def yeda8(fileloc, filetype, ticker):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "/space/common/workspace/phase2_output/program8_out/matplotlib/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
df1 = pf.get_tickerData(fileloc, filetype, ticker, "Q")
df2 = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got data. Generating plot...")
#################
# Plotting time #
#################
if (df1.empty):
print("At date " + date + ", ticker" + ticker + " had no quote data\n")
if (df2.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
return
fig, ax = plt.subplots(figsize=(20, 8))
ax.plot(df1.Time,
df1['Ask Size Dec'],
color="blue",
linewidth=1.0,
linestyle='-',
label='Ask Volume')
ax.plot(df1.Time,
df1['Bid Size Dec'],
color="red",
linewidth=1.0,
linestyle='-',
label='Bid Volume')
ax.set_xlabel('Time (UTC)')
ax.set_ylabel('Volume')
title_date = df1.Time[len(df1) - 1].strftime('%b %-d, %Y')
ax.set_title(ticker + " | " + "Volume | " + title_date)
ax.spines['right'].set_color('none')
ax.spines['top'].set_color('none')
#setting major locator
alldays = mdates.HourLocator(interval=1) # 3H interval
ax.xaxis.set_major_locator(alldays)
ax.xaxis.set_major_formatter(mdates.DateFormatter('%I %p'))
#setting minor locator
hoursLoc = mdates.HourLocator(interval=30)
ax.xaxis.set_minor_locator(hoursLoc)
ax.xaxis.set_minor_formatter(mdates.DateFormatter('%M'))
ax.legend()
imgname = ticker + "_" + "quotes_" + "Volume" + filetype + "_" + date + ".png"
fig.savefig(dirpath + imgname)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
def program82(fileloc, filetype, ticker):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "/space/common/workspace/phase2_output/program8_out/plotly/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
data1 = pf.get_tickerData(fileloc, filetype, ticker, "Q")
data2 = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got data. Generating plot...")
#################
# Plotting time #
#################
if (data2.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
return
# Plotting the data
trace = go.Scatter(x=data2.Time,
y=data2["Trade Price"],
line={'color': 'blue'},
name="Trade Price")
title_date = data2.Time[len(data2) - 1].strftime('%b %-d, %Y')
layout = go.Layout(xaxis={
'title': 'Time (UTC)',
'type': 'date',
'tickformat': '%I:%M:%S %p'
},
yaxis={'title': 'Trade Price'},
title=ticker + " | Trade | " + title_date)
fig = go.Figure(data=[trace], layout=layout)
# Output the plot
imgname = ticker + "_" + "quotes_" + "Trade Price_" + filetype + "_" + date
py.plot(fig,
filename=dirpath + imgname + ".html",
image="png",
image_filename=imgname,
image_width=1024,
image_height=768,
auto_open=False,
show_link=False)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
def program6(fileloc1, fileloc2, filetype1, filetype2, ticker):
init_tm = time()
# Make dir
fsplit = fileloc1.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "phase1_output/program6_out/plotly/" + filetype1 + "/" + filetype2 + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
data1 = pf.get_tickerData(fileloc1, filetype1, "X:SXBTUSD", "T")
print(ticker)
data2 = pf.get_tickerData(fileloc2, filetype2, ticker, "T")
print("Got data. Generating plot...")
#################
# Plotting time #
#################
if (data1.empty or data2.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
return
trace = go.Scatter(x=data1.Time,
y=data2["Trade Price"] - data1["Trade Price"])
title_date = data1.Time[len(data1) - 1].strftime('%b %-d, %Y')
layout = go.Layout(xaxis={
'title': 'Time (UTC)',
'type': 'date',
'tickformat': '%I:%M:%S %p'
},
yaxis={'title': 'Spread'},
title=ticker + " | " + "Spread | " + title_date)
fig = go.Figure(data=[trace], layout=layout)
# Output the plot
imgname = ticker + "_" + "spread_" + filetype1 + "_" + filetype2 + "_" + date
py.plot(fig,
filename=dirpath + imgname + ".html",
image="png",
image_filename=imgname,
image_width=1024,
image_height=768,
auto_open=False,
show_link=False)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
def ppppp6(fileloc, filetype, ticker):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "phase1_output/program6_out/plotly/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
#print(ticker)
data = pf.get_tickerData(fileloc, filetype, ticker, "T")
#print("Got data. Generating plot...")
