and emaS13<emaS14 and emaS14<emaS15 and emaS15<emaS16)
if emafast > emaslow and not colslowS and colfastL and (not ShowCon or colslowL) and (not emaFilter or emafast>ema200):
if int(buy1[-1]) > 0:
buy = buy1[-1] + 1
else:
buy = 1
else:
buy = 0
buy1.append(buy)
if emafast < emaslow and not colslowL and colfastS and (not ShowCon or colslowS) and (not emaFilter or emafast<ema200):
if int(sell1[-1]) > 0:
sell = sell1[-1] + 1
else:
sell = 1
else:
sell = 0
sell1.append(sell)
#buy
if buy>1 and colfastL and (uOCCswing and ((df.loc[i-1,'close']<df.loc[i-1,'open']) and (df.loc[i,'close']>df.loc[i,'open']))):
buy3 = 1
else:
buy3 = buy
buy2.append(buy3)
#sell
if sell>1 and colfastS and (uOCCswing and ((df.loc[i-1,'close']<df.loc[i-1,'open']) and (df.loc[i,'close']>df.loc[i,'open']))):
sell3 = 1
else:
sell3 = sell
sell2.append(sell3)
#buybreak
if emafast > emaslow and not colslowS and (not emaFilter or emafast>ema200):
if buybreak1[-1] > 0:
buybreak = buybreak1[-1] + 1
else:
buybreak = 1
else:
buybreak = 0
buybreak1.append(buybreak)
if emafast < emaslow and not colslowL and (not emaFilter or emafast<ema200):
if sellbreak1[-1] > 0:
sellbreak = sellbreak1[-1]+1
else:
sellbreak = 1
else:
sellbreak = 0
sellbreak1.append(sellbreak)
#arrow plotting
#buy_arrow
buy_barssince_var = barssince(buy2[:-1],barssince_var)
if (ShowSwing and buy3==1)and buy_barssince_var > 6:
buy_arrow = 1
else:
buy_arrow = 0
#sell arrow
sell_barssince_var = barssince(sell2[:-1],barssince_var)
if ShowSwing and (sell3==1 and sell_barssince_var > 6):
sell_arrow = 1
else:
sell_arrow = 0
#buybreak_arrow
buybreak_barssince_var = barssince(buybreak1[:-1],barssince_var)
sellbreak_barssince_var = barssince(sellbreak1[:-1],barssince_var)
if ShowBreak and buybreak==1 and (sellbreak_barssince_var>Lookback) and (buybreak_barssince_var>Lookback):
buybreak_arrow = 1
else:
buybreak_arrow = 0
#sellbreak_arrow
if ShowBreak and sellbreak==1 and (buybreak_barssince_var>Lookback) and (sellbreak_barssince_var>Lookback):
sellbreak_arrow = 1
else:
sellbreak_arrow = 0
if buy_arrow==1 and sell_arrow==0 and buybreak_arrow==0 and sellbreak_arrow==0:
arrow_color = 'green'
elif buy_arrow==0 and sell_arrow==1 and buybreak_arrow==0 and sellbreak_arrow==0:
arrow_color = 'red'
elif sell_arrow==0 and (buy_arrow==0 or buy_arrow==1) and buybreak_arrow==1 and sellbreak_arrow==0:
arrow_color = 'aqua'
elif buy_arrow==0 and (sell_arrow==1 or sell_arrow==0) and buybreak_arrow==0 and sellbreak_arrow==1:
arrow_color = 'blue'
else:
arrow_color = 'none'
df.loc[i,'arrow_color'] = arrow_color
df = df[['date','open','high','low','close','arrow_color']]
return df
df=super_guppy(15,df)
gup=df
print(" \n ")
print(" \t \t \t \t Zerodha GUPPY SCREENER on 15 minute data ")
print(" \t \t \t \t 15 minute Program Start time is ", eduu2[0])
print("\t \t \t \n Current Token checking " , tokenall[a])
print("\n" )
print(" \t \t \t \n Current Colour on this token is " , gup.iloc[-1,5])
if "green" in gup.iloc[-1,5]:
print("Buy stock found ")
buy10minute.append((tokenall[a]))
buy10minutesym.append((z[a]))
price15min_buy.append(gup.iloc[-1,2])
if "red" in gup.iloc[-1,5]:
print(" Sell Stock found ")
sell10minute.append((tokenall[a]))
sell10minutesym.append((z[a]))
priceedit.append(gup.iloc[-1,2])
else:
pass
print("Buy stock found for 15 minute are :=" ,buy10minute)
print("Sell stocks found for 15 minute are:=" ,sell10minute)
a=a+1
if a==len(tokenall):
file=str(buy5minute)
filee=str(sell5minute)
file2=str(buy10minute)
filee2=str(sell10minute)
with open("tokens.txt","w") as f:
f.write(file)
f.write(filee)
f.write(file2)
f.write(filee2)
break
buyframe15={"SYMBOLS_BUY":buy10minutesym,"TOKENS_BUY":buy10minute,"Price":price15min_buy}
fifteenemin=pd.DataFrame(buyframe15)
display(fifteenemin)
buyframe156={"SYMBOLS_SELL":sell10minutesym,"TOKENS_SELL":sell10minute,"Price":priceedit}
fifteenemin6=pd.DataFrame(buyframe156)
display(fifteenemin6)
ashi15()
print("5 and 15 minute data complete now getting Data of 30 minutes of minute frame")
time_frame ="30minute"
a=0
def ashi30():
global a
global BUY_listindicator
global SELL_listindicator
while(True):
print("\n" )
print("Current Token Number which is processing is",a)
#km=datetime.now().minute
#ks=datetime.now().second
#if km%1==0 and ks==1:
now_utc = datetime.now(timezone('UTC'))
now_asia = now_utc.astimezone(timezone('Asia/Kolkata'))
#now_asia = now_asia.strftime("%S ")
now_asia = now_asia.strftime("%Y-%m-%d _ %H:%M:%S ")
edu3=now_asia
eduu3.append(edu3)
dff=kite.historical_data(tokenall[a],sdate,todate,time_frame,0)
dfw=pd.DataFrame(dff)[:-1]
df=pd.DataFrame(dfw[['date','open','high','low','close']])
slow_ema = [3,5,7,9,11,13,15,17,19,21,23]
fast_ema = [25,28,31,34,37,40,43,46,49,52,55,58,61,64,67,70,200]
def EMA(df, base, target, period, alpha=False):
con = pd.concat([df[:period][base].rolling(window=period).mean(), df[period:][base]])
if (alpha == True):
# (1 - alpha) * previous_val + alpha * current_val where alpha = 1 / period
df[target] = con.ewm(alpha=1 / period, adjust=False).mean()
else:
# ((current_val - previous_val) * coeff) + previous_val where coeff = 2 / (period + 1)
df[target] = con.ewm(span=period, adjust=False).mean()
