Below are the 2018 MLS season forecasts using data from games through August 19.

Some key points up front:

Union playoff chances: The Union now have a 82.1% chance of making the MLS playoffs, up from 75.8%.

The Union now have a 82.1% chance of making the MLS playoffs, up from 75.8%. Bethlehem playoff chances: The Steel have a 61.4% chance to make the USL playoffs, up from 49.2%.

The Steel have a 61.4% chance to make the USL playoffs, up from 49.2%. Largest movers: D.C. United gained the biggest boost in performance expectations for MLS in the past week, and Portland had the largest drop.

D.C. United gained the biggest boost in performance expectations for MLS in the past week, and Portland had the largest drop. Plus/minus: The two top players in the league, in terms of their teams’ goal differentials when they’re on the field, are Atlanta United’s Michael Parkhurst and Brad Guzan. The top Philadelphia players for this stat are Cory Burke and Raymon Gaddis.

Interactive Charts

MLS forecasts

MLS forecasts over time

USL forecasts

USL forecasts over time

NWSL forecasts

NWSL forecasts over time

Philadelphia Updated Stats

This following chart shows the Union’s 2018 stats, as compared with typical winning and losing teams.

This following chart shows the Union’s stats in recent MLS matches, as compared with typical winning and losing teams.

Power Rankings

The scores used for these rankings are the expected points-per-game for all league opponents both home and away.

SEBA has Philadelphia improving from 13th to 12th.

Currently, Philadelphia’s performance expectation is set by the following distribution of minutes:

Philadelphia +/- for 2018

Philadelphia Plus/Minus

plyr NetGoals PlusGoals MinusGoals MINS NetGoalsPer90 PlusGoalsPer90 MinusGoalsPer90 Cory Burke 6 29 23 1427 0.378 1.829 1.451 Alejandro Bedoya 5 49 44 2777 0.162 1.588 1.426 Jay Simpson 4 4 0 158 2.278 2.278 0 Mark McKenzie 3 30 27 1629 0.166 1.657 1.492 Raymon Gaddis 3 43 40 2298 0.117 1.684 1.567 John McCarthy 2 2 0 90 2 2 0 Keegan Rosenberry 2 46 44 2773 0.065 1.493 1.428 Olivier Mbaizo 1 1 0 85 1.059 1.059 0 Derrick Jones 1 5 4 385 0.234 1.169 0.935 Haris Medunjanin 1 41 40 2530 0.036 1.458 1.423 Warren Creavalle 0 11 11 681 0 1.454 1.454 Marcus Epps 0 10 10 609 0 1.478 1.478 Auston Trusty -1 49 50 3060 -0.029 1.441 1.471 Borek Dockal -1 37 38 2397 -0.038 1.389 1.427 Anthony Fontana -1 1 2 99 -0.909 0.909 1.818 Fafa Picault -2 40 42 2190 -0.082 1.644 1.726 Andre Blake -3 47 50 2970 -0.091 1.424 1.515 Ilsinho -3 13 16 985 -0.274 1.188 1.462 Fabinho -3 7 10 714 -0.378 0.882 1.261 Fabian Herbers -3 4 7 428 -0.631 0.841 1.472 David Accam -4 17 21 1213 -0.297 1.261 1.558 Matthew Real -4 1 5 236 -1.525 0.381 1.907 Jack Elliott -5 18 23 1430 -0.315 1.133 1.448 CJ Sapong -6 31 37 2321 -0.233 1.202 1.435