#################
# Plotting time #
#################
if (data.empty):
print(date + ", ticker " + ticker + " no trade data\n", file=txt)
#data.write(date + ", ticker " + ticker + " no trade data\n")
return
else:
print(date + ", ticker " + ticker + " no trade data\n", file=txt)
#data.write(date + ", ticker " + ticker + " had trade data\n")
return
def yeda2(fileloc, filetype):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
dirpath = "program2_mpl_out/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
# Get List of tickers
pf.get_tickerList(date, filetype)
for ticker in projLists.ticker_list:
data_starttm = time()
data = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got", ticker, "data DF in", time() - data_starttm, "Seconds")
#################
# Plotting time #
#################
if (data.empty):
message = "At date " + date + ", ticker" + ticker + " had no trade data\n"
print(message)
with open("program2_mpl_" + filetype + "_log.txt", 'a+') as f:
f.write(message)
continue
fig, ax = plt.subplots(figsize=(20, 8))
ax.plot(data.Time,
data["Trade Price"],
color="red",
linewidth=1.0,
linestyle='-')
ax.set_xlabel('Time (UTC)')
ax.set_ylabel('Price')
title_date = data.Time[len(data) - 1].strftime('%b %-d, %Y')
ax.set_title(ticker + " | " + "Trades | " + title_date)
ax.spines['right'].set_color('none')
ax.spines['top'].set_color('none')
#setting major locator
alldays = mdates.HourLocator(interval=1) # 3H interval
ax.xaxis.set_major_locator(alldays)
ax.xaxis.set_major_formatter(mdates.DateFormatter('%I %p'))
#setting minor locator
hoursLoc = mdates.HourLocator(interval=30)
ax.xaxis.set_minor_locator(hoursLoc)
ax.xaxis.set_minor_formatter(mdates.DateFormatter('%M'))
ax.legend()
imgname = ticker + "_" + "trades_" + filetype + "_" + date + ".png"
fig.savefig(dirpath + imgname)
plt.close()
print("Ticker", ticker, "at date", date, "done")
print(date, "plots finished in", time() - init_tm, "seconds")
def program5a(fileloc, filetype, ticker, quotetype):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
dirpath = "output/program5a_out/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
data = pf.get_tickerData(fileloc, filetype, ticker, "Q")
print("Got data. Generating plot...")
#################
# Plotting time #
#################
if (data.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
return
# Make a trace for each venue
traces = []
for venue in data["Contributor Id"].unique():
trace = go.Scatter(x=data.Time[data["Contributor Id"] == venue],
y=data[quotetype +
" Price"][data["Contributor Id"] == venue],
name=venue)
traces.append(trace)
title_date = data.Time[len(data) - 1].strftime('%b %-d, %Y')
layout = go.Layout(xaxis={
'title': 'Time (UTC)',
'type': 'date',
'tickformat': '%I:%M:%S %p'
},
yaxis={'title': 'Trade Price'},
title=ticker + " | " + quotetype + " | " + title_date,
showlegend=True)
fig = go.Figure(data=traces, layout=layout)
# Output the plot
imgname = ticker + "_" + "quotes_" + quotetype + "_" + filetype \
+ "_" + date
py.plot(fig,
filename=dirpath + imgname + ".html",
image="png",
image_filename=imgname,
image_width=1024,
image_height=768,
auto_open=False,
show_link=False)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
def program3(fileloc, filetype):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
dirpath = "program3_out/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
# Get List of tickers
pf.get_tickerList(date, filetype)
for ticker in projLists.ticker_list:
data_starttm = time()
data = pf.get_tickerData(fileloc, filetype, ticker, "Q")
print("Got", ticker, "data DF in", time() - data_starttm, "Seconds")
#################
# Plotting time #
#################
if(data.empty):
message = "At date " + date + ", ticker" + ticker + " had no quote data\n"
print(message)
with open("program3_" + filetype + "_log.txt", 'a+') as f:
f.write(message)
continue
trace1 = go.Scatter(x = data.Time, y = data["Bid Price"],
line = {'color': 'red'}, name = "Bid Price")
trace2 = go.Scatter(x = data.Time, y = data["Ask Price"],
line = {'color': 'blue'}, name = "Ask Price")
title_date = data.Time[len(data) - 1].strftime('%b %-d, %Y')
layout = go.Layout(xaxis={'title': 'Time (UTC)', 'type': 'date',
'tickformat': '%I:%M:%S %p'},
yaxis={'title': 'Price'},
title=ticker + " | Quotes | " + title_date)
fig = go.Figure(data = [trace1, trace2], layout = layout)
# Output the plot
imgname = ticker + "_" + "quotes_" + filetype + "_" + date
py.plot(fig,
filename=dirpath + imgname + ".html",
image="png",
image_filename=imgname,
image_width=1024,
image_height=768,
auto_open=False,
show_link=False)
print("Ticker", ticker, "at date", date, "done")
print(date, "plots finished in", time() - init_tm, "seconds")
def call(fileloc, filetype, ticker):
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "phase3_output/program3.2_out/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
df = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got data. Generating plot...")
