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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

52 rows where contestant = 106

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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
3723 The most wonderful wooden thing you’ve owned for a while 767 Sue Perkins 106 4   4 2 4 4 4      
3728 Build a tower of cans in the lab 768 Sue Perkins 106 1   1 5 1 1 1      
3733 Cross the finish line while connected to your team 769 Sue Perkins 106 2   2 2=     1.58 3 2 2.5
3738 Get the duck into the lake 770 Sue Perkins 106 4   4 2 4 4 4      
3743 Heavier or lighter? 771 Sue Perkins 106 2   2 4= 2 1.5 1.58      
3748 The best sign 772 Sue Perkins 106 5   5 1 5 5 5      
3753 Pull the sword from the stone 773 Sue Perkins 106 1   1 5 1 1 1      
3758 Make a cheeky picture using nails and wire 774 Sue Perkins 106 5   5 1= 5 4.5 4.69      
3763 Make mischief 775 Sue Perkins 106 4   4 2 4 4 4      
3768 Draw something you like and something you dislike 776 Sue Perkins 106 4   4 2 4 4 4      
3770 Recite pi 777 Sue Perkins 106 0   0              
3775 The present that raises the most questions 778 Sue Perkins 106 2   2 4 2 2 2      
3780 Get the ball in the hole without touching it 779 Sue Perkins 106 1   1 5 1 1 1      
3785 Get underneath the most unique things 780 Sue Perkins 106 4   4 2= 4 3.5 3.75      
3790 Choose a new nickname 781 Sue Perkins 106 3   3 3 3 3 3      
3795 Human war boats 782 Sue Perkins 106 0   0              
3800 The best thing for a grown-up that is meant for a child 783 Sue Perkins 106 3   3 3 3 3 3      
3805 Make a surprisingly pleasant sausage 784 Sue Perkins 106 5   5 1 5 5 5      
3810 Complete all the tasks as a team 785 Sue Perkins 106 2   2 2=     1.58 3 2 2.5
3815 Recreate a well-known piece of art on 100 memo squares 786 Sue Perkins 106 5   5 1= 5 4.5 4.41      
3820 Roll your animal die 787 Sue Perkins 106 3   3 3 3 3 3      
3823 Tut the loudest 788 Sue Perkins 106 0   0              
3827 The best thing that has five things on it 789 Sue Perkins 106 3   3 3 3 3 3      
3832 Burst the balloon without looking at it 790 Sue Perkins 106 5   5 1 5 5 5      
3837 Make a cool but scary googly-eyed gang 791 Sue Perkins 106 2   2 4 2 2 2      
3842 Get all of the water into the vase 792 Sue Perkins 106
DQ
  0              
3847 Retrieve and sip your drink 793 Sue Perkins 106 2   2 4= 2 1.5 1.88      
3852 The greatest thing that makes quite a loud noise when you shake it 794 Sue Perkins 106 3   3 3 3 3 3      
3857 Avoid the rubbish robots 795 Sue Perkins 106 3   3 3 3 3 3      
3862 Recreate the garage scene in the lab 796 Sue Perkins 106 3   3 1=     3 5 3 3.5
3867 Present a powerful piece called "Heads, Shoulders, Knees and Toes" 797 Sue Perkins 106 4   4 3= 3 2.5 3      
3872 Pineapple bluff 798 Sue Perkins 106 4   4 2 4 4 3.75      
3877 The thing most guaranteed to make you groan 799 Sue Perkins 106 5   5 1 5 5 4.69      
3882 Play with these switches / Balance the most golf tees 800 Sue Perkins 106
DQ
  0              
3887 Pie the air dancer in the face 801 Sue Perkins 106
DQ
  0              
3892 Place your cardboard replica within the boundary 802 Sue Perkins 106 2 -2 0 4 2 2 2      
3897 Get three balls on your hat using litter-pickers 803 Sue Perkins 106 1   1 5 1 1 1      
3904 The best single-word object you own and love that gets the best reaction when introduced following a drum roll 805 Sue Perkins 106 5   5 1 5 5 4.17      
3909 Find the secret task 806 Sue Perkins 106 -1   -1              
3914 Complete the fortune trail 807 Sue Perkins 106
DQ
  0              
3919 Convince a child that you're asleep 808 Sue Perkins 106 2   2 4 2 2 1.88      
3924 Mime proverbs to your team 809 Sue Perkins 106 5   5 1=     3.95 5 3 3.5
3929 The bit of old crap that Greg likes the best 810 Sue Perkins 106 5   5 1 5 5 5      
3934 Obey all of the traffic signals 811 Sue Perkins 106 5   5 1 5 5 5      
3939 Make the best gift for Greg 812 Sue Perkins 106 5   5 1 5 5 4.17      
3944 Feed the clown the most cards 813 Sue Perkins 106
DQ
  0              
3949 Pass the parade exam 814 Sue Perkins 106 5   5 1= 5 4.5 4.69      
3954 The thing that, when you turn it round, gives you the biggest shock 815 Sue Perkins 106 1   1 5 1          
3959 Do something shocking but family-friendly with this doughnut 816 Sue Perkins 106 1   1 5 1          
3964 Demonstrate the most effective high-intensity four-part exercise routine 817 Sue Perkins 106 3   3 3= 3          
3969 Give your guest the best service 818 Sue Perkins 106 5   5 1=       5 3 3.5
3974 Throw a ball into the bathtub 819 Sue Perkins 106 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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