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Best and Worst Expected Scorers so far - PPTPE
#1
(This post was last modified: 01-19-2019, 10:42 AM by majesiu.)

We have our 75 defenceman and 118 forwards that made a cutoff of 13.9 AMG suggesting they get regular playing time on at least the third line.
So often I hear that STHS is pure garbage and of course I agree, but I think we might get some interesting observations being 4/5ths done with the regular season.
We have such advanced metric like points and p/20 from the index and since I'm not a hockey savant I'm going to use later, to at least eliminate sheer minute impact and cross-reference it with TPE levels. By all means, it's not perfect since many other factors affect your scoring - lines, power play or penalty kill duties, quality of your own team and opposition and randomness of the sim play a gigantic role. Still, I'm really frustrated with my player and wanted to see if it's an outlier or if there are more players like and I just love bitching and complaining. Obviously, points aren't everything but are certainly most talked stat and the one being often the most important with awards considerations.

[Image: sJ01eMX.png]
Interactive Forwards Chart

Okay, this is pretty basic but shows already that there is a correlation between points and scoring tempo, but also a ton of outliers. Let's go a step ahead and make a new metric that will measure TPE success - Points Per TPE:
PPTPE = (P/20 / TPE*)x808
808, because that's our league average when luke did the rankings and makes results much more visible too. It's rather basic and various improvements could be made (like not counting TPE above certain, since it doesn't nearly same returns).
Pos, Team, Player, PPTPE
1. Rage Alex Winters ® S43 TPE: 698 - 1,02 PPTPE
2. Chiefs Derrick Glover S32 TPE: 685 - 0,98 PPTPE
3. Stars Carter Manning S39 TPE: 753 - 0,85 PPTPE
4. Chiefs Blabar Bananerstrom S37 TPE: 667 - 0,81 PPTPE
5. pride Vince Reaper ® S43 TPE: 588 - 0,80 PPTPE
6. Riot Cam Ouellette S35 TPE: 642 - 0,79 PPTPE
7. Renegades Iam Essellemm S40 TPE: 988 - 0,78 PPTPE
8. Riot Inari Twain S36 TPE: 636 - 0,75 PPTPE
9. Blizzard Tony Pepperoni ® S43 TPE: 732 - 0,73 PPTPE
10. Blizzard Nikolaus Scholz S25 TPE: 900 - 0,72 PPTPE
11. pride Luke Thomason ® S43 TPE: 751 - 0,71 PPTPE
12. Platoon Dayymo Ralchankinov S41 TPE: 722 - 0,71 PPTPE
13. Rage Kristof Kovacs ® S43 TPE: 432 - 0,70 PPTPE
14. Steelhawks Andrew Martin ® S43 TPE: 632 - 0,70 PPTPE
15. Renegades Ace Redding S31 TPE: 823 - 0,69 PPTPE
16. Rage Cameron Carter II S42 TPE: 721 - 0,68 PPTPE
17. Dragons Brennan Kennedy S31 TPE: 527 - 0,68 PPTPE