Shows the goal differential for each player while they were on the field

MLS +/- for 2018

Team plyr NetGoals PlusGoals MinusGoals MINS NetGoalsPer90 PlusGoalsPer90 MinusGoalsPer90 New York Red Bulls Tim Parker 30 53 23 2610 1.034 1.828 0.793 New York Red Bulls Bradley Wright-Phillips 28 52 24 2536 0.994 1.845 0.852 New York Red Bulls Luis Robles 28 58 30 2790 0.903 1.871 0.968 Atlanta United Michael Parkhurst 28 68 40 2903 0.868 2.108 1.24 New York Red Bulls Tyler Adams 27 48 21 2329 1.043 1.855 0.812 New York Red Bulls Sean Davis 27 52 25 2579 0.942 1.815 0.872 Sporting Kansas City Matt Besler 27 58 31 2745 0.885 1.902 1.016 Atlanta United Miguel Almiron 27 64 37 2760 0.88 2.087 1.207 Atlanta United Brad Guzan 27 68 41 2914 0.834 2.1 1.266 Los Angeles FC Steven Beitashour 25 62 37 2644 0.851 2.11 1.259 Sporting Kansas City Roger Espinoza 25 61 36 2825 0.796 1.943 1.147 Atlanta United Josef Martinez 25 65 40 2898 0.776 2.019 1.242 Atlanta United Julian Gressel 25 67 42 2945 0.764 2.048 1.284 Sporting Kansas City Graham Zusi 25 65 40 3060 0.735 1.912 1.176 Sporting Kansas City Ilie Sanchez 25 65 40 3060 0.735 1.912 1.176 Sporting Kansas City Tim Melia 25 65 40 3060 0.735 1.912 1.176 New York Red Bulls Aaron Long 24 54 30 2806 0.77 1.732 0.962 New York Red Bulls Michael Murillo 23 41 18 1935 1.07 1.907 0.837 New York Red Bulls Kemar Lawrence 23 49 26 2438 0.849 1.809 0.96 Sporting Kansas City Khiry Shelton 22 34 12 1370 1.445 2.234 0.788 Atlanta United Leandro Gonzalez Pirez 22 64 42 2775 0.714 2.076 1.362 Atlanta United Hector Villalba 21 44 23 1785 1.059 2.218 1.16 Sporting Kansas City Dániel Sallói 21 50 29 2290 0.825 1.965 1.14 Los Angeles FC Lee Nguyen 20 43 23 1832 0.983 2.112 1.13 Seattle Sounders Nicolás Lodeiro 20 48 28 2428 0.741 1.779 1.038 Seattle Sounders Chad Marshall 20 51 31 2584 0.697 1.776 1.08 Sporting Kansas City Ike Opara 19 56 37 2773 0.617 1.818 1.201 Sporting Kansas City Seth Sinovic 18 35 17 1651 0.981 1.908 0.927 Portland Timbers Diego Chara 18 49 31 2385 0.679 1.849 1.17 New York Red Bulls Alejandro Romero Gamarra 18 46 28 2425 0.668 1.707 1.039 Los Angeles FC Tyler Miller 18 68 50 2970 0.545 2.061 1.515 New York Red Bulls Alex Muyl 17 27 10 1285 1.191 1.891 0.7 Seattle Sounders Osvaldo Alonso 17 38 21 1832 0.835 1.867 1.032 Atlanta United Darlington Nagbe 17 44 27 1970 0.777 2.01 1.234 Seattle Sounders Kim Kee-hee 17 43 26 2198 0.696 1.761 1.065 Atlanta United Jeff Larentowicz 17 57 40 2772 0.552 1.851 1.299 New York City Maximiliano Moralez 17 57 40 2818 0.543 1.82 1.278 DC United Wayne Rooney 16 35 19 1641 0.878 1.92 1.042 Atlanta United Chris McCann 16 44 28 1800 0.8 2.2 1.4 Los Angeles FC Jordan Harvey 16 47 31 2140 0.673 1.977 1.304 Seattle Sounders Stefan Frei 16 50 34 2970 0.485 1.515 1.03 Seattle Sounders Cristian Roldan 16 52 36 3053 0.472 1.533 1.061 Seattle Sounders Raúl Ruidíaz 15 26 11 1098 1.23 2.131 0.902 New York City Yangel Herrera 15 30 15 1111 1.215 2.43 1.215 DC United Bill Hamid 15 27 12 1260 1.071 1.929 0.857 DC United Russell Canouse 15 32 17 1533 0.881 1.879 0.998 New York City Jesus