IS428 AY2019-20T1 Assign Chua Xuan Ni, Rachel DATA TRANSFORMATION

From Visual Analytics for Business Intelligence
Jump to navigation Jump to search

MC1-2019.jpg IS428 VAST 2019 Mini Challenge 1

PROBLEM & MOTIVATION

DATA TRANSFORMATION

INTERACTIVE VISUALIZATION

DASHBOARDS

TASK & QUESTION

 

Dataset Analysis & Transformation Process

Issue Solution Resolution
Issue 1: In the current dataset, “mc1-reports-data.csv”. The different categories of damage are a column by itself, making it difficult to compare the damage by the categories. Pivot the different categories of damage – sewer_and_water, power, roads_and_bridges, medical and buildings into a new column, “Damage Area”, with their respective damage level in a new column, “Damage Level (0-10)”. To do this, I used Tableau Prep’s “Pivot function” to make the changes. After applying the pivot function, you can see that I now have 2 new columns containing the data from sewer_and_water, power, roads_and_bridges, medical and buildings merged as one.
Issue 2: In the given data – mc1-majorquake-shakemap.png, we can see that each value of Damage Level from 1 to 10 is categorized into the perceived shaking and we should align the values of each damage level as per the perceived shaking as well.
Rachel.chua.2017 issue2.1.png
As seen from the data, damage level has 0 as well, but the perceived shaking does not include 0. However, since 1 is categorized as “not felt”, 0 should fit into this category as well since it is the mildest possible perceived shaking level. To do this, I have created a new calculated field / column, “Damage Category”, to bin all the values respectively (ie. damage level between 0-1 == “Not Felt”, damage level between 2-3 == “Weak”, damage level 4 == “Light”, damage level 5 == “Moderate”, damage level 6 == “Strong”, damage level 7 == “Very Strong”, damage level 8 == “Severe”, damage level 9 == “Violent” and damage level 10 == “Extreme”). Do the same for shake intensity and create a new calculated field/column, “Shake Intensity Category”.
Rachel.chua.2017 issue2.2new.png
Example Example Example
Example Example Example
Example Example Example

Dataset Import Structure & Process