import pandas
import colorlover as cl
import plotly
import plotly.graph_objs as go
import numpy
data = numpy.random.normal(0, 1, 3*6*11*2)
data = data.reshape(((3*6*11), 2))
data = pandas.DataFrame(data)
sub_experiments = ['Subexperiment_{}'.format(i) for i in [1, 2, 3]]
repeats = ['Repeat_{}'.format(i) for i in range(1, 7)]
time = ['{}h'.format(i) for i in range(11)]

array = [sub_experiments, repeats, time]
idx = pandas.MultiIndex.from_product(array, names=['SubExperiment', 'Repeats', 'Time'])
data.index = idx

scatters = []
for label, df in data.groupby(level=[0, 1]):
    scales = cl.scales[str(df.shape[0])]
    colour = scales['qual']['Paired']
    d = go.Scatter(
        x=df[0],
        y=df[1],
        mode='markers',
        name=reduce(lambda x, y: '{}_{}'.format(x, y), label),
        marker=go.Marker(color=colour, line=go.Line(color='black')),
    )
    scatters.append(d)