Hi Chenrui,

Yes, all historical data of the object will be included in its associated 
report as long as you have applied the necessary filters or settings. In 
your scenario, for example, if you have applied the correct date range or 
added a filter for CampaignStatus 
<https://developers.google.com/adwords/api/docs/appendix/reports/campaign-performance-report#campaignstatus>
 = 
REMOVED and set the includeZeroImpressions = true, then the deleted or 
removed campaign with no impressions will be included in your report.

For more information regarding reporting, you may refer to this guide 
<https://developers.google.com/adwords/api/docs/guides/reporting>. Feel 
free to write back if you have any further questions.

Best regards,
Peter
AdWords API Team

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