#Multiple Scatter Plots
from plotly import tools
trace1 = go.Scatter(x=df_sts.MedianListingPrice_1Bedroom,
    y=df_sts.MedianListingPrice_2Bedroom, mode='markers',
    name = "1Bedroom&2Bedroom", marker = dict(
          color = 'rgb(102,255,255)'))
trace2 = go.Scatter(x=df_sts.MedianListingPrice_2Bedroom,
    y=df_sts.MedianListingPrice_3Bedroom, mode='markers',
    name = "2Bedroom&3Bedroom", marker = dict(
          color = 'rgb(102,178,255)'))
trace3 = go.Scatter( x=df_sts.MedianListingPrice_3Bedroom,
    y=df_sts.MedianListingPrice_4Bedroom, mode='markers',
    name = "3Bedroom&4Bedroom", marker = dict(
          color = 'rgb(102,102,255)'))
trace4 = go.Scatter(x=df_sts.MedianListingPrice_4Bedroom,
    y=df_sts.MedianListingPrice_5BedroomOrMore, mode='markers',
    name = "4Bedroom&5+Bedroom", marker = dict(
          color = 'rgb(178, 102, 255)'))

fig = tools.make_subplots(rows=2, cols=2, subplot_titles=("1Bedroom & 2Bedroom", "2Bedroom & 3Bedroom",
                                                          "3Bedroom&4Bedroom", "4Bedroom&5+Bedroom"))

fig.append_trace(trace1, 1, 1)
fig.append_trace(trace2, 1, 2)
fig.append_trace(trace3, 2, 1)
fig.append_trace(trace4, 2, 2)

fig['layout']['xaxis3'].update(title='Median Listing Price')#showgrid=False
fig['layout']['xaxis4'].update(title='Median Listing Price')

fig['layout']['yaxis1'].update(title='Median Listing Price')
fig['layout']['yaxis3'].update(title='Median Listing Price')

fig['layout'].update(height=600, width=600, title='Mutiple Scatter Plots: Median Listing Price of' +
                                                  ' Bedrooms')
url = py.plot(fig, validate=False)