Question

Data Manipulation in Python

• How can the way in which information is presented influence the way in which it is perceived?
• Do you think better formatting can improve the credibility of the report for a user?
• Why is it important to always format currency with 2 decimal points and to right-align currency values when displaying?
• Should you always highlight many rows and columns in a report?
• Do you think it is better to query a lot of data once and then manipulate it in pandas, or should you rather have several smaller queries each resulting in its own dataframe? Can you think of pros and cons?

Answer 1

If we are able to interpret our information correctly and better than we can make the user understand it analytically.

Yes, better formatting makes it easier to interpret and understand the report.

It is necessary as it fromat all the data in same way and the results are interpreted accordingly.

Yes, it is useful to highlight number of rows and column

Yes it is better to query the data and manipulate it using pandas as we can use those query results later in our analysis.