Winsteps Winsteps Table 45 Plot: Cumulative person measures after each cooking task
MEASURE TASK - MAP - COOK July 23 HARD|MORE | 1 Larissa Takchi 2 Tessa Boersma 60 + |S 12 Steph De Sousa 13+ Abbey Rose 3 Simon Toohey 9 Tati Carlin | 4 Tim Bone (15) 6 Anushka Zargaryan 8 Derek Lau | 11 Sandeep Pandit 5 Nicole Scott 7 Christina Laker | 10 Ben Trobbiani |M | 13 Walleed Rasheed 14 Joe Ahern 18 Blake Werner 50 + 16 Kyle Lyons X M| 19 Jess Hall 20 Mandy Hall | |S 22 Yossra Abouelfadl 23 Dee Williams | | 40 + 17 Leah Milburn-Clark |T | 21 Monica Mignone 24 Huda Al-Sultan | | | | 30 + EASY|LESS |
The cooks' abilities are shown in the Wright Person-Item map: Winsteps Table 16.3 based on tasks since the second-chance challenge.
COOK July 23 STATISTICS: MEASURE ORDER ----------------------------------------------------------------------------------------------- |ENTRY TOTAL TOTAL MODEL| INFIT | OUTFIT |EXACT MATCH| | |NUMBER SCORE COUNT MEASURE S.E. |MNSQ ZSTD|MNSQ ZSTD| OBS% EXP%| COOK July 23 | |------------------------------------+----------+----------+-----------+----------------------| | 2 99.7 46.3 61.8 1.5| .92 -.35| .79 -1.01| 49.4 39.1| 2 Tessa Boersma | | 1 101.0 44.3 60.8 1.5|1.27 1.36|1.73 2.87| 26.3 36.1| 1 Larissa Takchi | | 13 54.4 22.5 58.8 2.3|1.16 .61|1.02 .17| 32.7 44.4| 13+ Abbey Rose | | 9 82.7 33.2 58.4 1.8| .91 -.29| .73 -1.05| 48.4 41.6| 9 Tati Carlin | | 12 63.0 25.5 58.3 2.2| .75 -.83| .80 -.55| 52.7 44.1| 12 Steph De Sousa | | 3 126.2 51.8 58.2 1.4|1.04 .31|1.11 .63| 23.9 37.1| 3 Simon Toohey | | 8 85.9 32.7 57.1 1.9|1.48 1.77|1.19 .74| 45.2 44.2| 8 Derek Lau | | 6 103.5 38.0 56.4 1.7|1.03 .22| .83 -.62| 44.2 46.0| 6 Anushka Zargaryan | | 4 103.5 37.6 56.4 1.6| .54 -2.37| .66 -1.44| 53.0 44.4| 4 Tim Bone (15) | | 11 58.0 20.8 55.9 2.6|1.42 1.06|1.33 .85| 56.5 57.3| 11 Sandeep Pandit | | 5 107.3 40.7 55.6 1.8| .92 -.25| .98 -.01| 44.8 49.2| 5 Nicole Scott | | 7 104.0 38.0 55.1 1.8|1.23 .90|1.18 .72| 51.2 49.2| 7 Christina Laker | | 10 87.7 30.2 54.5 2.0| .62 -1.39| .61 -1.23| 59.2 51.5| 10 Ben Trobbiani | | 18 38.0 13.6 50.8 3.9| .63 -.70| .45 -.81| 67.1 65.2| 18 Blake Werner | | 15 55.7 18.3 50.8 2.9|1.16 .52|1.22 .55| 49.8 60.8| 14 Joe Ahern | | 14 58.5 20.3 50.7 3.2| .56 -1.05| .49 -1.01| 64.0 64.6| 13 Walleed Rasheed |<- most consistent | 16 53.3 17.7 49.6 3.1| .93 -.03|1.03 .25| 64.6 61.8| 16 Kyle Lyons | | 20 30.1 11.4 47.9 4.4| .66 -.74| .98 .24| 62.3 61.4| 20 Mandy Hall | | 19 38.3 13.2 47.8 4.2|1.23 .63|2.24 1.45| 61.4 62.8| 19 Jess Hall | | 23 23.0 8.0 44.8 5.3|1.40 .87|6.16 2.57| 62.5 61.8| 23 Dee Williams |<- most inconsistent | 22 24.2 9.1 44.3 5.7| .79 -.34| .66 -.03| 56.0 65.7| 22 Yossra Abouelfadl | | 17 52.2 14.6 40.6 4.6| .80 -.24| .59 -.10| 70.1 68.0| 17 Leah Milburn-Clark| | 24 19.0 6.0 38.0 7.8|2.35 1.59| .97 .45| 66.7 68.5| 24 Huda Al-Sultan | | 21 29.0 9.3 37.8 6.5| .77 -.20| .58 .09| 56.9 70.4| 21 Monica Mignone | |------------------------------------+----------+----------+-----------+----------------------| | MEAN 66.6 25.1 52.1 3.2|1.02 .0|1.18 .2| 52.9 54.0| | | P.SD 31.5 13.4 6.9 1.7| .39 1.0|1.11 1.1| 12.0 10.9| | ----------------------------------------------------------------------------------------------- |
Masterchef Australia is a TV series on Australian TV, Network 10, tenplay.com.au. Series 11 started on April 29, 2019 and ended July 23, 2019. An analysis of Masterchef Australia 2018 is here.
