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normalized_scores

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rigid
the simplest possible normalization: 5 points for 1st (equal), 4 for 2nd (equal), etc.; null for team tasks (only two ranks)
spread
Distribute points from a pool of {5, 4, 3, 2, 1}, with rank ties between N people sharing the next N available point values. (〃)
scale
Multiply every score by some common factor to achieve a sum of 15 for the task; where this causes any individual score to exceed 5, regrettably abandon the 15-point target and scale down to ensure a maximum of 5. Note that this value does exist for team tasks due to being point- rather than rank-based.
5+3, 3+2, 3½+2½
various ways to normalize team tasks based on rank

50 rows where contestant = 103

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Suggested facets: base, points, rank, rigid, spread, scale, 5+3, 3+2, 3½+2½

id ▲ task contestant base ± points rank rigid spread scale 5+3 3+2 3½+2½
3720 The most wonderful wooden thing you’ve owned for a while 767 Julian Clary 103 5   5 1 5 5 5      
3725 Build a tower of cans in the lab 768 Julian Clary 103 4   4 2 4 4 4      
3730 Cross the finish line while connected to your team 769 Julian Clary 103 5   5 1=     3.95 5 3 3.5
3735 Get the duck into the lake 770 Julian Clary 103
DQ
  0              
3740 Heavier or lighter? 771 Julian Clary 103 5   5 1= 5 4 3.95      
3745 The best sign 772 Julian Clary 103 1   1 5 1 1 1      
3750 Pull the sword from the stone 773 Julian Clary 103 5   5 1 5 5 5      
3755 Make a cheeky picture using nails and wire 774 Julian Clary 103 2   2 4 2 2 1.88      
3760 Make mischief 775 Julian Clary 103 3   3 3 3 3 3      
3765 Draw something you like and something you dislike 776 Julian Clary 103 5   5 1 5 5 5      
3772 The present that raises the most questions 778 Julian Clary 103 4   4 2 4 4 4      
3777 Get the ball in the hole without touching it 779 Julian Clary 103 5   5 1 5 5 5      
3782 Get underneath the most unique things 780 Julian Clary 103 4   4 2= 4 3.5 3.75      
3787 Choose a new nickname 781 Julian Clary 103 1   1 5 1 1 1      
3792 Human war boats 782 Julian Clary 103 5   5 1=     5 5 3 3.5
3797 The best thing for a grown-up that is meant for a child 783 Julian Clary 103 4   4 2 4 4 4      
3802 Make a surprisingly pleasant sausage 784 Julian Clary 103 4   4 2 4 4 4      
3807 Complete all the tasks as a team 785 Julian Clary 103 5   5 1=     3.95 5 3 3.5
3812 Recreate a well-known piece of art on 100 memo squares 786 Julian Clary 103 3   3 3= 3 2.5 2.65      
3817 Roll your animal die 787 Julian Clary 103 1   1 5 1 1 1      
3824 The best thing that has five things on it 789 Julian Clary 103 4   4 2 4 4 4      
3829 Burst the balloon without looking at it 790 Julian Clary 103 3   3 3 3 3 3      
3834 Make a cool but scary googly-eyed gang 791 Julian Clary 103 3   3 3 3 3 3      
3839 Get all of the water into the vase 792 Julian Clary 103
DQ
  0              
3844 Retrieve and sip your drink 793 Julian Clary 103 5   5 1 5 5 4.69      
3849 The greatest thing that makes quite a loud noise when you shake it 794 Julian Clary 103 2   2 4 2 2 2      
3854 Avoid the rubbish robots 795 Julian Clary 103 1   1 5 1 1 1      
3859 Recreate the garage scene in the lab 796 Julian Clary 103 3   3 1=     3 5 3 3.5
3864 Present a powerful piece called "Heads, Shoulders, Knees and Toes" 797 Julian Clary 103 2   2 5 1 1 1.5      
3869 Pineapple bluff 798 Julian Clary 103 1   1 5 1 1 0.938      
3874 The thing most guaranteed to make you groan 799 Julian Clary 103 3   3 3 3 3 2.81      
3879 Play with these switches / Balance the most golf tees 800 Julian Clary 103
DQ
  0              
3884 Pie the air dancer in the face 801 Julian Clary 103 4   4 2 4 4 4      
3889 Place your cardboard replica within the boundary 802 Julian Clary 103 3 -2 1 3 3 3 3      
3894 Get three balls on your hat using litter-pickers 803 Julian Clary 103 5   5 1 5 5 5      
3901 The best single-word object you own and love that gets the best reaction when introduced following a drum roll 805 Julian Clary 103 4   4 2= 4 3.5 3.33      
3906 Find the secret task 806 Julian Clary 103 0   0              
3911 Complete the fortune trail 807 Julian Clary 103 5   5 1 5 5 5      
3916 Convince a child that you're asleep 808 Julian Clary 103 3   3 3 3 3 2.81      
3921 Mime proverbs to your team 809 Julian Clary 103 3   3 2=     2.37 3 2 2.5
3926 The bit of old crap that Greg likes the best 810 Julian Clary 103 3   3 3 3 3 3      
3931 Obey all of the traffic signals 811 Julian Clary 103
DQ
  0              
3936 Make the best gift for Greg 812 Julian Clary 103 4   4 2= 4 3.5 3.33      
3941 Feed the clown the most cards 813 Julian Clary 103 5   5 1 5 5 5      
3946 Pass the parade exam 814 Julian Clary 103 3   3 3 3 3 2.81      
3951 The thing that, when you turn it round, gives you the biggest shock 815 Julian Clary 103 5   5 1 5          
3956 Do something shocking but family-friendly with this doughnut 816 Julian Clary 103 4   4 2= 4          
3961 Demonstrate the most effective high-intensity four-part exercise routine 817 Julian Clary 103 5   5 1 5          
3966 Give your guest the best service 818 Julian Clary 103 2   2 3=            
3971 Throw a ball into the bathtub 819 Julian Clary 103 1   1 2= 4          

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CREATE TABLE normalized_scores (
   id         INTEGER PRIMARY KEY,
   task       INTEGER REFERENCES tasks(id),
   contestant INTEGER REFERENCES people(id),
   base       INTEGER,
   adjustment INTEGER,
   points     INTEGER,
   rank       TEXT,
   rigid      REAL,
   spread     REAL,
   scale      REAL,
   '5+3'      REAL,
   '3+2'      REAL,
   '3½+2½'    REAL
);
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