Page 20 - CT_AI_Class-8
P. 20

After correction:

                     Student        Gadget        Screen          Sleep       Outdoor       Academic        Screen
                                     Type           Time         Hours         Activity       Score       Time Level

                    Student 1       Mobile          5 hrs           6          30 min           65           High

                    Student 2       Laptop          2 hrs           9            1 hr           80           Low

                    Student 3       Tablet          4 hrs           7          45 min           70           High

                    Student 4       Laptop         1.5 hrs          8           1.5 hr          85           Low
                    Student 5       Mobile          4 hrs           6            1 hr           —            High


                  Handling Missing Values
                  Academic Score for Student 5 is missing.

                  Available Academic Scores:

                  65, 80, 70, 85
                  Average = (65 + 80 + 70 + 85) ÷ 4Average = 300 ÷ 4Average = 75

                  Fill missing value:

                  Student 5 Academic Score = 75
                  After correction:


                     Student        Gadget        Screen          Sleep       Outdoor       Academic        Screen
                                     Type           Time         Hours         Activity       Score       Time Level

                    Student 1       Mobile          5 hrs           6          30 min           65           High

                    Student 2       Laptop          2 hrs           9            1 hr           80           Low


                    Student 3       Tablet          4 hrs           7          45 min           70           High

                    Student 4       Laptop         1.5 hrs          8           1.5 hr          85           Low


                    Student 5       Mobile          4 hrs           6            1 hr           75           High

                  2.  Data formatting: Data formatting involves organising data in a structured and consistent

                     format so that it can be easily analysed.
                     This includes:

                      Converting text into numerical values (if required)
                      Standardising units (e.g., minutes to hours)

                      Arranging data neatly in rows and columns

                      Ensuring consistent data format





                   18        Artificial Intelligence (CT & AI)-VIII
   15   16   17   18   19   20   21   22   23   24   25