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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

51 rows where contestant = 107

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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
3724 The most wonderful wooden thing you’ve owned for a while 767 Susan Wokoma 107 2   2 4 2 2 2      
3729 Build a tower of cans in the lab 768 Susan Wokoma 107 3   3 3 3 3 3      
3734 Cross the finish line while connected to your team 769 Susan Wokoma 107 2   2 2=     1.58 3 2 2.5
3739 Get the duck into the lake 770 Susan Wokoma 107 5   5 1 5 5 5      
3744 Heavier or lighter? 771 Susan Wokoma 107 2   2 4= 2 1.5 1.58      
3749 The best sign 772 Susan Wokoma 107 4   4 2 4 4 4      
3754 Pull the sword from the stone 773 Susan Wokoma 107 4   4 2 4 4 4      
3759 Make a cheeky picture using nails and wire 774 Susan Wokoma 107 3   3 3 3 3 2.81      
3764 Make mischief 775 Susan Wokoma 107 5   5 1 5 5 5      
3769 Draw something you like and something you dislike 776 Susan Wokoma 107 3   3 3 3 3 3      
3771 Recite pi 777 Susan Wokoma 107 0   0              
3776 The present that raises the most questions 778 Susan Wokoma 107 1   1 5 1 1 1      
3781 Get the ball in the hole without touching it 779 Susan Wokoma 107 2   2 4 2 2 2      
3786 Get underneath the most unique things 780 Susan Wokoma 107 1   1 5 1 1 0.938      
3791 Choose a new nickname 781 Susan Wokoma 107 2   2 4 2 2 2      
3796 Human war boats 782 Susan Wokoma 107 0   0              
3801 The best thing for a grown-up that is meant for a child 783 Susan Wokoma 107 2   2 4 2 2 2      
3806 Make a surprisingly pleasant sausage 784 Susan Wokoma 107 2   2 4 2 2 2      
3811 Complete all the tasks as a team 785 Susan Wokoma 107 2   2 2=     1.58 3 2 2.5
3816 Recreate a well-known piece of art on 100 memo squares 786 Susan Wokoma 107 3   3 3= 3 2.5 2.65      
3821 Roll your animal die 787 Susan Wokoma 107 2   2 4 2 2 2      
3828 The best thing that has five things on it 789 Susan Wokoma 107 5   5 1 5 5 5      
3833 Burst the balloon without looking at it 790 Susan Wokoma 107 2   2 4 2 2 2      
3838 Make a cool but scary googly-eyed gang 791 Susan Wokoma 107 4   4 2 4 4 4      
3843 Get all of the water into the vase 792 Susan Wokoma 107
DQ
  0              
3848 Retrieve and sip your drink 793 Susan Wokoma 107 2   2 4= 2 1.5 1.88      
3853 The greatest thing that makes quite a loud noise when you shake it 794 Susan Wokoma 107 1   1 5 1 1 1      
3858 Avoid the rubbish robots 795 Susan Wokoma 107 4   4 2 4 4 4      
3863 Recreate the garage scene in the lab 796 Susan Wokoma 107 3   3 1=     3 5 3 3.5
3868 Present a powerful piece called "Heads, Shoulders, Knees and Toes" 797 Susan Wokoma 107 4   4 3= 3 2.5 3      
3873 Pineapple bluff 798 Susan Wokoma 107 5   5 1 5 5 4.69      
3878 The thing most guaranteed to make you groan 799 Susan Wokoma 107 4   4 2 4 4 3.75      
3883 Play with these switches / Balance the most golf tees 800 Susan Wokoma 107
DQ
  0              
3888 Pie the air dancer in the face 801 Susan Wokoma 107 5   5 1 5 5 5      
3893 Place your cardboard replica within the boundary 802 Susan Wokoma 107 1   1 5 1 1 1      
3898 Get three balls on your hat using litter-pickers 803 Susan Wokoma 107 2   2 4 2 2 2      
3905 The best single-word object you own and love that gets the best reaction when introduced following a drum roll 805 Susan Wokoma 107 4   4 2= 4 3.5 3.33      
3910 Find the secret task 806 Susan Wokoma 107 0   0              
3915 Complete the fortune trail 807 Susan Wokoma 107 3   3 3 3 3 3      
3920 Convince a child that you're asleep 808 Susan Wokoma 107 5   5 1= 5 4.5 4.69      
3925 Mime proverbs to your team 809 Susan Wokoma 107 5   5 1=     3.95 5 3 3.5
3930 The bit of old crap that Greg likes the best 810 Susan Wokoma 107 2   2 4 2 2 2      
3935 Obey all of the traffic signals 811 Susan Wokoma 107 4   4 2 4 4 4      
3940 Make the best gift for Greg 812 Susan Wokoma 107 3   3 4 2 2 2.5      
3945 Feed the clown the most cards 813 Susan Wokoma 107
DQ
  0              
3950 Pass the parade exam 814 Susan Wokoma 107 5   5 1= 5 4.5 4.69      
3955 The thing that, when you turn it round, gives you the biggest shock 815 Susan Wokoma 107 3   3 3 3          
3960 Do something shocking but family-friendly with this doughnut 816 Susan Wokoma 107 4   4 2= 4          
3965 Demonstrate the most effective high-intensity four-part exercise routine 817 Susan Wokoma 107 3   3 3= 3          
3970 Give your guest the best service 818 Susan Wokoma 107 5   5 1=       5 3 3.5
3975 Throw a ball into the bathtub 819 Susan Wokoma 107 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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