"""
solvency2: Life SCR radar chart
=====================================

This script draws radar charts for selected policies.
Each spoke of the radar chart represents a sub risk of SCR life risks,
and the sizes of the sub risks by duration are drawn in the radar chart.

.. seealso::
    * The :mod:`~solvency2` library
"""
import modelx as mx
import pandas as pd
from draw_charts_radar import draw_radar

model = mx.read_model("model")
scr = model.SCR_life
risks = ('mort', 'longev', 'disab', 'exps', 'lapse')
scenid = 1


def draw(polid):

    data = {}
    for t in range(0, 20, 5):
        data['t=' + str(t)] = scr[t, polid, scenid].Life.to_series(risks)
    
    draw_radar(pd.DataFrame(data), 
               ax_title='Policy ID: ' + str(polid),
               fig_title='SCR Life Risks')

for i in (41, 171):
    draw(i)