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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

46 rows where contestant = 27

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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
688 The most excellent noise 146 Sally Phillips 27 4   4 2 4 4 4      
693 Give Alex a special cuddle 147 Sally Phillips 27 4   4 2 4 4 3.75      
698 Get Alex to dry land 148 Sally Phillips 27 4   4 2 4 4 4      
703 Score a basket without your hands 149 Sally Phillips 27
DQ
  0              
708 Get some fruit into the bowl 150 Sally Phillips 27 2   2 4 2 2 2      
713 The hippest headwear 151 Sally Phillips 27 5   5 1 5 5 5      
718 Make a coconut-flinging machine 152 Sally Phillips 27 4   4 2 4 4 3.75      
723 Paint a rainbow in the dark 153 Sally Phillips 27 4   4 2 4 4 4      
728 Slice bread using something from the caravan 154 Sally Phillips 27
DQ
  0              
733 Create the greatest splat 155 Sally Phillips 27 2   2 2=     2.5 3 2 2.5
738 Paint your own canvas 156 Sally Phillips 27 5   5 1= 5 3.5 3.12      
743 The proudest item 157 Sally Phillips 27 4   4 2 4 4 4      
748 Retrieve the table tennis ball from the tube 158 Sally Phillips 27 4   4 2 4 4 4      
753 Make a coconut businessman 159 Sally Phillips 27 2   2 4 2 2 2      
758 Eat one item, balance one item, throw one item 160 Sally Phillips 27 5   5 1 5 5 5      
763 Word table tennis 161 Sally Phillips 27 1   1 5 1 1 1      
768 The most extraordinary souvenir 162 Sally Phillips 27 3   3 3 3 3 3      
773 Make marmite 163 Sally Phillips 27 2   2 4 2 2 2      
778 Do something remarkable synchronised 164 Sally Phillips 27 3   3 1=     3.46 5 3 3.5
783 Blow up a balloon to the size of a cucumber 165 Sally Phillips 27 2   2 4 2 2 2      
788 Spot the difference 166 Sally Phillips 27 2   2 4= 2 1.5 2      
793 Sneeze the fastest 167 Sally Phillips 27
DQ
  0              
798 Greg says... 168 Sally Phillips 27 3   3 3 3 3 3      
805 The most high-octane item 170 Sally Phillips 27 5   5 1 5 5 5      
810 Put the largest thing inside a balloon 171 Sally Phillips 27 0   0              
815 Create a remarkable water cooler moment 172 Sally Phillips 27 5   5 1 5 5 5      
821 Build a can tower & greet Alex from different countries 174 Sally Phillips 27 2   2 4 2 2 1.88      
826 Identify the Finns 175 Sally Phillips 27 2   2 4= 2 1.5 1.76      
831 The best home-made item 176 Sally Phillips 27 2   2 4 2 2 2      
836 Balance Alex on a see-saw 177 Sally Phillips 27 4   4 2 4 4 4      
841 Record the most incredible PoV footage 178 Sally Phillips 27 5   5 1 5 5 4.17      
847 Light a candle using a cupcake 180 Sally Phillips 27 3   3 3 3 3 3      
852 Make yourself monotone 181 Sally Phillips 27 4   4 2 4 4 4      
854 Kick yoghurt at a target 182 Sally Phillips 27 0   0              
859 The most surprisingly expensive item 183 Sally Phillips 27 4   4 2 4 4 3.75      
864 Travel blindfolded for three minutes and retrace your steps 184 Sally Phillips 27 3   3 3 3 3 3      
869 Coconut bobsleigh 185 Sally Phillips 27
DQ
  0              
874 Vote for who should receive five points 186 Sally Phillips 27 5   5 1 5 5 5      
879 Make a funny flick book 187 Sally Phillips 27 3   3 3= 3 2 2.37      
884 Zipwire items to the Taskmaster 188 Sally Phillips 27 1   1 5 1 1 1      
889 The most awkward item to take home 189 Sally Phillips 27 3   3 3 3 3 3      
894 Transport a coconut as far as possible 190 Sally Phillips 27 5   5 1 5 5 5      
899 Create the best graph 191 Sally Phillips 27 3   3 3= 3 2 2.5      
901 Make the most fish puns 192 Sally Phillips 27 0   0              
906 Write and perform a song about a stranger 193 Sally Phillips 27 2   2 2=     2.5 3 2 2.5
911 Throw an egg through a basketball hoop 194 Sally Phillips 27 4   4 2 4 4 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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