df.fillna(0,inplace = True)
# return df
for j in slow_ema:
val = "ema"+"_"+str(j)
EMA(df,"close",val,j)
for k in fast_ema:
val = "ema"+"_"+str(k)
EMA(df,"close",val,k)
def super_guppy(interval,df,anchor=0):
anchor = 0
ShowBreak = True
ShowSwing = True
ShowCon = False
uOCCswing = False
Lookback = 6
emaFilter = False
mult = 0
buybreak = 0
sellbreak = 0
buy_barssince_var = 0
sell_barssince_var = 0
buybreak_barssince_var = 0
sellbreak_barssince_var = 0
barssince_lst = list()
barssince_var = 0
bar_count_var = 0
buy1 = list()
sell1 = list()
buy2 = list()
sell2 = list()
buybreak1 = list()
sellbreak1 = list()
def barssince(b,barssince_var):
barssince_lst = []
barssince_var = 0
new_var = len(b)
for i in b[::-1]:
if i == 1:
break
barssince_lst.append(i)
barssince_var = len(barssince_lst)
return barssince_var
barssince_lst.clear()
#isIntraday
if interval < 1441 :
if (anchor==0 or interval <= 0 or interval >= anchor or anchor > 1441 ):
mult = 1
else:
if round(anchor/interval) > 1:
mult = round(anchor/interval)
else:
mult = 1
else:
mult = 1
#isIntraday Not
if interval > 1441:
if (anchor==0 or interval <= 0 or interval >= anchor or anchor < 52 ):
mult = mult
else:
if round(anchor/interval) > 1:
mult = round(anchor/interval)
else:
mult = 1
else:
mult = mult
mult = 1
for i in range(len(df)):
emaF1 = df.loc[i,'ema_3']
emaF2 = df.loc[i,'ema_5']
emaF3 = df.loc[i,'ema_7']
emaF4 = df.loc[i,'ema_9']
emaF5 = df.loc[i,'ema_11']
emaF6 = df.loc[i,'ema_13']
emaF7 = df.loc[i,'ema_15']
emaF8 = df.loc[i,'ema_17']
emaF9 = df.loc[i,'ema_19']
emaF10 = df.loc[i,'ema_21']
emaF11 = df.loc[i,'ema_23']
emaS1 = df.loc[i,'ema_25']
emaS2 = df.loc[i,'ema_28']
emaS3 = df.loc[i,'ema_31']
emaS4 = df.loc[i,'ema_34']
emaS5 = df.loc[i,'ema_37']
emaS6 = df.loc[i,'ema_40']
emaS7 = df.loc[i,'ema_43']
emaS8 = df.loc[i,'ema_46']
emaS9 = df.loc[i,'ema_49']
emaS10 = df.loc[i,'ema_52']
emaS11 = df.loc[i,'ema_55']
emaS12 = df.loc[i,'ema_58']
emaS13 = df.loc[i,'ema_61']
emaS14 = df.loc[i,'ema_64']
emaS15 = df.loc[i,'ema_67']
emaS16 = df.loc[i,'ema_70']
ema200 = df.loc[i,'ema_200']
emafast = (emaF1 + emaF2 + emaF3 + emaF4 + emaF5 + emaF6 + emaF7 + emaF8 + emaF9 + emaF10 + emaF11)/11
emaslow = (emaS1 + emaS2 + emaS3 + emaS4 + emaS5 + emaS6 + emaS7 + emaS8 + emaS9 + emaS10 + emaS11 + emaS12 + emaS13 + emaS14 + emaS15 + emaS16)/16
#Fast EMA Color Rules
colfastL = (emaF1>emaF2 and emaF2>emaF3 and emaF3>emaF4 and emaF4>emaF5 and emaF5>emaF6 and emaF6>emaF7 and emaF7>emaF8 and emaF8>emaF9 and emaF9>emaF10 and emaF10>emaF11)
colfastS = (emaF1<emaF2 and emaF2<emaF3 and emaF3<emaF4 and emaF4<emaF5 and emaF5<emaF6 and emaF6<emaF7 and emaF7<emaF8 and emaF8<emaF9 and emaF9<emaF10 and emaF10<emaF11)
#Slow EMA Color Rules
colslowL = (emaS1>emaS2 and emaS2>emaS3 and emaS3>emaS4 and emaS4>emaS5 and emaS5>emaS6 and emaS6>emaS7 and emaS7>emaS8) and (emaS8>emaS9 and emaS9>emaS10 and emaS10>emaS11 and emaS11>emaS12 and emaS12>emaS13 and emaS13>emaS14 and emaS14>emaS15 and emaS15>emaS16)
colslowS = (emaS1<emaS2 and emaS2<emaS3 and emaS3<emaS4 and emaS4<emaS5 and emaS5<emaS6 and emaS6<emaS7 and emaS7<emaS8) and (emaS8<emaS9 and emaS9<emaS10 and emaS10<emaS11 and emaS11<emaS12 and emaS12<emaS13 and emaS13<emaS14 and emaS14<emaS15 and emaS15<emaS16)
if emafast > emaslow and not colslowS and colfastL and (not ShowCon or colslowL) and (not emaFilter or emafast>ema200):
if int(buy1[-1]) > 0:
buy = buy1[-1] + 1
else:
buy = 1
else:
buy = 0
buy1.append(buy)
if emafast < emaslow and not colslowL and colfastS and (not ShowCon or colslowS) and (not emaFilter or emafast<ema200):
if int(sell1[-1]) > 0:
sell = sell1[-1] + 1
else:
sell = 1
else:
sell = 0
sell1.append(sell)
#buy
if buy>1 and colfastL and (uOCCswing and ((df.loc[i-1,'close']<df.loc[i-1,'open']) and (df.loc[i,'close']>df.loc[i,'open']))):
buy3 = 1
else:
buy3 = buy
buy2.append(buy3)
#sell
if sell>1 and colfastS and (uOCCswing and ((df.loc[i-1,'close']<df.loc[i-1,'open']) and (df.loc[i,'close']>df.loc[i,'open']))):
sell3 = 1
else:
sell3 = sell
sell2.append(sell3)
#buybreak
if emafast > emaslow and not colslowS and (not emaFilter or emafast>ema200):
if buybreak1[-1] > 0:
buybreak = buybreak1[-1] + 1
else:
buybreak = 1
else:
buybreak = 0
buybreak1.append(buybreak)
if emafast < emaslow and not colslowL and (not emaFilter or emafast<ema200):
if sellbreak1[-1] > 0:
sellbreak = sellbreak1[-1]+1
else:
sellbreak = 1
else:
sellbreak = 0
sellbreak1.append(sellbreak)
#arrow plotting
#buy_arrow
buy_barssince_var = barssince(buy2[:-1],barssince_var)
if (ShowSwing and buy3==1)and buy_barssince_var > 6:
buy_arrow = 1
else:
buy_arrow = 0
#sell arrow
sell_barssince_var = barssince(sell2[:-1],barssince_var)
if ShowSwing and (sell3==1 and sell_barssince_var > 6):
sell_arrow = 1
else:
sell_arrow = 0
#buybreak_arrow
buybreak_barssince_var = barssince(buybreak1[:-1],barssince_var)
sellbreak_barssince_var = barssince(sellbreak1[:-1],barssince_var)
if ShowBreak and buybreak==1 and (sellbreak_barssince_var>Lookback) and (buybreak_barssince_var>Lookback):
buybreak_arrow = 1
else:
buybreak_arrow = 0
