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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 = 44

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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
1537 The most powerful smell 323 Joe Thomas 44 1   1 5 1 1 1      
1542 Find the baby monitor receiver 324 Joe Thomas 44 3   3 3 3 3 3      
1547 Make and be seduced by a ventriloquist dummy 325 Joe Thomas 44 1   1 5 1 1 0.833      
1552 Sneak up on Alex 326 Joe Thomas 44 5   5 1 5 5 4.69      
1557 Collect the most doughnuts in your bucket 327 Joe Thomas 44 2   2 4 2 2 2      
1564 The best pair of things 329 Joe Thomas 44 1   1 5 1 1 0.882      
1569 Make a moustache from something unexpected 330 Joe Thomas 44 3   3 3 3 3 3      
1574 Transfer the rice to the bottle 331 Joe Thomas 44 5   5 1 5 5 5      
1579 Convey an object using only facial expressions, noises, adjectives & verbs 332 Joe Thomas 44 3   3 1=     3.75 5 3 3.5
1584 Travel the furthest while making a continuous noise 333 Joe Thomas 44 5   5 1 5 5 5      
1589 Name a bird, eat a grape, name a contestant 334 Joe Thomas 44 3   3 3 3 3 3      
1594 The best burstable thing 335 Joe Thomas 44 2   2 4 2 2 2      
1599 Build the best volcano 336 Joe Thomas 44 5   5 1= 5 4.5 4.41      
1604 Work out what Alex is wearing 337 Joe Thomas 44 0   0              
1609 Do the worst thing and make the best apology 338 Joe Thomas 44 2   2 4 2 2 2      
1614 Get into two sleeping bags and complete other actions 339 Joe Thomas 44 1   1 3= 3 2 1      
1619 The best present for a doctor 340 Joe Thomas 44 4   4 2 4 4 4      
1624 Get the toilet paper through the toilet seat 341 Joe Thomas 44 3 1 4 3 3 3 3      
1629 Make the best thing to entertain a toddler 342 Joe Thomas 44 4   4 3= 3 2.5 2.86      
1634 Get the most weight into a hammock 343 Joe Thomas 44 3   3 1=     5 5 3 3.5
1639 Throw a frying pan into a hoop 344 Joe Thomas 44 0   0              
1643 Whip the bottle off the barrel 345 Joe Thomas 44 0   0              
1647 The best face 346 Joe Thomas 44 1   1 5 1 1 1      
1652 Move the sand from one bucket to another 347 Joe Thomas 44 4   4 2 4 4 4      
1657 Make a realistic injury using food 348 Joe Thomas 44 4   4 2= 4 3 3.33      
1662 Play long-distance catch with a beach ball 349 Joe Thomas 44 2   2 2=     2.31 3 2 2.5
1667 Herd the ping pong balls into a pen 350 Joe Thomas 44 4   4 2= 4 3.5 3.75      
1672 Recreate the scene you parade past 351 Joe Thomas 44 5   5 1 5 5 5      
1677 The best see-through item 352 Joe Thomas 44 4   4 1 5 5 5      
1682 Conceal yourself inside a phone box 353 Joe Thomas 44 2   2 3= 3 2.5 2      
1687 Design an iconic album cover 354 Joe Thomas 44 4   4 1=     4.29 5 3 3.5
1692 Recall the order of the deck of cards 355 Joe Thomas 44 4   4 2 4 4 4      
1697 Score a goal from the greatest distance 356 Joe Thomas 44
DQ
  0              
1702 Roll a toilet roll, and retrieve your shoe 357 Joe Thomas 44
DQ
  0              
1707 The best slippery thing 358 Joe Thomas 44 4   4 2= 4 3.5 3.33      
1712 Find the apples 359 Joe Thomas 44 5   5 1 5 5 5      
1717 Work out the crisp flavours 360 Joe Thomas 44 5   5 1 5 5 4.69      
1722 Do something powerful with your little finger 361 Joe Thomas 44 5   5 1 5 5 5      
1727 Answer the questions, pull the strings; do not release the green egg 362 Joe Thomas 44 5   5 1=     5 5 3 3.5
1732 The nicest thing to hold 363 Joe Thomas 44 4   4 2 4 4 3.53      
1737 Make a portrait of a former contestant using sand and one tool 364 Joe Thomas 44 2   2 3= 3 2.5 2      
1742 Catch the tennis balls 365 Joe Thomas 44
DQ
  0              
1747 Move the beach ball across the finish line using only water 366 Joe Thomas 44 1   1 5 1 1 1      
1752 Complete the five-syllable words 367 Joe Thomas 44 0   0              
1757 The best form of protection 368 Joe Thomas 44 3   3 4= 2 1.5 2.37      
1762 Get a ball into a bin with the most bounces 369 Joe Thomas 44 1   1 5 1 1 1      
1767 Make a delicious dust meal 370 Joe Thomas 44 4   4 2 4 4 4      
1772 Make yourselves look like one person 371 Joe Thomas 44 2   2 2=     2.31 3 2 2.5
1777 Complete some tasks as one person 372 Joe Thomas 44 4   4 1=     5 5 3 3.5
1782 Stack plates and bowls on your head 373 Joe Thomas 44 2   2 4 2 2 2      
1787 The best thing that will change your life for the better 374 Joe Thomas 44 4   4 2 4 4 3.53      
1792 Erase the eraser 375 Joe Thomas 44 1 3 4 5 1 1 1      
1797 Make the most tremendous legs 376 Joe Thomas 44 1   1 5 1 1 1      
1802 Blindly drive a mobility scooter around a course 377 Joe Thomas 44 3   3 3 3 3 3      
1807 Hook a duck while wearing inversion goggles 378 Joe Thomas 44 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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