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    README.md
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    54 54   
    55 55  ## Usage
    56 56   
    57  -- Access the app online.
    58  - 
    59  -Data cache can either be:
    60  - 
    61  -- Downloaded from <a href="https://drive.google.com/drive/folders/15I2-spww_5ZG6tzslLyU4gGwb3zDNZU-?usp=sharing" target="_blank">GoogleDrive.</a>
    62  - (Then unzipped and stored in `/data` folder.)
    63  - 
    64  -- Recomputed with fresh UK Company House Downloads. Follow README and notebook in `/data_cache/` folder.
     57 +See this <a href="https://www.youtube.com/watch?v=WeHYfiNQzvc" target="_blank">youtube video.</a> for an instructional video.
    65 58   
    66 59  ## Additional Information
    67 60   
    68 61  ### Data
    69 62   
    70 63  In this project we used UK Company House Datasets. All information regarding the dataset, input schema and data processing can be found in [data_cache](https://github.com/sahanmar/451/tree/main/data_cache).
     64 + 
     65 +Data cache can either be:
     66 + 
     67 +- Downloaded from <a href="https://drive.google.com/drive/folders/15I2-spww_5ZG6tzslLyU4gGwb3zDNZU-?usp=sharing" target="_blank">GoogleDrive.</a>
     68 + (Then unzipped and stored in `/data` folder.)
     69 + 
     70 +- OR Recomputed with fresh UK Company House Downloads. Follow README and notebook in `/data_cache/` folder.
    71 71   
    72 72  #### Data enrichment
    73 73  The original UKCH data did not provide pep information. Hence, the data wes 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.
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