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Demographic

Extraction Blending (join all thedata from differentsubtopics) Cleansing (preprocessing with some blending amongst subtopics) Write city --> lowercaseCities listreset rowIDstotal schools- 2016total schools- 2017total schools- 2018apply suitablenames to colsapply suitablenames to colsapply suitablenames to colsjoin 2016+2017datajoin 2018+restof datacleanse allschool dataPopulationEstimatesProcess populationestimates dataJoin school &population dataWrite to file Case Converter CSV Reader RowID Excel Reader Excel Reader Excel Reader Column Rename Column Rename Column Rename Joiner Joiner Cleanse School Data Excel Reader CleansePopulation Data Joiner Table Writer Extraction Blending (join all thedata from differentsubtopics) Cleansing (preprocessing with some blending amongst subtopics) Write city --> lowercaseCities listreset rowIDstotal schools- 2016total schools- 2017total schools- 2018apply suitablenames to colsapply suitablenames to colsapply suitablenames to colsjoin 2016+2017datajoin 2018+restof datacleanse allschool dataPopulationEstimatesProcess populationestimates dataJoin school &population dataWrite to file Case Converter CSV Reader RowID Excel Reader Excel Reader Excel Reader Column Rename Column Rename Column Rename Joiner Joiner Cleanse School Data Excel Reader CleansePopulation Data Joiner Table Writer

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