Medina 15 47 32 1999 0.675 2.116 1.441 New York Red Bulls Florian Valot 14 27 13 1150 1.096 2.113 1.017 Atlanta United Ezequiel Barco 14 36 22 1731 0.728 1.872 1.144 Atlanta United Franco Escobar 14 41 27 1788 0.705 2.064 1.359 Sporting Kansas City Johnny Russell 14 43 29 2183 0.577 1.773 1.196 Los Angeles FC Walker Zimmerman 14 53 39 2321 0.543 2.055 1.512 Los Angeles FC Carlos Vela 14 51 37 2378 0.53 1.93 1.4 Houston Dynamo Alberth Elis 14 51 37 2422 0.52 1.895 1.375 New York City Alexander Callens 14 55 41 2750 0.458 1.8 1.342 Los Angeles FC Benny Feilhaber 14 63 49 2803 0.45 2.023 1.573 Los Angeles FC Aaron Kovar 13 19 6 523 2.237 3.27 1.033 Atlanta United Mikey Ambrose 13 19 6 731 1.601 2.339 0.739 Portland Timbers Andy Polo 13 32 19 1633 0.716 1.764 1.047 Los Angeles FC Latif Blessing 13 42 29 1804 0.649 2.095 1.447 Seattle Sounders Gustav Svensson 13 36 23 2074 0.564 1.562 0.998 New York City Sean Johnson 13 54 41 2880 0.406 1.688 1.281 Sporting Kansas City Jimmy Medranda 12 19 7 728 1.484 2.349 0.865 Seattle Sounders Víctor Rodríguez 12 26 14 1259 0.858 1.859 1.001 Seattle Sounders Kelvin Leerdam 12 34 22 1967 0.549 1.556 1.007 Los Angeles FC Laurent Ciman 12 44 32 1980 0.545 2 1.455 New York Red Bulls Daniel Royer 12 37 25 2050 0.527 1.624 1.098 DC United Joseph Mora 12 50 38 2523 0.428 1.784 1.356 FC Dallas Michael Barrios 12 44 32 2537 0.426 1.561 1.135 Portland Timbers Zarek Valentin 12 51 39 2722 0.397 1.686 1.289 Portland Timbers Diego Valeri 12 51 39 2747 0.393 1.671 1.278 Atlanta United Kevin Kratz 11 19 8 499 1.984 3.427 1.443 New York Red Bulls Derrick Etienne Jr. 11 23 12 959 1.032 2.158 1.126 Real Salt Lake Nick Besler 11 36 25 1431 0.692 2.264 1.572 Sporting Kansas City Gerso Fernandes 11 33 22 1591 0.622 1.867 1.245 Seattle Sounders Nouhou Tolo 11 33 22 2037 0.486 1.458 0.972 Houston Dynamo Romell Quioto 11 46 35 2252 0.44 1.838 1.399 Portland Timbers Sebastian Blanco 11 48 37 2564 0.386 1.685 1.299 Los Angeles FC Diego Rossi 11 55 44 2606 0.38 1.899 1.52 New York City Alexander Ring 11 49 38 2608 0.38 1.691 1.311 DC United Luciano Acosta 11 55 44 2753 0.36 1.798 1.438 FC Dallas Mauro Diaz 10 19 9 807 1.115 2.119 1.004 DC United Paul Arriola 10 45 35 2183 0.412 1.855 1.443 New York City Anton Tinnerholm 10 50 40 2697 0.334 1.669 1.335 Portland Timbers Larrys Mabiala 10 51 41 2745 0.328 1.672 1.344 DC United Steve Birnbaum 10 60 50 3060 0.294 1.765 1.471 Seattle Sounders Harry Shipp 9 25 16 1230 0.659 1.829 1.171 New York City Ismael Tajouri-Shradi 9 31 22 1547 0.524 1.803 1.28 New York City Maxime Chanot 9 29 20 1571 0.516 1.661 1.146 New York City Ebenezer Ofori 9 35 26 1895 0.427 1.662 1.235 Toronto FC Gregory van der Wiel 9 53 44 2295 0.353 2.078 1.725 DC United Yamil Asad 9 48 39 2364 0.343 1.827 1.485 New York City Rodney Wallace 8 13 5 818 0.88 1.43 0.55 Real Salt Lake Aaron Herrera 8 27 19 1236 0.583 1.966 1.383 Los Angeles FC Adama Diomande 8 31 23 1253 0.575 2.227 1.652 Sporting Kansas City Felipe Gutiérrez 8 30 22 1522 0.473 1.774 1.301 DC United Junior Moreno 8 31 23 1528 0.471 1.826 1.355 Houston