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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

55 rows where contestant = 47

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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
1540 The most powerful smell 323 Sian Gibson 47 3   3 2= 4 3.5 3      
1545 Find the baby monitor receiver 324 Sian Gibson 47 4   4 2 4 4 4      
1550 Make and be seduced by a ventriloquist dummy 325 Sian Gibson 47 4   4 2= 4 3 3.33      
1555 Sneak up on Alex 326 Sian Gibson 47 2   2 4 2 2 1.88      
1560 Collect the most doughnuts in your bucket 327 Sian Gibson 47 3   3 3 3 3 3      
1567 The best pair of things 329 Sian Gibson 47 5   5 1 5 5 4.41      
1572 Make a moustache from something unexpected 330 Sian Gibson 47 1   1 5 1 1 1      
1577 Transfer the rice to the bottle 331 Sian Gibson 47 2   2 4 2 2 2      
1582 Convey an object using only facial expressions, noises, adjectives & verbs 332 Sian Gibson 47 3   3 1=     3.75 5 3 3.5
1587 Travel the furthest while making a continuous noise 333 Sian Gibson 47 3   3 3 3 3 3      
1592 Name a bird, eat a grape, name a contestant 334 Sian Gibson 47 2   2 4 2 2 2      
1597 The best burstable thing 335 Sian Gibson 47 5   5 1 5 5 5      
1602 Build the best volcano 336 Sian Gibson 47 2   2 4= 2 1.5 1.76      
1607 Work out what Alex is wearing 337 Sian Gibson 47 5   5 1 5 5 5      
1612 Do the worst thing and make the best apology 338 Sian Gibson 47 3   3 3 3 3 3      
1617 Get into two sleeping bags and complete other actions 339 Sian Gibson 47 1   1 3= 3 2 1      
1622 The best present for a doctor 340 Sian Gibson 47 5   5 1 5 5 5      
1627 Get the toilet paper through the toilet seat 341 Sian Gibson 47 2   2 4 2 2 2      
1632 Make the best thing to entertain a toddler 342 Sian Gibson 47 5   5 1= 5 4.5 3.57      
1637 Get the most weight into a hammock 343 Sian Gibson 47 3   3 1=     5 5 3 3.5
1642 Throw a frying pan into a hoop 344 Sian Gibson 47 0   0              
1645 Whip the bottle off the barrel 345 Sian Gibson 47 0   0              
1650 The best face 346 Sian Gibson 47 3   3 3 3 3 3      
1655 Move the sand from one bucket to another 347 Sian Gibson 47 3   3 3 3 3 3      
1660 Make a realistic injury using food 348 Sian Gibson 47 5   5 1 5 5 4.17      
1665 Play long-distance catch with a beach ball 349 Sian Gibson 47 2   2 2=     2.31 3 2 2.5
1670 Herd the ping pong balls into a pen 350 Sian Gibson 47 2   2 4 2 2 1.88      
1675 Recreate the scene you parade past 351 Sian Gibson 47 2   2 3= 3 2 2      
1680 The best see-through item 352 Sian Gibson 47 1   1 2= 4 2.5 1.25      
1685 Conceal yourself inside a phone box 353 Sian Gibson 47 2   2 3= 3 2.5 2      
1690 Design an iconic album cover 354 Sian Gibson 47 4   4 1=     4.29 5 3 3.5
1695 Recall the order of the deck of cards 355 Sian Gibson 47 3   3 3 3 3 3      
1700 Score a goal from the greatest distance 356 Sian Gibson 47 5   5 1 5 5 5      
1705 Roll a toilet roll, and retrieve your shoe 357 Sian Gibson 47 0   0              
1710 The best slippery thing 358 Sian Gibson 47 2   2 5 1 1 1.67      
1715 Find the apples 359 Sian Gibson 47
DQ
  0              
1720 Work out the crisp flavours 360 Sian Gibson 47 2   2 4= 2 1.5 1.88      
1725 Do something powerful with your little finger 361 Sian Gibson 47 2   2 4= 2 1.5 2      
1730 Answer the questions, pull the strings; do not release the green egg 362 Sian Gibson 47 5   5 1=     5 5 3 3.5
1735 The nicest thing to hold 363 Sian Gibson 47 3   3 3= 3 2.5 2.65      
1740 Make a portrait of a former contestant using sand and one tool 364 Sian Gibson 47 1   1 5 1 1 1      
1745 Catch the tennis balls 365 Sian Gibson 47
DQ
  0              
1750 Move the beach ball across the finish line using only water 366 Sian Gibson 47 4   4 2 4 4 4      
1755 Complete the five-syllable words 367 Sian Gibson 47 0   0              
1760 The best form of protection 368 Sian Gibson 47 3   3 4= 2 1.5 2.37      
1765 Get a ball into a bin with the most bounces 369 Sian Gibson 47 4   4 2 4 4 4      
1770 Make a delicious dust meal 370 Sian Gibson 47 2   2 4 2 2 2      
1775 Make yourselves look like one person 371 Sian Gibson 47 2   2 2=     2.31 3 2 2.5
1780 Complete some tasks as one person 372 Sian Gibson 47 4   4 1=     5 5 3 3.5
1785 Stack plates and bowls on your head 373 Sian Gibson 47 1   1 5 1 1 1      
1790 The best thing that will change your life for the better 374 Sian Gibson 47 2   2 5 1 1 1.76      
1795 Erase the eraser 375 Sian Gibson 47 2   2 4 2 2 2      
1800 Make the most tremendous legs 376 Sian Gibson 47 5   5 1 5 5 5      
1805 Blindly drive a mobility scooter around a course 377 Sian Gibson 47 4   4 2 4 4 4      
1810 Hook a duck while wearing inversion goggles 378 Sian Gibson 47 0   0              

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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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