#sellbreak_arrow
if ShowBreak and sellbreak==1 and (buybreak_barssince_var>Lookback) and (sellbreak_barssince_var>Lookback):
sellbreak_arrow = 1
else:
sellbreak_arrow = 0
if buy_arrow==1 and sell_arrow==0 and buybreak_arrow==0 and sellbreak_arrow==0:
arrow_color = 'green'
elif buy_arrow==0 and sell_arrow==1 and buybreak_arrow==0 and sellbreak_arrow==0:
arrow_color = 'red'
elif sell_arrow==0 and (buy_arrow==0 or buy_arrow==1) and buybreak_arrow==1 and sellbreak_arrow==0:
arrow_color = 'aqua'
elif buy_arrow==0 and (sell_arrow==1 or sell_arrow==0) and buybreak_arrow==0 and sellbreak_arrow==1:
arrow_color = 'blue'
else:
arrow_color = 'none'
df.loc[i,'arrow_color'] = arrow_color
df = df[['date','open','high','low','close','arrow_color']]
return df
df=super_guppy(15,df)
gup=df
print(" \n ")
print(" \t \t \t \t Zerodha GUPPY SCREENER for 30 minute Data")
print(" \t \t \t \t 30 minute Program Start time is ", eduu3[0])
print("\n" )
print("\t \t \t \n Current Token checking " , tokenall[a])
print("\n" )
print(" \t \t \t \n Current Colour on this token is " , gup.iloc[-1,5])
if "green" in gup.iloc[-1,5]:
print("BUY stock found ")
buy15minute.append((tokenall[a]))
buy15minutesym.append((z[a]))
price30min_buy.append(gup.iloc[-1,2])
if "red" in gup.iloc[-1,5]:
print(" SELL Stock found ")
sell15minute.append((tokenall[a]))
sell15minutesym.append((z[a]))
price30min_sell.append(gup.iloc[-1,2])
else:
pass
print("Buy stock found for 30 minute are :=" ,buy15minute)
print("Sell stocks found for 30 minute are:=" ,sell15minute)
a=a+1
if a==len(tokenall):
file=str(buy5minute)
filee=str(sell5minute)
file2=str(buy10minute)
filee2=str(sell10minute)
file3=str(buy15minute)
filee3=str(sell15minute)
with open("tokens","w") as f:
f.write(file)
f.write(filee)
f.write(file2)
f.write(filee2)
f.write(file3)
f.write(filee3)
print("SCANNING COMPLETE")
break
buyframe30={"SYMBOLS_BUY":buy15minutesym,"TOKENS_BUY":buy15minute,"Price":price30min_buy}
thirtymin=pd.DataFrame(buyframe30)
display(thirtymin)
buyframe303={"SYMBOLS_SELL":sell15minutesym,"TOKENS_SELL":sell15minute,"Price":price30min_sell}
thirtymin3=pd.DataFrame(buyframe303)
display(thirtymin3)
ashi30()
print(" \n ")
print("5 ,15 and 30 are completed ! Results are ")
print("\n BUY/SELL 5 minute frame" )
print(" \t \t \t \t 5 minute Program Start time is ", eduu[0])
print(" \n ")
print("\n BUY/SELL 5 minute frame" )
buyframe={"SYMBOLS_BUY":buy5minute,"TOKENS_BUY":buy5minutesym,"Price":price5min_buy}
fivemin=pd.DataFrame(buyframe)
display(fivemin)
buyframee={"SYMBOLS_SELL":sell5minutesym,"TOKENS_SELL":sell5minute,"Price":price5min_sell}
fivemine=pd.DataFrame(buyframee)
display(fivemine)
print("\n BUY/SELL 15 minute frame" )
print(" \t \t \t \t 15 minute Program Start time is ", eduu2[0])
buyframe15={"SYMBOLS_BUY":buy10minutesym,"TOKENS_BUY":buy10minute,"Price":price15min_buy}
fifteenemin=pd.DataFrame(buyframe15)
display(fifteenemin)
buyframe156={"SYMBOLS_SELL":sell10minutesym,"TOKENS_SELL":sell10minute,"Price":priceedit}
fifteenemin6=pd.DataFrame(buyframe156)
display(fifteenemin6)
print("\n" )
print("\n BUY/SELL 30 minute frame" )
print(" \t \t \t \t 30 minute Program Start time is ", eduu3[0])
buyframe30={"SYMBOLS_BUY":buy15minutesym,"TOKENS_BUY":buy15minute,"Price":price30min_buy}
thirtymin=pd.DataFrame(buyframe30)
display(thirtymin)
buyframe303={"SYMBOLS_SELL":sell15minutesym,"TOKENS_SELL":sell15minute,"Price":price30min_sell}
thirtymin3=pd.DataFrame(buyframe303)
display(thirtymin3)
print("\n")
# buy
k=set(buy5minute)
l=set(buy10minute)
m=set(buy15minute)
# sell
n=set(sell5minute)
s=set(sell10minute)
p=set(sell15minute)
buya=n|s|p
sellb=k|l|m
print(" \t \t \t \t \t ALL ' BUY | SELL ' - Neglecting Common")
print("\n")
print("BUY from ALL ",sellb)
print("SELL From ALL ",buya)
print("\n")
print(" \t \t \t \t \t COMMON ' BUY & SELL ' ")
print("\n")
buycommmon=n&s&p
sellcommon=k&l&m
print("BUY from ALL ",buycommmon)
print("SELL From ALL ",sellcommon)
print("\n")
# finding coomon name
comm_buy=[]
comm_buy_sym=[]
comm_sell=[]
comm_sell_sym=[]
ee=0
buy_commmon=list(buycommmon)
sell_common=list(sellcommon)
if buy_commmon:
print("BUY COMMON FOUND")
while (True):
df=pd.DataFrame(kite.instruments("NSE"))[["instrument_token","tradingsymbol","name"]]
zall=df[df["instrument_token"]==buy_commmon[ee]]
comm_buy.append(zall.iloc[-1,0])
comm_buy_sym.append(zall.iloc[-1,1])
ee=ee+1
if ee==len(buy_commmon):
break
if sell_common:
print("BUY COMMON FOUND")
while (True):
df=pd.DataFrame(kite.instruments("NSE"))[["instrument_token","tradingsymbol","name"]]
zall=df[df["instrument_token"]==sell_common[ee]]
comm_sell.append(zall.iloc[-1,0])
comm_sell_sym.append(zall.iloc[-1,1])
ee=ee+1
if ee==len(sell_common):
break
print("BUY sell COMMON STOCK")
dic_comm_buy={"BUY_common_symbol":comm_buy_sym, "BUY_common_Token":comm_buy}
dic_comm_buy_disp=pd.DataFrame(dic_comm_buy)
dic_comm_sell={"SELL_common_symbol":comm_sell_sym, "SELL_common_Token":comm_sell}
dic_comm_sell_disp=pd.DataFrame(dic_comm_sell)
display(dic_comm_buy_disp)
display(dic_comm_sell_disp)
print("\t \t \t \t \t !! ALL COMPLETED !!")
print(" \n ")