Dynamo Eric Alexander 8 33 25 1662 0.433 1.787 1.354 FC Dallas Roland Lamah 8 32 24 1865 0.386 1.544 1.158 Los Angeles Galaxy Romain Alessandrini 8 46 38 1920 0.375 2.156 1.781 Los Angeles Galaxy Zlatan Ibrahimovic 8 54 46 2143 0.336 2.268 1.932 FC Dallas Reto Ziegler 8 43 35 2570 0.28 1.506 1.226 FC Dallas Maximiliano Urruti 8 47 39 2735 0.263 1.547 1.283 FC Dallas Reggie Cannon 8 50 42 2921 0.246 1.541 1.294 Portland Timbers Jorge Villafaña 7 15 8 654 0.963 2.064 1.101 New York Red Bulls Marc Rzatkowski 7 26 19 1497 0.421 1.563 1.142 Seattle Sounders Will Bruin 7 30 23 1793 0.351 1.506 1.154 Los Angeles Galaxy Jonathan dos Santos 7 44 37 1909 0.33 2.074 1.744 Los Angeles Galaxy Dave Romney 7 55 48 2354 0.268 2.103 1.835 Toronto FC Sebastian Giovinco 7 55 48 2384 0.264 2.076 1.812 FC Dallas Matt Hedges 7 49 42 2925 0.215 1.508 1.292 New York City Jonathan Lewis 6 8 2 219 2.466 3.288 0.822 Portland Timbers Liam Ridgewell 6 18 12 1085 0.498 1.493 0.995 FC Dallas Jimmy Maurer 6 22 16 1170 0.462 1.692 1.231 New York City Ronald Matarrita 6 28 22 1367 0.395 1.843 1.448 Philadelphia Union Cory Burke 6 29 23 1427 0.378 1.829 1.451 Sporting Kansas City Yohan Croizet 6 31 25 1594 0.339 1.75 1.412 Portland Timbers Jeff Attinella 6 29 23 1944 0.278 1.343 1.065 New York City Ben Sweat 6 38 32 2197 0.246 1.557 1.311 FC Dallas Carlos Gruezo 6 42 36 2508 0.215 1.507 1.292 Sporting Kansas City Cristian Lobato 5 8 3 327 1.376 2.202 0.826 New York Red Bulls Kyle Duncan 5 10 5 353 1.275 2.55 1.275 Portland Timbers Steve Clark 5 16 11 576 0.781 2.5 1.719 FC Dallas Kellyn Acosta 5 16 11 674 0.668 2.136 1.469 Los Angeles FC Danilo Silva 5 15 10 722 0.623 1.87 1.247 Montreal Impact Micheal Azira 5 15 10 723 0.622 1.867 1.245 FC Dallas Anton Nedyalkov 5 15 10 770 0.584 1.753 1.169 Sporting Kansas City Diego Rubio 5 18 13 782 0.575 2.072 1.496 DC United Kofi Opare 5 16 11 863 0.521 1.669 1.147 Real Salt Lake Danilo Acosta 5 18 13 896 0.502 1.808 1.306 Toronto FC Chris Mavinga 5 19 14 935 0.481 1.829 1.348 Atlanta United Eric Remedi 5 24 19 1093 0.412 1.976 1.565 Los Angeles Galaxy Chris Pontius 5 35 30 1486 0.303 2.12 1.817 Los Angeles Galaxy Michael Ciani 5 39 34 1649 0.273 2.129 1.856 New York City Sebastien Ibeagha 5 33 28 1717 0.262 1.73 1.468 New York City David Villa 5 32 27 1754 0.257 1.642 1.385 Houston Dynamo Alejandro Fuenmayor 5 37 32 1763 0.255 1.889 1.634 Toronto FC Alexander Bono 5 50 45 2430 0.185 1.852 1.667 Philadelphia Union Alejandro Bedoya 5 49 44 2777 0.162 1.588 1.426 New York Red Bulls Ben Mines 4 4 0 90 4 4 0 Philadelphia Union Jay Simpson 4 4 0 158 2.278 2.278 0 Atlanta United Andrew Carleton 4 6 2 160 2.25 3.375 1.125 Minnesota Romario Ibarra 4 7 3 271 1.328 2.325 0.996 Sporting Kansas City Krisztián Németh 4 7 3 386 0.933 1.632 0.699 Columbus Crew Ricardo Clark 4 11 7 643 0.56 1.54 0.98 FC Dallas Ryan Hollingshead 4 16 12 767 0.469 1.877 1.408 Montreal Impact Bacary Sagna 4 16 12 810 0.444 1.778 1.333 Columbus Crew Cristian Martinez 4 10 6 840 0.429 1.071 0.643 Seattle Sounders Jordy Delem 4 13 9 856 0.421 1.367 0.946 New York Red