Each cook is a row in the data matrix. Each episode, or part of an episode, is a column (item, task) in the data matrix. The first two episodes are for qualification and are summarized in the "1-AU" column, the first "cooking" column (item, task) in the data matrix. In the first episode, 18 home-cooks cooked dishes good enough for immediate qualification, scored "1" here. In the second episode 6 more are added, 5 are scored scored "3". 1 is scored "2" because she wasapplauded by the judges.
In most subsequent episodes, the winner or winning group of cooks are scored "1", the losers are scored "3", and the middle group are scored "2". The judges often make finer gradations in their comments on the dishes, and these are shown by additional scored levels. Since the scoring varies across episodes, the Partial Credit Model, ISGROUPS=0, is used. For details of each episode, please see Wikipedia: MasterChef Australia (series 11).
The columns (items) are labeled with codes such as "2-IT". "2" indicates the week number. "IT" indicates the type of competition. They are Pre = Prior, AU=Auditions, IT=Invention Test (Free Cook), MB=Mystery Box, PT=Pressure Test, elimination based on individual performance, IT=Invention Test, cooking for oneself, IQ=Immunity Qualifier, IC=Immunity Challenge, TC=Team Challenge, TE=Elimination based on Team performance, 2C=Second Chance, Now = best estimate of current ability, Wins=Probability of winning. "i" indicates the cook used an Immunity pin to bypass a Pressure Test. "-" indicates the cook is given a Bye for this event.
At the end of "Pressure Test" episodes, the losing cook is eliminated from the competition. In "Team Challenge" episodes, the contestants are divided into two or more teams with winning and losing teams. In team events (TC, 5-IT), the event is weighted inversely by the number of members of each team. In "Immunity" episodes, the winning cook competes against a professional Guest Chef. If the cook wins, the cook is awarded an "Immunity" pin (i), which can be used to escape from a future "Elimination" episode. The Guest Chefs differ for each challenge, but are conceptualized to have the same ability and so are identified as a 25th contestant in the data matrix.
The cooks are listed by name. The number immediately preceding each name is their order of elimination, counting backwards. Huda was the first cook eliminated and so is numbered 24. The overall winner will be numbered 1. In addition to a row for each of the 24 contestants and one for the Guest Chefs, there are two additional rows. These are used for hypothetical "Minimum" (who is worse than anyone) and "Maximum" (who is better than anyone) chefs. These are anchored at 0 and 100 to establish a constant frame-of-reference across the Masterchef episodes.
In addition to a column for each cooking task, there are three additional columns. The first data column, "Pre", is a Bayesian item containing ratings for the contestants (all the same), the Guest Chef, Maximum and Minimum. This gives us reasonable estimates to launch the process. The last item column, "Now", is also Bayesian. This gives the current best estimate for each active cook in the anchored-frame of reference. It is similar to "Pre", but inactive contestants are omitted. This column models the fact that contestants are changing their abilities. Some are gaining skills from the experience. Others are wearying of it and want to leave. The very last column, "Wins", is weighted zero, so that it does not influence any of the contestant estimates. This is used to estimate the probability for each contestant winning based on the current difficulty of winning the competition. This difficulty is such that the sum of the probabilities for the active contestants of succeeding on this "item" is 1.0. The probabilities are reported in the XFILE= as (1-RESIDUAL)*100 for this item. This is the Winning Probability Percent in the Table above.