return(df)
def yeda2(fileloc, filetype, ticker):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
dirpath = "output/program2_out/matplotlib/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
df = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got data. Generating plot...")
#################
# Plotting time #
#################
if(df.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
return
fig, ax = plt.subplots(figsize=(20,8))
ax.plot(df.Time, df["Trade Price"], color = "red", linewidth = 1.0,
linestyle = '-')
ax.set_xlabel('Time (UTC)')
ax.set_ylabel('Price')
title_date = df.Time[len(df) - 1].strftime('%b %-d, %Y')
ax.set_title(ticker + " | " + "Trades | " + title_date)
ax.spines['right'].set_color('none')
ax.spines['top'].set_color('none')
#setting major locator
alldays = mdates.HourLocator(interval = 1) # 3H interval
ax.xaxis.set_major_locator(alldays)
ax.xaxis.set_major_formatter(mdates.DateFormatter('%I %p'))
#setting minor locator
hoursLoc = mdates.HourLocator(interval=30)
ax.xaxis.set_minor_locator(hoursLoc)
ax.xaxis.set_minor_formatter(mdates.DateFormatter('%M'))
ax.legend()
imgname = ticker + "_" + "trades_" + filetype + "_" + date + ".png"
fig.savefig(dirpath + imgname)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
def zzg(fileloc, filetype, ticker, quotetype):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "/space/common/workspace/phase1_output/program5a_out/" + filetype + "/" + date + "_" + quotetype + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
df = pf.get_tickerData(fileloc, filetype, ticker, "Q")
print("Got data. Generating plot...")
df["Time"] = pd.to_datetime(df["Time"])
df = df.set_index("Time")
dfgroupby = df[[quotetype + " Price",
"Contributor Id"]].groupby("Contributor Id")
fig, ax = plt.subplots(figsize=(20, 8))
dfgroupby[quotetype + " Price"].plot(ax=ax, legend=True)
ax.set_xlabel('Time (UTC)')
ax.set_ylabel(quotetype + " Price")
title_date = df.index[len(df) - 1].strftime('%b %-d, %Y')
ax.set_title(ticker + " | " + quotetype + " | " + title_date)
ax.spines['right'].set_color('none')
ax.spines['top'].set_color('none')
#setting major locator
alldays = mdates.HourLocator(interval=1) # 3H interval
ax.xaxis.set_major_locator(alldays)
ax.xaxis.set_major_formatter(mdates.DateFormatter('%I %p'))
#setting minor locator
hoursLoc = mdates.HourLocator(interval=30)
ax.xaxis.set_minor_locator(hoursLoc)
ax.xaxis.set_minor_formatter(mdates.DateFormatter('%M'))
imgname = ticker + "_" + quotetype + '_' + filetype + "_" + date + ".png"
fig.savefig(dirpath + imgname)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
def get_ohlc(fileloc, filetype, ticker):
"""
Get open-high-low-close of ticker for one day
Args:
Returns:
"""
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
formatted_date = '-'.join([date[:4], date[4:6], date[6:]])
print("Getting", ticker, "data from date", date)
with open(fileloc, 'r') as finput:
df = pf.get_tickerData(finput, filetype, ticker, "T")
o = df["Trade Price"][0]
h = df["Trade Price"].max()
l = df["Trade Price"].min()
c = df["Trade Price"][df.shape[0] - 1]
print("Got ohlc at date", date)
return [formatted_date, o, h, l, c]
def program5a(fileloc, filetype, quotetype):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
dirpath = "program5a_out/" + filetype + "/" + date + "/" + quotetype + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
