The UnHealthyHostCount metric of ApplicationELB for cloudwatch datasource did not work because the capitalization was wrong - it was UnhealthyHostCount instead of UnHealthyHostCount.
Here is the AWS documentation listing the metric name - http://docs.aws.amazon.com/elasticloadbalancing/latest/application/load-balancer-cloudwatch-metrics.html#load-balancer-metrics-alb