Bulls Connor Lade 4 21 17 1315 0.274 1.437 1.163 Toronto FC Auro 4 28 24 1424 0.253 1.77 1.517 Toronto FC Víctor Vázquez 4 33 29 1440 0.25 2.062 1.813 Los Angeles FC Mark-Anthony Kaye 4 33 29 1582 0.228 1.877 1.65 New England Revolution Kelyn Rowe 4 29 25 1611 0.223 1.62 1.397 Houston Dynamo Adolfo Machado 4 33 29 1696 0.212 1.751 1.539 Toronto FC Jonathan Osorio 4 55 51 2603 0.138 1.902 1.763 Montreal Impact Ignacio Piatti 4 47 43 2821 0.128 1.499 1.372 Real Salt Lake Luke Mulholland 3 4 1 91 2.967 3.956 0.989 Real Salt Lake Nedum Onuoha 3 4 1 92 2.935 3.913 0.978 Columbus Crew Alex Crognale 3 4 1 97 2.784 3.711 0.928 Sporting Kansas City Gianluca Busio 3 4 1 153 1.765 2.353 0.588 New York Red Bulls Brian White 3 4 1 217 1.244 1.659 0.415 Los Angeles FC Christian Ramirez 3 5 2 261 1.034 1.724 0.69 Los Angeles Galaxy Bradford Jamieson IV 3 11 8 271 0.996 3.653 2.657 New York City Saad Abdul-Salaam 3 6 3 273 0.989 1.978 0.989 Colorado Rapids Cole Bassett 3 4 1 307 0.879 1.173 0.293 Sporting Kansas City Emiliano Amor 3 10 7 332 0.813 2.711 1.898 New York Red Bulls Vincent Bezecourt 3 10 7 395 0.684 2.278 1.595 Seattle Sounders Brad Smith 3 8 5 446 0.605 1.614 1.009 Portland Timbers Jeremy Ebobisse 3 9 6 449 0.601 1.804 1.203 Chicago Fire Djordje Mihailovic 3 10 7 582 0.464 1.546 1.082 Houston Dynamo Philippe Senderos 3 15 12 606 0.446 2.228 1.782 FC Dallas Dominique Badji 3 13 10 620 0.435 1.887 1.452 Montreal Impact Quincy Amarikwa 3 11 8 644 0.419 1.537 1.118 Toronto FC Lucas Janson 3 16 13 818 0.33 1.76 1.43 Los Angeles Galaxy Giovani dos Santos 3 22 19 823 0.328 2.406 2.078 Los Angeles Galaxy Emmanuel Boateng 3 27 24 1187 0.227 2.047 1.82 DC United Ulises Segura 3 24 21 1293 0.209 1.671 1.462 Los Angeles FC Eduard Atuesta 3 30 27 1502 0.18 1.798 1.618 Philadelphia Union Mark McKenzie 3 30 27 1629 0.166 1.657 1.492 Houston Dynamo Andrew Wenger 3 34 31 1710 0.158 1.789 1.632 DC United Oniel Fisher 3 35 32 1832 0.147 1.719 1.572 Vancouver Whitecaps Yordy Reyna 3 40 37 1875 0.144 1.92 1.776 Real Salt Lake Corey Baird 3 37 34 1902 0.142 1.751 1.609 DC United Frederic Brillant 3 42 39 2181 0.124 1.733 1.609 FC Dallas Victor Ulloa 3 34 31 2172 0.124 1.409 1.285 Philadelphia Union Raymon Gaddis 3 43 40 2298 0.117 1.684 1.567 Houston Dynamo Joe Willis 3 45 42 2340 0.115 1.731 1.615 Toronto FC Ayo Akinola 2 2 0 45 4 4 0 DC United Kevin Ellis 2 3 1 46 3.913 5.87 1.957 DC United Bruno Miranda 2 3 1 86 2.093 3.14 1.047 Philadelphia Union John McCarthy 2 2 0 90 2 2 0 San Jose Earthquakes Eric Calvillo 2 2 0 165 1.091 1.091 0 Atlanta United George Bello 2 4 2 177 1.017 2.034 1.017 New York Red Bulls Andreas Ivan 2 4 2 185 0.973 1.946 0.973 Los Angeles FC Omar Gaber 2 5 3 254 0.709 1.772 1.063 New York Red Bulls Carlos Rivas 2 7 5 264 0.682 2.386 1.705 San Jose Earthquakes Quincy Amarikwa 2 5 3 268 0.672 1.679 1.007 Houston Dynamo Juan David Cabezas 2 8 6 290 0.621 2.483 1.862 Sporting Kansas City Wan Kuzain Wan Kamal 2 6 4 307 0.586 1.759 1.173 New York City Thomas McNamara 2 7 5 370 0.486 1.703 1.216 New York Red Bulls Fidel Escobar 2 6 4 374 0.481 