# Get List of tickers
pf.get_tickerList(date, filetype)
for ticker in projLists.ticker_list:
data_starttm = time()
data = pf.get_tickerData(fileloc, filetype, ticker, "Q")
print("Got", ticker, "data DF in", time() - data_starttm, "Seconds")
#################
# Plotting time #
#################
if (data.empty):
message = "There is no " + quotetype + " data for " + ticker + " at " + date + "\n"
print(message)
with open("program5a_" + filetype + "_log.txt", 'a+') as f:
f.write(message)
continue
title_date = data.Time[len(data) - 1].strftime('%b %-d, %Y')
layout = go.Layout(xaxis={
'title': 'Time (UTC)',
'type': 'date',
'tickformat': '%I:%M:%S %p'
},
yaxis={'title': 'Price'},
title=ticker + " | " + quotetype + " | " +
title_date,
showlegend=True)
# Make a trace for each venue
traces = []
for venue in data["Contributor Id"].unique():
trace = go.Scatter(
x=data.Time[data["Contributor Id"] == venue],
y=data[quotetype + " Price"][data["Contributor Id"] == venue],
name=venue)
traces.append(trace)
# Output html file
fig = go.Figure(data=traces, layout=layout)
imgname = ticker + "_" + "quotes_" + quotetype + "_" + filetype \
+ "_" + date
py.plot(fig,
filename=dirpath + imgname + ".html",
image="png",
image_filename=imgname,
image_width=1024,
image_height=768,
auto_open=False,
show_link=False)
print("Ticker", ticker, "at date", date, "done")
print(date, "plots finished in", time() - init_tm, "seconds")
option2 = "T"
else:
option2 = "Q"
else:
print("Invalid Input")
option = option1 + " Price"
if (filetype == "A"):
fileloc = "/space/data/new/PLUSTICK_1619_" + date + ".txt"
if (filetype == "B"):
fileloc = "/space/data/new/PLUSTICK_FI_1356_" + date + ".txt"
if (filetype == "C"):
fileloc = "/space/data/new/PLUSTICK_FUTURES_666_" + date + ".txt"
if (filetype == "D"):
fileloc = "/space/data/new/PLUSTICK_FUTURES_680_" + date + ".txt"
df = pf.get_tickerData(fileloc, filetype, ticker, option2)
except IndexError:
print("Type 'list' to get a list of valid inputs")
filetype = pf.get_validInput("Type A or B or C or D files: ", 4)
date = pf.get_validInput("Enter Date in yyyymmdd: ", 0,
filetype=filetype)
ticker = pf.get_validInput("Enter One Ticker: ", 1)
ticker = ticker[0]
while True:
option1 = input("Enter Trade, Bid, or Ask: ")
if (option1 in ["Trade", "Bid", "Ask"]):
if (option1 == "Trade"):
option2 = "T"
else:
def yeda34(fileloc, filetype, date, option1, option2, tickerlist):
init_tm = time()
val_ticker = []
for ticker in tickerlist:
df = pf.get_tickerData(fileloc, filetype, ticker, option2)
if (df.empty):
print('empty')
continue
try:
if option1 == "Trade":
vol = df['Trade Size Dec']
if option1 == "Ask":
vol = df['Ask Size Dec']
if option1 == "Bid":
vol = df['Bid Size Dec']
except KeyError:
continue
val_ticker.append(ticker)
if not val_ticker:
print("At date " + date + ", instrument " + ins + " had no " +
option1 + " volume size data\n")
raise SystemExit
print("Getting data...")
while True:
print("Valid ticker:", val_ticker)
ticker = input("Enter ticker: ")
if ticker in val_ticker:
break
else:
print("Invalid Input")
#################
# Plotting time #
#################
# Directory stuff
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "/".join([
"/space/common/workspace/phase3_output/program4_out", filetype, date,
ticker
]) + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Generatting plot...")