After each episode, the cooks' performances are scored based on the judges opinions and entered into an Excel spreadsheet, available here. This is then converted into the Winsteps control and data file shown below and here by means of the Winsteps Excel/RSSST menu. USCALE=-10 and other control instructions have been added to reverse and rescale the measures, because lower score indicates higher ability.
&INST Title= "Masterchef-2019.xls" ; Excel file created or last modified: 7/23/2019 9:58:42 PM ; Sheet1 ; Excel Cases processed = 27 ; Excel Variables processed = 100 ITEM1 = 1 ; Starting column of item responses NI = 94 ; Number of items NAME1 = 96 ; Starting column for person label in data record NAMLEN = 22 ; Length of person label XWIDE = 1 ; Matches the widest data value observed ; extra control variables ISGROUPS = 0 ; Partial Credit model: in case items have different rating scales IWEIGHT = 6W4 ; for "Win" and team events USCALE = -10 ; low score = high ability, rescaled for 0-100 = 10 logits UDECIMALS = 1 PAFILE=* 25 75 ; ANCHOR GUEST CHEF AT 75 26 0 ; anchor minimum performance at 0 27 100 ; anchor maximum performance at 100 * ; IDELETE=2-48 ; everything before the second chance PDELETE = 27 ; DELETE maximum CONVERGE=B LCONV=.001 RCONV=.1 FREQ = HARD ; for the Wright Person-Item Map LESS = MORE MORE = LESS RARE = EASY TITLE = Masterchef 2019 July 23 Final Results PERSON = COOK July 23 ITEM = TASK LINELENGTH = 120 TFILE=* ; PSELECT={A-Z} IDELETE=+1 PDELETE=25-27 MAXPAG=60 16.3 IDELETE= MAXPAG=100 17.1 * CODES = " .1234567Xi" ; matches the data TOTALSCORE = Yes ; Include extreme responses in reported scores ; Person Label variables: columns in label: columns in line @Contestant = 1E21 ; $C96W21 &END ; Item labels follow: columns in label 0Pre ; Item 1 : 1-1 1-AU ; Item 2 : 2-2 1-IT ; Item 3 : 3-3 1-CS ; Item 4 : 4-4 2-MB ; Item 5 : 5-5 2-ME ; Item 6 : 6-6 2-PT ; Item 7 : 7-7 2-IC1 ; Item 8 : 8-8 2-ICG ; Item 9 : 9-9 2-TC 1/11 ; Item 10 : 10-10 2-PT1 ; Item 11 : 11-11 2-PT2 ; Item 12 : 12-12 3-MB ; Item 13 : 13-13 3-TC 1/5 ; Item 14 : 14-14 3-PT ; Item 15 : 15-15 3-IC1 ; Item 16 : 16-16 3-IC2 ; Item 17 : 17-17 3-TC 1/10 ; Item 18 : 18-18 3-TE1 ; Item 19 : 19-19 3-TE2 ; Item 20 : 20-20 4-MB ; Item 21 : 21-21 4-IT ; Item 22 : 22-22 4-PT ; Item 23 : 23-23 4-IC1 ; Item 24 : 24-24 4-IC2 ; Item 25 : 25-25 4-TC 1/6 ; Item 26 : 26-26 4-TE1 ; Item 27 : 27-27 4-TE2 ; Item 28 : 28-28 5-MB ; Item 29 : 29-29 5-IT ; Item 30 : 30-30 5-PT ; Item 31 : 31-31 5-IC1 ; Item 32 : 32-32 5-IC2 ; Item 33 : 33-33 5-TC 1/8 ; Item 34 : 34-34 5-TE1 ; Item 35 : 35-35 5-TE2 ; Item 36 : 36-36 6-MB ; Item 37 : 37-37 6-IT 1/2 ; Item 38 : 38-38 6-PT ; Item 39 : 39-39 6-IC1 ; Item 40 : 40-40 6-IC2 ; Item 41 : 41-41 6-TC 1/7 ; Item 42 : 42-42 6-TE1 ; Item 43 : 43-43 6-TE2 ; Item 44 : 44-44 7-MB ; Item 