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This research is based on data produced in OpenScienceResources (OSR) Repository (2016) for over 4,5 years, namely from 1 November 2009 until31 May 2014.
The most commonly-used asphalt mix design in Thailand still relies on the Marshall Mix design procedure which is empirical in its nature, in the sense that it is based on data produced by experiment and observation rather than reliable "in-field" data.
Fig. 3 is based on data produced using the Agilent Feature Extraction software Version A.6.1.1 to quantify spot intensities in the original microarray image.
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The work is based on data.
Google's entire business is based on data.
Schmidt's chart is based on data from the National Center for Education Statistics.
The maps are based on data from 1992 to 1996.
The study was based on data from 2002 to 2005.
That's based on data collected between 1870 and 2013.
Lastly, all three indicators under review are partly or fully based on data produced by other institutions.
We must say a few words here about the methodological limitations raised by the use of a data collection technique that is based on statements produced in response to a single question posed to the participants.
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