How to get persistent express session id in socket.io connection?

I am building a MEAN stack chat application. And I want to be able to get express session id inside socket.io on connection handler. I am able to access the socket.handshake.session.id but it is not the same as req.session.id. Further socket.handshake.session.id keeps changing on every socket.

I have tried to solve this by getting session id from req.handshake.cookie by looking for connect.sid key but this key is not defined in there.

const cors = require('cors'),
express = require('express'),
eSession = require('express-session'),
cookieParser = require('cookie-parser'),
MongoStore = require('connect-mongo')(eSession),
sharedsession = require('express-socket.io-session'),
http = require('http'),
bodyParser = require('body-parser'),
socketio = require('socket.io');

const app = express();
const server = http.createServer(app);
const io = socketio(server);

const port = process.env.PORT || 3000;
//imports
const mongoose = require('./config/dbconnection');

//routes
const user = require('./api/routes/user');

const socketHandle = (io, mStore) => {
   io.on('connection', (socket) => {
     socket.on('join', (options, callback) => {

     console.log(socket.handshake.headers.cookie); //no connect.sid string present
     console.log(socket.handshake.session.id) // has value but keeps changing on each io connection and this id is not the same as req.session.id in an api endpoint method

    });
  }); 

const corsOptions = {
  origin: 'http://localhost:4200',
  optionsSuccessStatus: 200
};

const db = mongoose.connection;
const mStore = new MongoStore({ mongooseConnection: db });
const session = eSession({
  secret: 'my-secret',
  resave: true,
  saveUninitialized: true,
  store: mStore
});

app.use(cookieParser('my-secret'));
app.use(session);
io.use(sharedsession(session,{autoSave:true}));

socketHandle(io, mStore);

//body-parser
app.use(bodyParser.urlencoded({ extended: true }));
app.use(bodyParser.json());

app.use(cors(corsOptions));

app.use('/user', user);

server.listen(port, () => console.log(`listening on http://localhost:${port}`));

Both socket.handshake.session.id and socket.handshake.headers.cookie(connect.sid key)should have provided the session id that has the same value as req.session.id