18. Panthers Joshua Woodcroft S38 TPE: 976 - 0,66 PPTPE
19. Rage Yannick Berger S39 TPE: 774 - 0,65 PPTPE
20. Platoon Florence Clijsters S40 TPE: 941 - 0,65 PPTPE
21. Dragons Paddy O'Sullivan S39 TPE: 692 - 0,65 PPTPE
22. Wolfpack Brock Becker S39 TPE: 832 - 0,64 PPTPE
23. Chiefs Xavier Paquette S41 TPE: 741 - 0,64 PPTPE
24. Jets Kyle Kylrad S32 TPE: 1071 - 0,63 PPTPE
25. Wolfpack Artemi Berezin S38 TPE: 891 - 0,63 PPTPE
26. Steelhawks Eriks Skalbergs S42 TPE: 610 - 0,62 PPTPE
27. pride Jeff Brogen ® S43 TPE: 648 - 0,62 PPTPE
28. Stars Pietra Volkova S31 TPE: 1267 - 0,61 PPTPE
29. Rage Jax Aittokallio S43 TPE: 692 - 0,61 PPTPE
30. Dragons Esa Anrikkanen S18 TPE: 781 - 0,60 PPTPE
31. Wolfpack Herb Robert S42 TPE: 796 - 0,60 PPTPE
32. Platoon Trevor Wilson S31 TPE: 1228 - 0,59 PPTPE
33. Riot Kolja Seppanen S39 TPE: 510 - 0,59 PPTPE
34. Platoon Leafer Rielly S32 TPE: 1212 - 0,58 PPTPE
35. Blizzard DeMaricus Smyth S39 TPE: 1286 - 0,58 PPTPE
36. Rage Sulak O'Hritea S43 TPE: 631 - 0,58 PPTPE
37. Riot Flacko Lagerfield S41 TPE: 1054 - 0,58 PPTPE
38. Stars Mercer Church S36 TPE: 688 - 0,57 PPTPE
39. Rage James Dekens S40 TPE: 715 - 0,57 PPTPE
40. Platoon Gabriel Wong S38 TPE: 1146 - 0,56 PPTPE
41. Jets Zach Evans S31 TPE: 1338 - 0,56 PPTPE
42. Chiefs Noro Wozy S34 TPE: 1257 - 0,55 PPTPE
43. Dragons Hunter Jones S38 TPE: 1052 - 0,54 PPTPE
44. Steelhawks John Langabeer S33 TPE: 999 - 0,54 PPTPE
45. Renegades Louie Garrett S35 TPE: 1651 - 0,53 PPTPE
46. Renegades Jack Durden S25 TPE: 745 - 0,52 PPTPE
47. Dragons Shooter McGavin S40 TPE: 959 - 0,52 PPTPE
48. pride Goku Muerto S43 TPE: 665 - 0,52 PPTPE
49. Renegades Conklin Owen S30 TPE: 997 - 0,51 PPTPE
50. Stampede Viktor Marius S39 TPE: 1355 - 0,51 PPTPE
51. Steelhawks Alexander Zajac S36 TPE: 1183 - 0,51 PPTPE
52. Steelhawks Angelo Odjick S35 TPE: 1368 - 0,51 PPTPE
53. Dragons Nicky Pedersen Jr. ® S43 TPE: 656 - 0,50 PPTPE
54. Stampede TJ Bayley S38 TPE: 1128 - 0,50 PPTPE
55. Dragons Wolf Von Hammersmark S35 TPE: 715 - 0,49 PPTPE
56. Panthers Yuri Boyka Jr. S36 TPE: 1448 - 0,49 PPTPE
57. Riot Cash Savage S41 TPE: 609 - 0,48 PPTPE
58. Renegades Brett Kennedy S34 TPE: 933 - 0,48 PPTPE
59. Stampede Conor McGregor S40 TPE: 862 - 0,48 PPTPE
60. Rage Reginald Rove S40 TPE: 840 - 0,48 PPTPE
61. Renegades Vasily Horvat S31 TPE: 1106 - 0,48 PPTPE
62. Stars Anders Christiansen S39 TPE: 1113 - 0,47 PPTPE
63. Platoon Alex Light S31 TPE: 1420 - 0,47 PPTPE
64. Jets Corey Bearss S31 TPE: 1181 - 0,47 PPTPE
65. Blizzard Joe Kurczewski S31 TPE: 1678 - 0,47 PPTPE
66. Stars Mikhail Lokitonov S39 TPE: 1369 - 0,47 PPTPE
67. Platoon Dani Forsberg S34 TPE: 1659 - 0,47 PPTPE
68. pride Dakota Reid S36 TPE: 958 - 0,46 PPTPE