Output –
WELCOME TO SCREENER
DO you want Scanning ? YES/NO :-YES
SCANNING START
Getting All tokens for processing BUY SELL
Complete ! All tokens are fetched from file
[2955009, 758529, 837889, 486657, 1510401, 6401, 4600577, 3463169, 633601, 4583169, 103425, 356865, 3484417, 1207553, 806401, 3876097, 348929, 951809, 245249, 2455041, 3756033, 54273, 4701441, 1723649, 2939649, 2748929, 3465729, 5533185, 41729, 3431425, 6191105, 1270529, 2865921, 7458561, 1102337, 2763265, 2672641, 617473, 408065, 2889473, 4592385, 975873, 969473, 67329, 579329, 4632577, 5215745, 1346049, 81153, 300545]
Now checking Condition of BUY sell of GUPPY
0
Current Token Number which is processing is 0
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2955009
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 1
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 758529
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 2
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 837889
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 3
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 486657
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 4
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 1510401
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 5
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 6401
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 6
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 4600577
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 7
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 3463169
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 8
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 633601
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 9
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 4583169
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 10
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 103425
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 11
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 356865
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 12
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 3484417
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 13
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 1207553
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 14
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 806401
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 15
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 3876097
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 16
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 348929
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 17
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 951809
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 18
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 245249
Current Colour on this token is blue
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 19
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2455041
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 20
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 3756033
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 21
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 54273
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 22
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 4701441
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 23
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 1723649
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 24
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2939649
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 25
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2748929
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 26
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 3465729
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 27
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 5533185
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 28
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 41729
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 29
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 3431425
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 30
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 6191105
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 31
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 1270529
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 32
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2865921
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 33
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 7458561
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 34
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 1102337
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 35
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2763265
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 36
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2672641
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 37
