Use the inputs age, weight_kg, resting_heart_rate and weekly_sessions, the answer programme, and train_test_split with test_size=0.25, random_state=42 and stratify on the answer.
Train a scaled pipeline with n_neighbors=7. Store the confusion matrix on the test part as a list of lists, with the labels in the order ["Cardio", "Strength", "Yoga"], in result.
import io
import pandas as pd
members = pd.read_csv(io.StringIO("""member_id,age,weight_kg,resting_heart_rate,weekly_sessions,programme
601,32,84,64,5,Strength
602,20,63,63,5,Yoga
603,37,78,82,3,Cardio
604,45,83,74,4,Cardio
605,38,78,64,6,Strength
606,37,100,84,4,Cardio
607,48,70,70,4,Yoga
608,37,78,83,4,Yoga
609,38,65,73,2,Yoga
610,49,56,73,3,Yoga
611,58,62,75,2,Yoga
612,45,75,81,3,Yoga
613,36,70,66,6,Strength
614,36,60,82,3,Yoga
615,26,68,68,4,Strength
616,26,67,63,5,Yoga
617,27,87,72,5,Strength
618,50,57,72,2,Yoga
619,34,94,82,5,Cardio
620,40,85,81,4,Cardio
621,38,83,71,6,Strength
622,26,63,71,6,Strength
623,64,61,81,4,Yoga
624,24,65,72,6,Strength
625,37,69,80,2,Yoga
626,25,82,83,5,Cardio
627,56,66,72,2,Yoga
628,21,66,71,6,Strength
629,22,75,67,4,Strength
630,24,62,65,4,Strength
631,25,65,70,4,Strength
632,29,70,71,4,Strength
633,36,105,85,5,Cardio
634,37,81,84,5,Cardio
635,31,73,66,4,Strength
636,29,97,81,4,Cardio
637,22,71,70,6,Strength
638,37,81,82,3,Cardio
639,31,79,84,4,Cardio
640,26,65,62,4,Strength
641,23,86,69,4,Strength
642,43,78,81,4,Yoga
643,42,86,78,5,Cardio
644,51,59,75,4,Yoga
645,36,80,84,5,Cardio
646,24,74,72,4,Strength
647,22,71,72,4,Strength
648,53,73,81,3,Yoga
649,32,75,74,6,Strength
650,32,78,73,4,Strength
651,36,55,80,3,Yoga
652,30,85,63,4,Strength
653,41,89,81,4,Cardio
654,31,82,76,5,Cardio
655,45,79,76,3,Yoga
656,54,65,79,2,Strength
657,22,72,72,4,Strength
658,29,77,70,6,Strength
659,29,66,72,5,Strength
660,59,65,79,4,Yoga
661,23,83,73,4,Strength
662,20,86,71,5,Strength
663,37,59,76,4,Yoga
664,27,79,80,5,Cardio
665,37,67,73,4,Strength
666,35,77,72,6,Strength
667,37,71,65,5,Strength
668,37,100,77,5,Cardio
669,36,76,68,5,Strength
670,49,75,81,3,Yoga
671,28,83,81,3,Cardio
672,37,79,67,6,Strength
673,34,73,72,4,Cardio
674,34,101,86,3,Cardio
675,27,76,72,6,Strength
676,26,78,66,5,Strength
677,40,77,68,4,Strength
678,39,80,66,5,Strength
679,32,77,71,6,Strength
680,27,82,72,5,Strength
681,29,87,74,5,Cardio
682,29,101,80,4,Cardio
683,28,92,72,3,Strength
684,35,74,74,5,Strength
685,52,66,77,3,Yoga
686,37,56,75,3,Yoga
687,30,96,86,5,Cardio
688,25,101,77,4,Cardio
689,31,63,68,6,Strength
690,32,87,65,5,Strength
691,44,70,80,4,Yoga
692,35,78,71,6,Strength
693,34,80,78,4,Cardio
694,27,69,67,5,Strength
695,35,70,70,4,Strength
696,64,79,72,2,Yoga
697,32,80,68,4,Strength
698,27,94,73,4,Cardio
699,25,100,74,4,Cardio
700,21,78,70,5,Strength
701,43,85,73,4,Cardio
702,39,86,66,5,Strength
703,38,68,67,5,Strength
704,31,90,79,4,Cardio
705,38,72,77,2,Yoga
706,38,69,65,4,Strength
707,54,69,74,3,Yoga
708,63,72,78,2,Yoga
709,61,63,78,2,Yoga
710,31,81,67,4,Strength
711,57,63,79,4,Yoga
712,32,102,80,5,Yoga
713,56,64,72,2,Yoga
714,37,81,83,5,Cardio
715,38,82,76,5,Cardio
716,39,73,69,6,Strength
717,20,64,62,5,Strength
718,44,74,82,2,Yoga
719,41,97,86,4,Yoga
720,47,73,77,3,Yoga
721,34,87,63,5,Strength
722,31,93,80,5,Cardio
723,30,69,68,6,Strength
724,46,86,82,4,Cardio
725,34,106,82,3,Cardio
726,35,79,78,4,Cardio
727,44,77,72,3,Yoga
728,38,72,79,3,Yoga
729,27,104,81,5,Cardio
730,45,79,77,3,Yoga
731,39,85,85,3,Cardio
732,26,86,70,4,Strength
733,65,65,81,4,Yoga
734,29,83,77,5,Cardio
735,38,66,73,2,Yoga
736,29,80,69,6,Strength
737,28,100,81,3,Cardio
738,28,86,78,5,Cardio
739,59,70,83,4,Cardio
740,45,69,74,2,Yoga
741,29,69,67,6,Strength
742,25,80,68,5,Strength
743,40,95,76,4,Cardio
744,41,94,81,3,Cardio
745,32,81,64,4,Strength
746,63,58,74,2,Yoga
747,29,81,78,4,Cardio
748,46,78,71,3,Yoga
749,64,56,82,4,Strength
750,58,71,75,3,Yoga
751,26,76,63,5,Strength
752,51,66,80,2,Yoga
753,64,63,76,4,Yoga
754,38,73,79,3,Yoga
755,39,76,66,6,Strength
756,53,70,75,2,Yoga
757,44,64,71,4,Yoga
758,26,84,74,4,Cardio
759,33,84,62,4,Strength
760,26,85,85,5,Cardio
761,56,73,80,2,Yoga
762,28,104,73,5,Cardio
763,43,99,76,5,Cardio
764,46,105,80,5,Cardio
765,42,105,75,3,Cardio
766,30,63,70,5,Strength
767,37,66,72,2,Yoga
768,63,73,72,3,Yoga
769,46,75,72,2,Yoga
770,39,63,65,4,Strength
771,27,83,71,6,Strength
772,63,56,81,3,Yoga
773,32,66,63,4,Strength
774,24,74,71,6,Strength
775,27,73,64,5,Strength
776,28,85,84,3,Cardio
777,44,69,72,4,Cardio
778,25,71,69,6,Yoga
779,58,58,81,4,Yoga
780,29,92,84,4,Cardio"""))Store your final answer in a variable named result.
Each hint gives a little more help. Try on your own first.
Run your code to see the output here.