I have the following pandas dataframe
import pandas as pd
df_dict = {'index': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23,
24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37,
38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51],
'columns': ['from', 'to', 'week', 'N'],
'data': [[0.0, 1.0, 3.0, 1],
[0.0, 1.0, 4.0, 1], [0.0, 1.0, 5.0, 1], [0.0, 1.0, 6.0, 1],
[0.0, 1.0, 10.0, 1], [0.0, 1.0, 12.0, 1], [0.0, 1.0, 14.0, 1],
[0.0, 2.0, 9.0, 1], [0.0, 2.0, 10.0, 1], [0.0, 3.0, 21.0, 1],
[0.0, 4.0, 4.0, 1], [0.0, 4.0, 7.0, 1], [0.0, 4.0, 10.0, 2],
[1.0, 0.0, 2.0, 1], [1.0, 0.0, 3.0, 2], [1.0, 0.0, 7.0, 1],
[1.0, 2.0, 16.0, 1], [1.0, 3.0, 3.0, 1], [1.0, 3.0, 4.0, 1],
[1.0, 3.0, 5.0, 1], [1.0, 3.0, 7.0, 1], [1.0, 3.0, 12.0, 1],
[1.0, 3.0, 22.0, 1], [1.0, 3.0, 30.0, 1], [1.0, 3.0, 32.0, 1],
[1.0, 4.0, 4.0, 1], [1.0, 4.0, 5.0, 2], [3.0, 0.0, 2.0, 1],
[3.0, 1.0, 2.0, 1], [3.0, 1.0, 3.0, 1], [3.0, 1.0, 5.0, 1],
[3.0, 1.0, 7.0, 1], [3.0, 1.0, 8.0, 1], [3.0, 1.0, 11.0, 1],
[3.0, 1.0, 20.0, 1], [3.0, 1.0, 27.0, 1], [3.0, 1.0, 34.0, 1],
[3.0, 4.0, 4.0, 1], [3.0, 4.0, 6.0, 1], [3.0, 4.0, 11.0, 1],
[3.0, 4.0, 12.0, 1], [4.0, 0.0, 3.0, 1], [4.0, 0.0, 5.0, 1],
[4.0, 1.0, 2.0, 3], [4.0, 1.0, 6.0, 1], [4.0, 1.0, 7.0, 3],
[4.0, 1.0, 10.0, 1], [4.0, 3.0, 3.0, 1], [4.0, 3.0, 4.0, 1],
[4.0, 3.0, 6.0, 1], [4.0, 3.0, 15.0, 2], [4.0, 3.0, 24.0, 2]]}
df = pd.DataFrame(index=df_dict['index'], columns=df_dict['columns'], data=df_dict['data'])
where the head
looks like this:
from to week N
0 0.0 1.0 3.0 1
1 0.0 1.0 4.0 1
2 0.0 1.0 5.0 1
3 0.0 1.0 6.0 1
4 0.0 1.0 10.0 1
I would like to create a sankey plot where the diagram would be split into a grid of dimensions:
len(df['from'].unique())
times len(df['week'].unique())
so on the x-axis there would be the week
s, and on the y-axis would be the from
, so at every week
the from
and the to
would be the nodes
of the diagram.
In the head
example we would have 5 lines
starting from "node 0"
(at the very left side of the diagram) and:
- one
line
going to"node 1"
atweek 3
- one
line
going to"node 1"
atweek 4
(this node is a bit more to the right of the"node 1"
of week 3 etc) - one
line
going to"node 1"
atweek 5
etc
So something that looks like this:
Is there a way to do that with plotly
?