So, I managed to find a solution. Looking at the discussion in Issue 
[#4770](https://github.com/apache/incubator-superset/issues/4770), it didn't 
feel quite the same issue as the one displayed here.

This is how I managed to solve it:

1. I went to the tab 'Charts'
2. I clicked on 'Edit records' in the corresponding chart
3. In the 'Parameters' section, I looked for the variable with name 'label' and 
changed it from `SUM(weekly_returning_users)` to `sum(weekly_returning_users)`
![image](https://user-images.githubusercontent.com/32204890/44491042-9a728f80-a625-11e8-917c-c16d647786d0.png)


Comparing to Issue #4770, I am editing the labels used in the Chart and not the 
datasource column names.

[ Full content available at: 
https://github.com/apache/incubator-superset/issues/5700 ]
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