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 617473
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 38
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 408065
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 39
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 2889473
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 40
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 4592385
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 41
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 975873
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 42
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 969473
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 43
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 67329
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 44
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 579329
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 45
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 4632577
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 46
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 5215745
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 47
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 1346049
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 48
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 81153
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 49
Zerodha GUPPY SCREENER on 5 minute Data
5 minute Program Start time is 2023-11-25 _ 02:29:05
Current Token checking 300545
Current Colour on this token is none
Buy stock found for 5 minute are := []
Sell stocks found for 5 minute are:= []
5 minute data complete! Now getting Data of 15 minutes
Current Token Number which is processing is 0
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2955009
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 1
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 758529
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 2
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 837889
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 3
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 486657
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 4
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 1510401
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 5
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 6401
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 6
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 4600577
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 7
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 3463169
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 8
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 633601
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 9
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 4583169
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 10
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 103425
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 11
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 356865
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 12
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 3484417
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 13
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 1207553
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 14
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 806401
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 15
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 3876097
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 16
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 348929
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 17
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 951809
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 18
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 245249
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 19
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2455041
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 20
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 3756033
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 21
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 54273
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 22
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 4701441
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 23
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 1723649
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 24
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2939649
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 25
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2748929
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 26
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 3465729
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 27
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 5533185
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 28
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 41729