69. Blizzard Hercules Rockefeller S37 TPE: 1469 - 0,46 PPTPE
70. Chiefs Eric Pelletier S36 TPE: 1200 - 0,46 PPTPE
71. Platoon Roman Augustus S36 TPE: 1722 - 0,46 PPTPE
72. Wolfpack Xander Green S34 TPE: 1080 - 0,46 PPTPE
73. Stars Joseph Lombardi S36 TPE: 1278 - 0,45 PPTPE
74. Blizzard Cory Knouse S32 TPE: 1364 - 0,45 PPTPE
75. Stampede Nico Gross S38 TPE: 921 - 0,45 PPTPE
76. pride Leshaun King S43 TPE: 805 - 0,45 PPTPE
77. Wolfpack Alex Andani S41 TPE: 711 - 0,44 PPTPE
78. Steelhawks Dank Boija ® S43 TPE: 621 - 0,44 PPTPE
79. Panthers Philipp Winter ® S43 TPE: 753 - 0,44 PPTPE
80. Steelhawks Vijanupatan Singh S36 TPE: 1347 - 0,44 PPTPE
81. pride Richard Metcalf Jr. ® S43 TPE: 612 - 0,43 PPTPE
82. Platoon Dionyz Vyskoc S36 TPE: 1214 - 0,42 PPTPE
83. Dragons Alex Mack S22 TPE: 564 - 0,42 PPTPE
84. Panthers Matthew Auston S34 TPE: 1453 - 0,41 PPTPE
85. Riot Boris Denisovich ® S42 TPE: 531 - 0,41 PPTPE
86. Stars Romualds Loks S39 TPE: 840 - 0,41 PPTPE
87. Jets Crossfit Jesus S33 TPE: 1310 - 0,41 PPTPE
88. Stars Lyndis Vakarian S38 TPE: 1119 - 0,41 PPTPE
89. Renegades Logan Jensen S37 TPE: 1128 - 0,40 PPTPE
90. Chiefs Terrance Nova S32 TPE: 1741 - 0,40 PPTPE
91. Jets Lil Manius S43 TPE: 753 - 0,40 PPTPE
92. Chiefs Bobby Watson S38 TPE: 1499 - 0,40 PPTPE
93. Stars Halfdan Thorstein S33 TPE: 1115 - 0,40 PPTPE
94. Chiefs Dick Skillstedt S38 TPE: 1348 - 0,40 PPTPE
95. Renegades Noah Konn S42 TPE: 890 - 0,39 PPTPE
96. Stampede Luke Atmey S32 TPE: 1548 - 0,39 PPTPE
97. Stars Chris York S33 TPE: 1325 - 0,39 PPTPE
98. Stampede Oliver König S36 TPE: 1596 - 0,39 PPTPE
99. Panthers Sophia Bennett S35 TPE: 1817 - 0,39 PPTPE
100. Stampede Viktor Vorkämpfer S33 TPE: 1087 - 0,38 PPTPE
101. Rage David Kastrba ® S42 TPE: 610 - 0,37 PPTPE
102. Stampede Kevin Hamilton S38 TPE: 1233 - 0,37 PPTPE
103. pride Jonathan Lundberg S25 TPE: 1052 - 0,37 PPTPE
104. Wolfpack Rafe Ulrich S42 TPE: 883 - 0,37 PPTPE
105. Jets Nicholas Williams ® S43 TPE: 704 - 0,37 PPTPE
106. Wolfpack Tigole Bitties S36 TPE: 1999 - 0,36 PPTPE
107. Stampede Dermot Lavelle S38 TPE: 1444 - 0,36 PPTPE
108. Steelhawks Robert Phelps S35 TPE: 1942 - 0,35 PPTPE
109. Wolfpack Manuel Gotze S40 TPE: 1078 - 0,34 PPTPE
110. Wolfpack Colton Hagan S36 TPE: 1022 - 0,34 PPTPE
111. Jets Jason Visser S31 TPE: 1809 - 0,34 PPTPE
112. Panthers Maximilian Wachter S27 TPE: 954 - 0,33 PPTPE
113. Blizzard Teddy Cuddles S36 TPE: 1600 - 0,30 PPTPE
114. Blizzard Piotr Czerkawski S41 TPE: 1035 - 0,29 PPTPE
115. Blizzard Oisin Fletcher S36 TPE: 1916 - 0,27 PPTPE
116. Riot Kevin Kazarian S43 TPE: 631 - 0,26 PPTPE
117. Dragons Mike Izzy S35 TPE: 1997 - 0,25 PPTPE
118. Riot Jason Forbrook S30 TPE: 340 - 0,24 PPTPE

