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    README.md
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    52 52  TBD
    53 53   
    54 54  ## Additional Information
    55  -This section includes any additional information that you want to mention about the tool, including:
    56  -- Potential next steps for the tool (i.e. what you would implement if you had more time)
    57  -- Any limitations of the current implementation of the tool
    58  -- Motivation for design/architecture decisions
     55 + 
     56 +### Data
     57 + 
     58 +Information about UKCH, preprocessing, etc...
     59 + 
     60 +#### Data enrichment
     61 +The original UKCH data did not provide niether sanctioned nor pep information. Hence, the data were enriched with the additional information from the publicly available external datasets. We have scraped [UN sanctions](https://www.un.org/securitycouncil/content/un-sc-consolidated-list), [Russian and Belorussian PEPs](https://rupep.org/en/persons_list/) and [all politicians dataset](https://raw.githubusercontent.com/everypolitician/everypolitician-data/master/countries.json). The scrapers, parsers and README can be found in [sanctions_and_peps](https://github.com/sahanmar/451/tree/main/sanctions_and_peps) directory.
     62 +In the final version of the app, UN and All politicians were used.
    59 63   
    60 64  ### Limitations
    61 65  * Limited to cliques of ??? hop distance owing to space limitation
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