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 29
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 3431425
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 30
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 6191105
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 31
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 1270529
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 32
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2865921
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 33
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 7458561
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 34
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 1102337
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 35
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2763265
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 36
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2672641
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 37
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 617473
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 38
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 408065
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 39
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 2889473
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 40
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 4592385
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 41
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 975873
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 42
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 969473
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 43
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 67329
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 44
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 579329
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 45
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 4632577
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 46
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 5215745
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 47
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 1346049
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 48
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 81153
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 49
Zerodha GUPPY SCREENER on 15 minute data
15 minute Program Start time is 2023-11-25 _ 02:30:31
Current Token checking 300545
Current Colour on this token is none
Buy stock found for 15 minute are := []
Sell stocks found for 15 minute are:= []
5 and 15 minute data complete now getting Data of 30 minutes of minute frame
Current Token Number which is processing is 0
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2955009
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 1
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 758529
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 2
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 837889
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 3
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 486657
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 4
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 1510401
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 5
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 6401
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 6
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 4600577
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 7
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 3463169
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 8
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 633601
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 9
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 4583169
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 10
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 103425
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 11
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 356865
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 12
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 3484417
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 13
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 1207553
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 14
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 806401
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 15
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 3876097
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 16
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 348929
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 17
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 951809
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 18
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 245249
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 19
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2455041