The overall average for forwards was 0,51, a nice value for made up quickly metric.
[Image: TuCxqn7.png]
Interactive chart
Also apparently you can dominate SHL and be on record-breaking pace with 1st line consisting of hugely underperforming players. Who could've guessed it?

Time for defenders:
[Image: uyxMpxF.png]
P/20 vs TPE interactive chart

forum output
1. Rage Craig Finley ® S43 TPE: 535 - 1,04 PPTPE
2. Chiefs Gilmore Tuttle S40 TPE: 341 - 0,94 PPTPE
3. Panthers Jon Tellofsen S39 TPE: 537 - 0,91 PPTPE
4. Chiefs Poopity Scoop ® S44 TPE: 580 - 0,67 PPTPE
5. Chiefs Caelan Fearghal S33 TPE: 651 - 0,65 PPTPE
6. Chiefs Geoff Moore S42 TPE: 647 - 0,61 PPTPE
7. Wolfpack Kristaps Ball S41 TPE: 768 - 0,59 PPTPE
8. pride Sean Stevenson Jr. ® S43 TPE: 549 - 0,57 PPTPE
9. Chiefs Cara Hohenberg S30 TPE: 365 - 0,56 PPTPE
10. Wolfpack Mia Landvik S28 TPE: 980 - 0,56 PPTPE
11. Dragons Chuck Goody Jr. S35 TPE: 580 - 0,56 PPTPE
12. pride Ray Bork S44 TPE: 534 - 0,55 PPTPE
13. Steelhawks Patrick Brumm Jr. S39 TPE: 480 - 0,55 PPTPE
14. Riot Maui S42 TPE: 587 - 0,54 PPTPE
15. Platoon Jon Ross S30 TPE: 970 - 0,54 PPTPE
16. Stars Jordan Von Matt S42 TPE: 690 - 0,54 PPTPE
17. Panthers Maurice Picard S38 TPE: 782 - 0,51 PPTPE
18. Wolfpack Buck Maverick S42 TPE: 532 - 0,51 PPTPE
19. Renegades Liam O'Calaghan S39 TPE: 1251 - 0,50 PPTPE
20. Steelhawks Nour Harrak S36 TPE: 1164 - 0,49 PPTPE
21. Platoon Sven Brokstad S37 TPE: 954 - 0,49 PPTPE
22. Rage Tokek Takshak S42 TPE: 686 - 0,47 PPTPE
23. Dragons Adam Kaiser S31 TPE: 1146 - 0,46 PPTPE
24. Panthers Matthew Leetch S31 TPE: 758 - 0,46 PPTPE
25. Renegades Harvey Danger S42 TPE: 739 - 0,46 PPTPE
26. Panthers Jon Toner S39 TPE: 1100 - 0,45 PPTPE
27. Renegades Daniel Karlsson S41 TPE: 1054 - 0,45 PPTPE
28. Stampede Tatu Mäkelä S38 TPE: 1435 - 0,44 PPTPE
29. Platoon Karsten Kadinger S39 TPE: 855 - 0,44 PPTPE
30. Wolfpack Maximilian Egger ® S43 TPE: 578 - 0,44 PPTPE
31. Stampede Fredrich Koenig S39 TPE: 883 - 0,43 PPTPE
32. Riot Toivo Kosonen S31 TPE: 1305 - 0,43 PPTPE
33. Stampede GOD McZehrl S40 TPE: 1154 - 0,43 PPTPE
34. Platoon Rex Kirkby S43 TPE: 732 - 0,42 PPTPE
35. Steelhawks Ben Dover S30 TPE: 1286 - 0,42 PPTPE
36. Panthers James Johnson S39 TPE: 914 - 0,41 PPTPE
37. Rage Clint Eastwood S36 TPE: 1201 - 0,41 PPTPE
38. Blizzard Brady McIntyre S39 TPE: 1434 - 0,40 PPTPE
39. Riot Ti-Guy Emond S39 TPE: 935 - 0,39 PPTPE
40. Panthers Jean-Luc Reflieux S30 TPE: 959 - 0,38 PPTPE
41. pride Fedor Shirobokov S35 TPE: 1236 - 0,38 PPTPE
42. Stars Richard Physt S39 TPE: 1028 - 0,37 PPTPE
43. Jets Troy McClure III S42 TPE: 804 - 0,36 PPTPE
44. Jets Spitfire S35 TPE: 1134 - 0,36 PPTPE
45. Riot Blaine McElroy S40 TPE: 571 - 0,36 PPTPE
46. Platoon Shoyu Kikkoman: S35 TPE: 756 - 0,35 PPTPE
47. Chiefs Luisa Koller S36 TPE: 405 - 0,35 PPTPE
48. Jets Max Weber S32 TPE: 1292 - 0,34 PPTPE
49. Dragons Otis B. Driftwood S40 TPE: 1144 - 0,34 PPTPE
50. Wolfpack Sami Owens S36 TPE: 1409 - 0,34 PPTPE
51. Stampede Alexis Metzler S31 TPE: 1630 - 0,33 PPTPE
52. Blizzard Ensio Kalju S40 TPE: 1007 - 0,33 PPTPE
53. Renegades Mikhail Petrikov S39 TPE: 607 - 0,33 PPTPE
54. Stars Bob Bergen S39 TPE: 1284 - 0,33 PPTPE
55. Blizzard Tor Tuck S37 TPE: 1634 - 0,32 PPTPE
56. Blizzard Connor Tanner S37 TPE: 1487 - 0,32 PPTPE
57. Stars Zander Rhys S33 TPE: 1424 - 0,32 PPTPE
58. Riot Svatoslav Bodnar S38 TPE: 655 - 0,32 PPTPE
59. Stars Finn Krüger S35 TPE: 1523 - 0,32 PPTPE
60. Renegades Thé Dude S38 TPE: 1419 - 0,31 PPTPE
61. Dragons Casey Creller S36 TPE: 1145 - 0,29 PPTPE
62. pride Isak Ødegård S36 TPE: 1687 - 0,29 PPTPE
63. Platoon Ludwig Koch Schroder S31 TPE: 1690 - 0,29 PPTPE
64. Stampede Charles Walker S33 TPE: 1459 - 0,28 PPTPE
65. pride Charlie Schieck ® S42 TPE: 850 - 0,28 PPTPE
66. Steelhawks Jakub Trocheck S34 TPE: 687 - 0,28 PPTPE
67. Rage Reginald MacIntyre S41 TPE: 934 - 0,28 PPTPE
68. Jets Gary Grease S39 TPE: 1410 - 0,27 PPTPE
69. Rage Isaac Cormier-Hale S33 TPE: 1114 - 0,26 PPTPE
70. Wolfpack Viatcheslav Orlov S30 TPE: 747 - 0,26 PPTPE
71. Steelhawks Tig Murphy ® S43 TPE: 721 - 0,26 PPTPE
72. pride Jack Tanner S37 TPE: 1642 - 0,25 PPTPE
73. Renegades Karno Gronkjaer S39 TPE: 552 - 0,24 PPTPE
74. Dragons Ostap Maksimov S39 TPE: 1059 - 0,23 PPTPE
75. Jets Karl Hefeweizen S36 TPE: 1178 - 0,21 PPTPE
Average here was 0.41
[Image: VKzwlLO.png]
PPTPE D-man interactive chart