1.444 0.963 FC Dallas Cristian Colman 2 10 8 606 0.297 1.485 1.188 Los Angeles FC Dejan Jakovic 2 26 24 1148 0.157 2.038 1.882 FC Dallas Santiago Mosquera 2 27 25 1591 0.113 1.527 1.414 FC Dallas Jesse Gonzalez 2 30 28 1890 0.095 1.429 1.333 Toronto FC Marky Delgado 2 44 42 1985 0.091 1.995 1.904 Portland Timbers Alvas Powell 2 35 33 2072 0.087 1.52 1.433 Columbus Crew Jonathan Mensah 2 33 31 2347 0.077 1.265 1.189 Houston Dynamo Mauro Manotas 2 54 52 2633 0.068 1.846 1.777 Philadelphia Union Keegan Rosenberry 2 46 44 2773 0.065 1.493 1.428 Los Angeles Galaxy David Bingham 2 66 64 3060 0.059 1.941 1.882 Colorado Rapids Stefan Aigner 1 1 0 11 8.182 8.182 0 Montreal Impact David Choiniere 1 1 0 12 7.5 7.5 0 Los Angeles FC Joshua Pérez 1 1 0 22 4.091 4.091 0 Columbus Crew Connor Maloney 1 1 0 28 3.214 3.214 0 San Jose Earthquakes Dominic Oduro 1 2 1 30 3 6 3 New England Revolution Isaac Angking 1 1 0 37 2.432 2.432 0 Columbus Crew Adam Jahn 1 1 0 68 1.324 1.324 0 Chicago Fire Jon Bakero 1 2 1 75 1.2 2.4 1.2 Los Angeles Galaxy João Pedro 1 3 2 85 1.059 3.176 2.118 Philadelphia Union Olivier Mbaizo 1 1 0 85 1.059 1.059 0 Atlanta United Brandon Vazquez 1 3 2 86 1.047 3.14 2.093 Atlanta United Alec Kann 1 2 1 90 1 2 1 Sporting Kansas City Andreu Fontas 1 1 0 92 0.978 0.978 0 New York Red Bulls Ethan Kutler 1 2 1 101 0.891 1.782 0.891 Real Salt Lake Andrew Putna 1 2 1 135 0.667 1.333 0.667 Portland Timbers Lucas Melano 1 4 3 143 0.629 2.517 1.888 Columbus Crew Edward Opoku 1 4 3 150 0.6 2.4 1.8 Los Angeles Galaxy Sheanon Williams 1 3 2 153 0.588 1.765 1.176 Los Angeles Galaxy Emrah Klimenta 1 1 0 157 0.573 0.573 0 New York City Brad Stuver 1 5 4 180 0.5 2.5 2 Vancouver Whitecaps Ali Ghazal 1 4 3 180 0.5 2 1.5 New York Red Bulls Ryan Meara 1 4 3 270 0.333 1.333 1 Atlanta United Miles Robinson 1 8 7 273 0.33 2.637 2.308 Columbus Crew Patrick Mullins 1 10 9 285 0.316 3.158 2.842 New York Red Bulls Aurélien Collin 1 9 8 353 0.255 2.295 2.04 Philadelphia Union Derrick Jones 1 5 4 385 0.234 1.169 0.935 Columbus Crew Jon Kempin 1 9 8 450 0.2 1.8 1.6 Chicago Fire Michael de Leeuw 1 9 8 454 0.198 1.784 1.586 Columbus Crew Gaston Sauro 1 8 7 522 0.172 1.379 1.207 Seattle Sounders Waylon Francis 1 11 10 582 0.155 1.701 1.546 Real Salt Lake Luis Silva 1 13 12 811 0.111 1.443 1.332 Vancouver Whitecaps Brett Levis 1 15 14 960 0.094 1.406 1.312 Los Angeles FC Marco Ureña 1 23 22 1015 0.089 2.039 1.951 FC Dallas Maynor Figueroa 1 17 16 1008 0.089 1.518 1.429 Toronto FC Ashtone Morgan 1 16 15 1009 0.089 1.427 1.338 Montreal Impact Matteo Mancosu 1 17 16 1102 0.082 1.388 1.307 New England Revolution Claude Dielna 1 24 23 1334 0.067 1.619 1.552 Portland Timbers Cristhian Paredes 1 22 21 1417 0.064 1.397 1.334 Portland Timbers Samuel Armenteros 1 25 24 1590 0.057 1.415 1.358 Vancouver Whitecaps Russell Teibert 1 33 32 1604 0.056 1.852 1.796 DC United Zoltan Stieber 1 35 34 1833 0.049 1.718 1.669 Houston Dynamo DaMarcus Beasley 1 46 45 2208 0.041 1.875 1.834 Houston Dynamo Tomás Martínez 1 49 48 2455 0.037 1.796 1.76 Philadelphia Union Haris Medunjanin 1 41 