3. Preparing data
It's an illusion to think that the data found in the various sources will be ready to use.
The analyst will have to apply several successive processes:
control of aberrations and extremes with possible suppression ;
data homogenization where possible (e.g., for numerical data to be converted or names to be standardized); see figure "Example of Open Refine's name homogenization processing".
Open Refine
is a tool that enables data to be reprocessed, standardized or deduplicated;
data structuring, for example using segmentation solutions (Web scrapping) or extraction of named entities;
data exploitation (statistical processing, spatialization,...
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Preparing data