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Question
Draw two tables for multiplication similar to the tables showing the changes in the series elements and corresponding output without replacing the missing values, and after replacing the missing values with 0.
| index | value from seriesA |
value from seriesB |
seriesA + seriesB |
| a | 1 | −10 | −9.0 |
| b | 2 | NaN | |
| c | 3 | −50 | −47.0 |
| d | 4 | NaN | |
| e | 5 | 100 | 105.00 |
| y | 20 | NaN | |
| z | 10 | NaN |
| index | value from seriesA |
value from seriesB |
seriesA + seriesB |
| a | 1 | −10 | −9.0 |
| b | 2 | 0 | 2.0 |
| c | 3 | −50 | −47.0 |
| d | 4 | 000 | 4.0 |
| e | 5 | 100 | 105.00 |
| y | 0 | 20 | 20.0 |
| z | 0 | 10 | 10.0 |
Complete the Table
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Solution
Multiplication without replacing missing values:
When missing values (NaN) are present, any multiplication involving them results directly in NaN.
| index | value from seriesA |
value from seriesB |
seriesA + seriesB |
| a | 1 | −10 | −10.0 |
| b | 2 | NaN | |
| c | 3 | −50 | −150.0 |
| d | 4 | NaN | |
| e | 5 | 100 | 500.0 |
| y | 20 | NaN | |
| z | 10 | NaN |
Multiplication after replacing missing values with 0:
In this table, any completely missing value (blank space) is replaced with 0 before the multiplication takes place.
| index | value from seriesA |
value from seriesB |
seriesA + seriesB |
| a | 1 | −10 | −10.0 |
| b | 2 | 0 | 0.0 |
| c | 3 | −50 | −150.0 |
| d | 4 | 0 | 0.0 |
| e | 5 | 100 | 500.0 |
| y | 0 | 20 | 0.0 |
| z | 0 | 10 | 0.0 |
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