fig, ax = plt.subplots(figsize=(20, 8))
ax.set_xlabel('Time (UTC)')
ax.set_ylabel('Volume')
df = pf.get_tickerData(fileloc, filetype, ticker, option2)
if option1 == "Trade":
vol = df['Trade Size Dec']
if option1 == "Ask":
vol = df['Ask Size Dec']
if option1 == "Bid":
vol = df['Bid Size Dec']
df["Time"] = pd.to_datetime(df["Time"])
ax.plot(df['Time'], vol, linewidth=0.5, linestyle='-', label=ticker)
title_date = df.Time[len(df) - 1].strftime('%b %-d, %Y')
ax.set_title(ticker + " | " + option1 + " Volume | " + title_date)
ax.spines['right'].set_color('none')
ax.spines['top'].set_color('none')
#setting major locator
alldays = mdates.HourLocator(interval=1) # 3H interval
ax.xaxis.set_major_locator(alldays)
ax.xaxis.set_major_formatter(mdates.DateFormatter('%I %p'))
#setting minor locator
hoursLoc = mdates.HourLocator(interval=30)
ax.xaxis.set_minor_locator(hoursLoc)
ax.xaxis.set_minor_formatter(mdates.DateFormatter('%M'))
ax.legend()
imgname = ticker + "_" + option1 + "_" + "Volume" + filetype + "_" + date + ".png"
fig.savefig(dirpath + imgname)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
if (filetype == "A"):
fileloc = "/space/data/new/PLUSTICK_1619_" + date + ".txt"
CI = "Contributor Id"
if (filetype == "B"):
fileloc = "/space/data/new/PLUSTICK_FI_1356_" + date + ".txt"
CI = "Contributor Id"
if (filetype == "C"):
fileloc = "/space/data/new/PLUSTICK_FUTURES_666_" + date + ".txt"
CI = "Part Code"
if (filetype == "D"):
fileloc = "/space/data/new/PLUSTICK_FUTURES_680_" + date + ".txt"
CI = "Part Code"
print("Getting data...")
vol = pf.get_tickerData(fileloc, filetype, ticker, "Q")
df = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got data. Generating plot...")
if(vol.empty):
print("At date " + date + ", ticker" + ticker + " had no quote data\n")
if(df.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
df[CI] = df[CI].fillna('unknown')
venuelist = df[CI].unique()
yeda10(filetype, df)
def program5b(fileloc, filetype, ticker):
init_tm = time()
# Make dir
fsplit = fileloc.split('_')
date = fsplit[len(fsplit) - 1][:-4]
os.chdir(str(pathlib.Path.home()) + "/workspace/")
dirpath = "/space/common/workspace/phase1_output/program5b_out/" + filetype + "/" + date + "/"
pathlib.Path(dirpath).mkdir(parents=True, exist_ok=True)
print("Getting data...")
data = pf.get_tickerData(fileloc, filetype, ticker, "T")
print("Got data. Generating plot...")
#################
# Plotting time #
#################
if(data.empty):
print("At date " + date + ", ticker" + ticker + " had no trade data\n")
return
# Make a trace for each venue
if (filetype == "A"):
CI = "Contributor Id"
if (filetype == "B"):
CI = "Contributor Id"
if (filetype == "C"):
CI = "Part Code"
if (filetype == "D"):
CI = "Part Code"
traces = []
data[CI] = data[CI].fillna('un')
# print(data[CI])
for venue in data[CI].unique():
trace = go.Scatter(x = data.Time[data[CI] == venue],
y = data["Trade Price"][data[CI] == venue],
name = venue)
traces.append(trace)
title_date = data.Time[len(data) - 1].strftime('%b %-d, %Y')
layout = go.Layout(xaxis={'title': 'Time (UTC)', 'type': 'date',
'tickformat': '%I:%M:%S %p'},
yaxis={'title': 'Trade Price'},
title=ticker + " | " + "Trades | " + title_date)
fig = go.Figure(data = traces, layout = layout)
# Output the plot
imgname = ticker + "_" + "tradesV2_" + filetype + "_" + date
py.plot(fig,
filename=dirpath + imgname + ".html",
image="png",
image_filename=imgname,
image_width=1024,
image_height=768,
auto_open=False,
show_link=False)
print("Ticker", ticker, "at date", date, "finished in",
time() - init_tm, "seconds")