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 20
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 3756033
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 21
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 54273
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 22
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 4701441
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 23
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 1723649
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 24
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2939649
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 25
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2748929
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 26
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 3465729
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 27
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 5533185
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 28
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 41729
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 29
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 3431425
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 30
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 6191105
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 31
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 1270529
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 32
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2865921
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 33
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 7458561
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 34
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 1102337
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 35
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2763265
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 36
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2672641
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 37
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 617473
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 38
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 408065
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 39
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 2889473
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 40
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 4592385
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 41
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 975873
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 42
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 969473
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 43
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 67329
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 44
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 579329
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 45
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 4632577
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 46
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 5215745
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 47
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 1346049
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 48
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 81153
Current Colour on this token is none
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= []
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
Current Token Number which is processing is 49
Zerodha GUPPY SCREENER for 30 minute Data
30 minute Program Start time is 2023-11-25 _ 02:31:11
Current Token checking 300545
Current Colour on this token is red
SELL Stock found
Buy stock found for 30 minute are := []
Sell stocks found for 30 minute are:= [300545]
SCANNING COMPLETE
5 ,15 and 30 are completed ! Results are
BUY/SELL 5 minute frame
5 minute Program Start time is 2023-11-25 _ 02:29:05
BUY/SELL 5 minute frame
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
BUY/SELL 15 minute frame
15 minute Program Start time is 2023-11-25 _ 02:30:31
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
BUY/SELL 30 minute frame
30 minute Program Start time is 2023-11-25 _ 02:31:11
SYMBOLS_BUY TOKENS_BUY Price
SYMBOLS_SELL TOKENS_SELL Price
0 GNFC 300545 699.85
ALL ' BUY | SELL ' - Neglecting Common
BUY from ALL set()
SELL From ALL {300545}
COMMON ' BUY & SELL '
BUY from ALL set()
SELL From ALL set()
BUY sell COMMON STOCK
BUY_common_symbol BUY_common_Token
SELL_common_symbol SELL_common_Token
!! ALL COMPLETED !!
The Guppy strategy in this script is a comprehensive approach for analyzing stock trends using EMAs.
It’s designed to capture both short-term movements and long-term trends, offering traders insights into potential buy and sell opportunities based on the alignment of EMAs. By analyzing multiple time frames, the script aims to provide a robust analysis for traders looking to capitalize on various market movements.