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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

54 rows where contestant = 46

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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
1539 The most powerful smell 323 Paul Sinha 46 3   3 2= 4 3.5 3      
1544 Find the baby monitor receiver 324 Paul Sinha 46 1   1 5 1 1 1      
1549 Make and be seduced by a ventriloquist dummy 325 Paul Sinha 46 4   4 2= 4 3 3.33      
1554 Sneak up on Alex 326 Paul Sinha 46 1   1 5 1 1 0.938      
1559 Collect the most doughnuts in your bucket 327 Paul Sinha 46 1   1 5 1 1 1      
1566 The best pair of things 329 Paul Sinha 46 4   4 2= 4 3.5 3.53      
1571 Make a moustache from something unexpected 330 Paul Sinha 46 5   5 1 5 5 5      
1576 Transfer the rice to the bottle 331 Paul Sinha 46
DQ
1 1              
1581 Convey an object using only facial expressions, noises, adjectives & verbs 332 Paul Sinha 46 2   2 2=     2.5 3 2 2.5
1586 Travel the furthest while making a continuous noise 333 Paul Sinha 46 2   2 4 2 2 2      
1591 Name a bird, eat a grape, name a contestant 334 Paul Sinha 46 5   5 1 5 5 5      
1596 The best burstable thing 335 Paul Sinha 46 4   4 2 4 4 4      
1601 Build the best volcano 336 Paul Sinha 46 3   3 3 3 3 2.65      
1606 Work out what Alex is wearing 337 Paul Sinha 46 2   2 4 2 2 2      
1611 Do the worst thing and make the best apology 338 Paul Sinha 46 1   1 5 1 1 1      
1616 Get into two sleeping bags and complete other actions 339 Paul Sinha 46 1   1 3= 3 2 1      
1621 The best present for a doctor 340 Paul Sinha 46 1   1 4= 2 1.5 1      
1626 Get the toilet paper through the toilet seat 341 Paul Sinha 46 1   1 5 1 1 1      
1631 Make the best thing to entertain a toddler 342 Paul Sinha 46 5   5 1= 5 4.5 3.57      
1636 Get the most weight into a hammock 343 Paul Sinha 46
DQ
  0              
1641 Throw a frying pan into a hoop 344 Paul Sinha 46 4   4 2 4 4 4      
1649 The best face 346 Paul Sinha 46 4   4 2 4 4 4      
1654 Move the sand from one bucket to another 347 Paul Sinha 46 2   2 4 2 2 2      
1659 Make a realistic injury using food 348 Paul Sinha 46 1   1 5 1 1 0.833      
1664 Play long-distance catch with a beach ball 349 Paul Sinha 46 3 1 4 1=     3.46 5 3 3.5
1669 Herd the ping pong balls into a pen 350 Paul Sinha 46 1   1 5 1 1 0.938      
1674 Recreate the scene you parade past 351 Paul Sinha 46 2   2 3= 3 2 2      
1679 The best see-through item 352 Paul Sinha 46 1   1 2= 4 2.5 1.25      
1684 Conceal yourself inside a phone box 353 Paul Sinha 46 1   1 5 1 1 1      
1689 Design an iconic album cover 354 Paul Sinha 46 2   2 2=     2.14 3 2 2.5
1694 Recall the order of the deck of cards 355 Paul Sinha 46 5   5 1 5 5 5      
1699 Score a goal from the greatest distance 356 Paul Sinha 46
DQ
  0              
1704 Roll a toilet roll, and retrieve your shoe 357 Paul Sinha 46
DQ
  0              
1709 The best slippery thing 358 Paul Sinha 46 4   4 2= 4 3.5 3.33      
1714 Find the apples 359 Paul Sinha 46 3   3 3 3 3 3      
1719 Work out the crisp flavours 360 Paul Sinha 46 3   3 3 3 3 2.81      
1724 Do something powerful with your little finger 361 Paul Sinha 46 3   3 2= 4 3.5 3      
1729 Answer the questions, pull the strings; do not release the green egg 362 Paul Sinha 46 0   0              
1734 The nicest thing to hold 363 Paul Sinha 46 5   5 1 5 5 4.41      
1739 Make a portrait of a former contestant using sand and one tool 364 Paul Sinha 46 4   4 2 4 4 4      
1744 Catch the tennis balls 365 Paul Sinha 46 5   5 1=     5 5 3 3.5
1749 Move the beach ball across the finish line using only water 366 Paul Sinha 46 2   2 4 2 2 2      
1754 Complete the five-syllable words 367 Paul Sinha 46 5   5 1 5 5 5      
1759 The best form of protection 368 Paul Sinha 46 4   4 2= 4 3.5 3.16      
1764 Get a ball into a bin with the most bounces 369 Paul Sinha 46 2   2 4 2 2 2      
1769 Make a delicious dust meal 370 Paul Sinha 46 3   3 3 3 3 3      
1774 Make yourselves look like one person 371 Paul Sinha 46 3   3 1=     3.46 5 3 3.5
1779 Complete some tasks as one person 372 Paul Sinha 46 1   1 2=     1.25 3 2 2.5
1784 Stack plates and bowls on your head 373 Paul Sinha 46 4   4 2 4 4 4      
1789 The best thing that will change your life for the better 374 Paul Sinha 46 3   3 3= 3 2.5 2.65      
1794 Erase the eraser 375 Paul Sinha 46 4   4 2 4 4 4      
1799 Make the most tremendous legs 376 Paul Sinha 46 2   2 4 2 2 2      
1804 Blindly drive a mobility scooter around a course 377 Paul Sinha 46 2   2 4 2 2 2      
1809 Hook a duck while wearing inversion goggles 378 Paul Sinha 46 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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