Show a chainladder triangle in dash layout

Dash Python
1

I am trying to write a code in Python using dash plot about chainladders. I want to show a chainladder triangle in dash layout.

I have already imported data from Excel spreadsheet than I have created a triangle. Now on, I want to show this triangle on Dash layout. This the output of the triangle on the console. !

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image.png891×220 7.58 KB 

import dash_core_components as dcc
import dash_html_components as html
from dash.dependencies import Input, Output, State
import plotly.graph_objs as go
from apps import commonmodules
import seaborn as sns
import matplotlib.pyplot as plt
import dash
import dash_table
import dash_table_experiments as dt
import json
import base64
import datetime
import dash_table_experiments as dt
import io
import pandas as pd
from app import app
import numpy as np
import chainladder as cl
external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css']

N = 1000
random_x = np.random.randn(N)
random_y = np.random.randn(N)
# Read in the data
lobs = 'wkcomp'
df= pd.read_csv(r'https://www.casact.org/research/reserve_data/wkcomp_pos.csv')
df= df[df['DevelopmentYear']<=1997]

# Create a triangle
triangle = cl.Triangle(df, origin='AccidentYear',
                       development='DevelopmentYear',
                       index=['GRNAME'],
                       columns=['IncurLoss_D','CumPaidLoss_D','EarnedPremDIR_D'])
# Output
print('Raw data:')
print(df.head())
print()
print('Triangle summary:')
print(triangle)