40 2530 0.036 1.458 1.423 Toronto FC Michael Bradley 0 57 57 2857 0 1.796 1.796 Montreal Impact Saphir Taider 0 45 45 2852 0 1.42 1.42 Columbus Crew Artur 0 41 41 2784 0 1.325 1.325 Columbus Crew Harrison Afful 0 41 41 2864 0 1.288 1.288 Los Angeles Galaxy Sebastian Lletget 0 34 34 1885 0 1.623 1.623 Montreal Impact Rod Fanni 0 33 33 2290 0 1.297 1.297 Columbus Crew Federico Higuain 0 30 30 2381 0 1.134 1.134 DC United Chris Durkin 0 28 28 1503 0 1.677 1.677 DC United Darren Mattocks 0 27 27 1267 0 1.918 1.918 Los Angeles FC Joao Moutinho 0 20 20 871 0 2.067 2.067 Montreal Impact Chris Duvall 0 20 20 1195 0 1.506 1.506 Real Salt Lake Sebastián Saucedo 0 20 20 1031 0 1.746 1.746 Portland Timbers David Guzman 0 19 19 968 0 1.767 1.767 New England Revolution Gabriel Somi 0 18 18 1042 0 1.555 1.555 Vancouver Whitecaps Sean Franklin 0 13 13 833 0 1.405 1.405 Philadelphia Union Warren Creavalle 0 11 11 681 0 1.454 1.454 Philadelphia Union Marcus Epps 0 10 10 609 0 1.478 1.478 FC Dallas Tesho Akindele 0 9 9 576 0 1.406 1.406 Houston Dynamo Chris Seitz 0 9 9 540 0 1.5 1.5 Montreal Impact Raheem Edwards 0 9 9 809 0 1.001 1.001 Columbus Crew Mike Grella 0 8 8 480 0 1.5 1.5 Atlanta United Romario Williams 0 7 7 211 0 2.986 2.986 Columbus Crew Justin Meram 0 7 7 595 0 1.059 1.059 New England Revolution Chris Tierney 0 5 5 309 0 1.456 1.456 Sporting Kansas City Graham Smith 0 5 5 180 0 2.5 2.5 DC United Patrick Mullins 0 4 4 225 0 1.6 1.6 New York City Kwame Awuah 0 3 3 143 0 1.888 1.888 Colorado Rapids Kip Colvey 0 2 2 208 0 0.865 0.865 New England Revolution Brian Wright 0 2 2 257 0 0.7 0.7 New York City James Sands 0 2 2 223 0 0.807 0.807 Los Angeles FC Calum Mallace 0 1 1 29 0 3.103 3.103 New England Revolution Mark Segbers 0 1 1 45 0 2 2 New York Red Bulls Cristian Casseres Jr. 0 1 1 97 0 0.928 0.928 New York Red Bulls Hassan Ndam 0 1 1 90 0 1 1 Atlanta United Andrew Wheeler-Omiunu 0 0 0 16 0 0 0 Atlanta United José Hernández 0 0 0 17 0 0 0 Atlanta United Paul Christensen 0 0 0 54 0 0 0 Colorado Rapids Sam Vines 0 0 0 45 0 0 0 Columbus Crew Mohammed Abu 0 0 0 93 0 0 0 DC United Chris Odoi-Atsem 0 0 0 12 0 0 0 DC United Dane Kelly 0 0 0 3 0 0 0 DC United Jared Jeffrey 0 0 0 2 0 0 0 FC Dallas Jesús Ferreira 0 0 0 3 0 0 0 Houston Dynamo Mac Steeves 0 0 0 26 0 0 0 Los Angeles Galaxy Ariel Lassiter 0 0 0 94 0 0 0 New York City Cedric Hountondji 0 0 0 1 0 0 0 New York Red Bulls Stefano Bonomo 0 0 0 1 0 0 0 Portland Timbers Modou Jadama 0 0 0 27 0 0 0 Real Salt Lake Taylor Peay 0 0 0 1 0 0 0 San Jose Earthquakes Gilbert Fuentes 0 0 0 1 0 0 0 Seattle Sounders Kim Kee-Hee 0 0 0 246 0 0 0 Toronto FC Aidan Daniels 0 0 0 12 0 0 0 Philadelphia Union Auston Trusty -1 49 50 3060 -0.029 1.441 1.471 Los Angeles Galaxy Ola Kamara -1 58 59 2689 -0.033 1.941 1.975 New England Revolution Jalil Anibaba -1 46 47 2706 -0.033 1.53 1.563 Philadelphia Union Borek Dockal -1 37 38 2397 -0.038 1.389 1.427 Houston Dynamo Darwin Ceren -1 37 38 1858 -0.048 1.792 1.841 Toronto FC Justin Morrow -1 37 38 1790 -0.05 1.86 1.911 Montreal Impact Rudy Camacho -1 28 29 1566 -0.057 