from plotly.graph_objs import graph_objs as go
import plotly.figure_factory as ff

# For Offline plotting
from plotly.offline import init_notebook_mode, iplot, plot
init_notebook_mode(connected=True)

# Selecting data for female fare | male fare distribution

trace0 = go.Box(
    x = train.loc[(train['Sex']=='female'), 'Fare'].dropna().values,
    name = "Female"
)

trace1 = go.Box(
    x = train.loc[(train['Sex']=='male'), 'Fare'].dropna().values,
    name = "Male"
)

trace= [trace0, trace1]
fig = go.Figure(data=trace)

# Updating Layout meta
fig['layout'].update(go.Layout(title="Fare Distribution",
                               xaxis={'title':'Fare'})

# Plot!
iplot(fig, filename="Fare_Distribution_Plot")