45 : 45-45 7-IT ; Item 46 : 46-46 7-PT ; Item 47 : 47-47 7-2C ; Item 48 : 48-48 7-IC1 ; Item 49 : 49-49 7-IC2 ; Item 50 : 50-50 7-TC 1/6 ; Item 51 : 51-51 7-TE1 ; Item 52 : 52-52 7-TE2 ; Item 53 : 53-53 8-MB ; Item 54 : 54-54 8-IT ; Item 55 : 55-55 8-PT ; Item 56 : 56-56 8-IC1 ; Item 57 : 57-57 8-IC2 ; Item 58 : 58-58 8-TC 1/2 ; Item 59 : 59-59 8-TE ; Item 60 : 60-60 9-MB ; Item 61 : 61-61 9-IT ; Item 62 : 62-62 9-IN ; Item 63 : 63-63 9-IC1 ; Item 64 : 64-64 9-IC2 ; Item 65 : 65-65 9-TC 1/5 ; Item 66 : 66-66 9-TE ; Item 67 : 67-67 10-MB ; Item 68 : 68-68 10-IT ; Item 69 : 69-69 10-PT ; Item 70 : 70-70 10-IC1 ; Item 71 : 71-71 10-IC2 ; Item 72 : 72-72 10-TC 1/2 ; Item 73 : 73-73 10-TE ; Item 74 : 74-74 11-MB ; Item 75 : 75-75 11-IT ; Item 76 : 76-76 11-TC ; Item 77 : 77-77 11-IC1 ; Item 78 : 78-78 11-IC2 ; Item 79 : 79-79 11-TC 1/3 ; Item 80 : 80-80 11-TE ; Item 81 : 81-81 12-MB ; Item 82 : 82-82 12-IT ; Item 83 : 83-83 12-PT ; Item 84 : 84-84 12-AC ; Item 85 : 85-85 12-PC ; Item 86 : 86-86 12-Q1 ; Item 87 : 87-87 12-Q2 ; Item 88 : 88-88 12-Q3 ; Item 89 : 89-89 12-MC 1/4 ; Item 90 : 90-90 12-SF ; Item 91 : 91-91 12-FE ; Item 92 : 92-92 12-FM ; Item 93 : 93-93 12-FD ; Item 94 : 94-94 END NAMES 333 43 22 343 1 1. 4 2 52 4 21 331 1 32 2321. 4 2 422 2121 112 244. 2 1. 11 13111 1 Larissa Takchi 313 32 112i 31 2 1 33 2 56 1 22 21 21 111 32 3.441121 32 4221.121 41 321 11122 2 Tessa Boersma 313 43 21 21 121 45 31 55 2211. 4 23112 3 21 431 3241.2 2221 3 31425. 2122 35 1 12233 3 Simon Toohey 31213. 1 32 1 44 2 54 1 334 1 1 41 12. 454 1 331 43333. 1 34123 2114 4 Tim Bone (15) 313 441 1 23 21 43 1 54 1 21 5 231332 1 42 1 1..2 1 32 1 45221. 551242 2 5 Nicole Scott 313 23 22 22 1 44 31 371 1 31 121 32 22 41 2 31356 24332 2 1..3 1 632 6 Anushka Zargaryan 333 43 23132 21 44 31 26 21 32 22 331 23142 1 453 1 31 4 1 4414 22 7 Christina Laker 313 42 1322 31 4 21 461 1 1. 3 1 31 3 1 22 1 432 31237 1 1. 2 34 8 Derek Lau 313 43 1 32 22141 1232141 2 1 22 1 32 21 42 33425 23333 9 Tati Carlin 313 43 1 32 1 43 33254 223333 23231 2 1 41 3 2 424 25 10 Ben Trobbiani 333 43 22 33 1 24 2 52 111 32 1 32 .. 42 34 11 Sandeep Pandit 313 23 1 31 3 22132 3 2 53 231332 21 32 1 233 12 Steph De Sousa 313 1X 2 1 241 22132 2 1 56 1 21 2 1 31 4 233 13+ Abbey Rose 313 43 23133 21 44 1 55 21 32 1 3333 13 Walleed Rasheed 312443 1 33 1 43 2 35 24232 233 3 14 Joe Ahern 313 41 3 23133 1 44 1 572 224 2 16 Kyle Lyons 333 43 1 342 1 462 1 573 3 17 Leah Milburn-Clark 313 43 1 31 4 21 43 323 3 18 Blake Werner 313 43 1 1. 4 222463 2 19 Jess Hall 312243 1 343 223 3 20 Mandy Hall 333 43 22 344 3 21 Monica Mignone 313 442 232 2 22 Yossra Abouelfadl 3213443 3 23 Dee Williams 313 45 3 24 Huda Al-Sultan 2 2 1 1 2 1 2 1 1 2 1 Guest Chef at 75 4 2 Minimum at 0 1 Maximum at 100 |
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