While it is very basic metric I think it's interesting one and maybe encourages more people to tinker with stats to at least make up for some STHS deficiencies. And I kind of proved that my complaining wasn't completely baseless either. Many things could be improved upon:
  • Fifferent formulas for different tiers of TPE - 100 TPE jump from 600 to 700 is much more valuable than from 1400 to 1500 due to update scale and so forth
  • Adjust for quality of minutes played - a penalty for Power Play, bonuses for Penalty Kill, which line team played on
  • Factoring team quality
  • I thought about using different between PPTPE - P/20, to find biggest outliers, but it doesn't make much sense since PPTPE does it on its own and is derivative of P/20

Sheet Link for grading too

Shoutout to@luketd for TPE rankings that were very helpful with this article.


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#2

my career is being wasted in Buffalo
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#3

good stuff here Cheers

+1

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#4

This is going to be inherently tilted towards lower TPE players due to the fact that TPE is “worth” more earlier on in the update scale. This will only be exacerbated by lower TPE players being put in roles “above their pay grade” by teams who lack other options.

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#5

tony and nik top 10! Blizzard
Interesting article. nice read maj.

Thanks for the sig ragnar!
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#6

01-19-2019, 04:18 PMWannabeFinn Wrote: This is going to be inherently tilted towards lower TPE players due to the fact that TPE is “worth” more earlier on in the update scale. This will only be exacerbated by lower TPE players being put in roles “above their pay grade” by teams who lack other options.

I completely agree, hence my mention of many ideas to improve this upon if I ever find time/motivation to do so. Still, even upon top (1400+ TPE) players that get very similar roles (1st/2nd Line, 35%+ ice time, PP & PK duties), there is a ton of difference, especially with forwards.


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#7

Hey I’m #1 in something!




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#8

01-19-2019, 04:18 PMWannabeFinn Wrote: This is going to be inherently tilted towards lower TPE players due to the fact that TPE is “worth” more earlier on in the update scale. This will only be exacerbated by lower TPE players being put in roles “above their pay grade” by teams who lack other options.

couldn't agree more.

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#9

01-19-2019, 05:56 PM39alaska39 Wrote: Hey I’m #1 in something!
01-19-2019, 04:43 PMkarlssens Wrote: tony and nik top 10! Blizzard
Interesting article. nice read maj.

The point here isn't really to determine the best player since it only means they are doing it at a great rate compared to their TPE and are likely being put in the best position to score.

The opposite could be said for the entire top line sitting in bottom 6 of the rankings, is it just bad luck or maybe incompatible build, lines?

