In deployment process I moved reports from sand box to production (using change sets). But in production I only view the report fields I am not able see those records. And also I deployed source object too. Please explain?
As mentioned in the comments you cannot move data from the Sandbox to the Production environment using Eclipse. You could use the dataloader or a free tool like Jitterbit to export and then import your data. For other ideas on how to move the data see this question here. The question asks about moving production data to the sandbox but the same applies for sandbox to production. Keep in mind the Salesforce Ids will not be the same in the two different environments so you will need to do something to deal with any child records, like using an external id.