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In the process of geological modelling (Fig. 2), data preparation and quality control are of fundamental importance.
See Additional file 1: Supplemental Methods for details on data preparation and quality control.
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The case studies and the sections on data preparation and data quality reflect the real-world challenges in the effective use of predictive analytics.
This workflow starts with data preparation and data quality validation, data curation that includes gathering molecular structures and corresponding biological activity data for a specified target.
For raw data preparation and statistical analysis, the quality of hybridization and overall chip performance were monitored by visual inspection of both internal quality control checks and the raw scanned data.
Twelve mapping teams employed by the MRLC used standardized data preparation, classification, and quality control to process the Landsat imagery within 65 distinct mapping zones (Huang and others 2001; Yang and others 2003; Homer and others 2004, 2007).
HBA performed quality assessment of data, data analysis, data preparation, and drafted manuscript.
The data preparation and data engineering bottleneck is broken.
JZ assisted with data preparation and analyses.
NO contributed to data preparation and analysis.
L.T.A.M. undertook data preparation and analysis.
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