01-19-2019, 06:31 PMadamantium Wrote:
01-19-2019, 04:18 PMWannabeFinn Wrote: This is going to be inherently tilted towards lower TPE players due to the fact that TPE is “worth” more earlier on in the update scale. This will only be exacerbated by lower TPE players being put in roles “above their pay grade” by teams who lack other options.

couldn't agree more.
Looking forward to improvement suggestions! You can also see players who are clearly over/underperforming because with ~200 players it's decent sample size even in TPE range e.g. there are dominant this season players like Iam Esellemm or disappointing like Piotr Czerkawski in around 1000 TPE mark. Studds like Louie Garrett or duds like Teddy Cuddles above 1500 TPE. I feel like some logarithmic scale to the TPE I use in the formula could yield more interesting results, or at the very least derived from update scale tiers to find when TPE is most useful and yields biggest returns.


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#10

01-19-2019, 06:31 PMadamantium Wrote: couldn't agree more.
Looking forward to improvement suggestions! You can also see players who are clearly over/underperforming because with ~200 players it's decent sample size even in TPE range e.g. there are dominant this season players like Iam Esellemm or disappointing like Piotr Czerkawski in around 1000 TPE mark. Studds like Louie Garrett or duds like Teddy Cuddles above 1500 TPE. I feel like some logarithmic scale to the TPE I use in the formula could yield more interesting results, or at the very least derived from update scale tiers to find when TPE is most useful and yields biggest returns.
[/quote]

i'd offer suggestions, but the technicals of this aren't really my field. just wanted to voice an agreement is all. i think you did good work here, but i don't know how you deal with the inherent issue of wild outliers.

either way. good work, like what you've done. don't know how it's improved, but you know.

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#11

01-19-2019, 08:00 PMmajesiu Wrote:
01-19-2019, 05:56 PM39alaska39 Wrote: Hey I’m #1 in something!
01-19-2019, 04:43 PMkarlssens Wrote: tony and nik top 10! Blizzard
Interesting article. nice read maj.

The point here isn't really to determine the best player since it only means they are doing it at a great rate compared to their TPE and are likely being put in the best position to score.

The opposite could be said for the entire top line sitting in bottom 6 of the rankings, is it just bad luck or maybe incompatible build, lines?

01-19-2019, 06:31 PMadamantium Wrote: couldn't agree more.
Looking forward to improvement suggestions! You can also see players who are clearly over/underperforming because with ~200 players it's decent sample size even in TPE range e.g. there are dominant this season players like Iam Esellemm or disappointing like Piotr Czerkawski in around 1000 TPE mark. Studds like Louie Garrett or duds like Teddy Cuddles above 1500 TPE. I feel like some logarithmic scale to the TPE I use in the formula could yield more interesting results, or at the very least derived from update scale tiers to find when TPE is most useful and yields biggest returns.

Using applied points for everyone instead of total points will give you more accurate information as well.

Mainly higher tpe guys have big banks of TPE. There's some random guys like Mcgreggor on BUF,  who's like 900 TPE but has almost 100 banked.

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#12

01-19-2019, 08:10 PMToeDragon84 Wrote:
01-19-2019, 08:00 PMmajesiu Wrote: The point here isn't really to determine the best player since it only means they are doing it at a great rate compared to their TPE and are likely being put in the best position to score.

The opposite could be said for the entire top line sitting in bottom 6 of the rankings, is it just bad luck or maybe incompatible build, lines?

Looking forward to improvement suggestions! You can also see players who are clearly over/underperforming because with ~200 players it's decent sample size even in TPE range e.g. there are dominant this season players like Iam Esellemm or disappointing like Piotr Czerkawski in around 1000 TPE mark. Studds like Louie Garrett or duds like Teddy Cuddles above 1500 TPE. I feel like some logarithmic scale to the TPE I use in the formula could yield more interesting results, or at the very least derived from update scale tiers to find when TPE is most useful and yields biggest returns.

Using applied points for everyone instead of total points will give you more accurate information as well.

Mainly higher tpe guys have big banks of TPE. There's some random guys like Mcgreggor on BUF,  who's like 900 TPE but has almost 100 banked.

Oh, that's an actually very good call, I haven't thought about it, because I'm rather used to and prefer a model where archetypes always have interesting alternatives and never can max out. Still, it'll probably be hard to do since it ads a ton of additional legwork that would have to be done to check player pages and what amount of TPE they have stashed.


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#13

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