Additional Publish to Web Limitations using Data Set from Power BI Service

1st upload a dataset (does not require the report portion), then create a new report that uses the dataset from the PBI service, this is done by using "get data" then select Power BI Service and then select the dataset from the workspace you saved the dataset to.  Then, create a measure on the data set, say count of records (do not use the visual count of records, but create a measure resulting in a new column in the dataset).  Put this column on a visual, like the table visual.  Save and publish to app.powerbi.com.  Open on app.powerbi.com, under file, you will not see the "publish to web" option.  Update the report in the desktop by removing the measure and displaying any other data point, save and publish and the "publish to web" option will return under file.