1.609 1.667 New England Revolution Scott Caldwell -1 20 21 1524 -0.059 1.181 1.24 New England Revolution Juan Agudelo -1 28 29 1496 -0.06 1.684 1.745 Columbus Crew Josh Williams -1 22 23 1485 -0.061 1.333 1.394 Colorado Rapids Axel Sjöberg -1 18 19 1334 -0.067 1.214 1.282 Portland Timbers Andres Flores -1 21 22 1160 -0.078 1.629 1.707 FC Dallas Jacori Hayes -1 16 17 998 -0.09 1.443 1.533 Vancouver Whitecaps Aaron Maund -1 17 18 900 -0.1 1.7 1.8 Portland Timbers Fanendo Adi -1 12 13 823 -0.109 1.312 1.422 Colorado Rapids Shkëlzen Gashi -1 11 12 814 -0.111 1.216 1.327 Colorado Rapids Joe Mason -1 11 12 759 -0.119 1.304 1.423 Orlando City Stefano Pinho -1 13 14 595 -0.151 1.966 2.118 Chicago Fire Grant Lillard -1 8 9 563 -0.16 1.279 1.439 Seattle Sounders Handwalla Bwana -1 8 9 491 -0.183 1.466 1.65 Chicago Fire Patrick McLain -1 5 6 404 -0.223 1.114 1.337 Orlando City Earl Edwards Jr. -1 9 10 392 -0.23 2.066 2.296 Houston Dynamo A.J. DeLaGarza -1 10 11 360 -0.25 2.5 2.75 San Jose Earthquakes Fatai Alashe -1 8 9 353 -0.255 2.04 2.295 San Jose Earthquakes Kevin Partida -1 7 8 290 -0.31 2.172 2.483 DC United Steve Clark -1 5 6 270 -0.333 1.667 2 Montreal Impact Shamit Shome -1 5 6 249 -0.361 1.807 2.169 Seattle Sounders Tony Alfaro -1 2 3 220 -0.409 0.818 1.227 Los Angeles Galaxy Baggio Husidic -1 4 5 206 -0.437 1.748 2.184 Orlando City Cameron Lindley -1 4 5 201 -0.448 1.791 2.239 Chicago Fire Christian Dean -1 5 6 178 -0.506 2.528 3.034 FC Dallas Kris Reaves -1 1 2 168 -0.536 0.536 1.071 Colorado Rapids Zac MacMath -1 1 2 158 -0.57 0.57 1.139 Atlanta United Sal Zizzo -1 1 2 157 -0.573 0.573 1.146 Minnesota Kevin Molino -1 3 4 140 -0.643 1.929 2.571 FC Dallas Abel Aguilar -1 0 1 131 -0.687 0 0.687 Chicago Fire Matt Polster -1 3 4 126 -0.714 2.143 2.857 FC Dallas Paxton Pomykal -1 0 1 124 -0.726 0 0.726 Real Salt Lake Alfredo Ortuño -1 1 2 119 -0.756 0.756 1.513 Chicago Fire Rafael Ramos -1 1 2 105 -0.857 0.857 1.714 Philadelphia Union Anthony Fontana -1 1 2 99 -0.909 0.909 1.818 Montreal Impact Marco Donadel -1 0 1 96 -0.938 0 0.938 New York Red Bulls Tommy Redding -1 3 4 90 -1 3 4 Seattle Sounders Bryan Meredith -1 2 3 90 -1 2 3 Orlando City Dillon Powers -1 0 1 69 -1.304 0 1.304 Chicago Fire Yura Movsisyan -1 0 1 58 -1.552 0 1.552 FC Dallas Ema Twumasi -1 0 1 45 -2 0 2 Colorado Rapids Caleb Calvert -1 0 1 35 -2.571 0 2.571 Los Angeles FC Shaft Brewer Jr. -1 1 2 29 -3.103 3.103 6.207 Toronto FC Alan Mariano Miño -1 0 1 25 -3.6 0 3.6 Vancouver Whitecaps Simon Colyn -1 0 1 4 -22.5 0 22.5 Columbus Crew Gyasi Zardes -2 40 42 2948 -0.061 1.221 1.282 New England Revolution Matt Turner -2 40 42 2430 -0.074 1.481 1.556 Columbus Crew Pedro Santos -2 31 33 2221 -0.081 1.256 1.337 Philadelphia Union Fafa Picault -2 40 42 2190 -0.082 1.644 1.726 Portland Timbers Julio Cascante -2 29 31 1729 -0.104 1.51 1.614 Real Salt Lake Marcelo Silva -2 24 26 1557 -0.116 1.387 1.503 Chicago Fire Brandt Bronico -2 29 31 1531 -0.118 1.705 1.822 Los Angeles Galaxy Rolf Feltscher -2 25 27 1295 -0.139 1.737 1.876 Vancouver Whitecaps Aly Ghazal -2 24 26 1267 -0.142 1.705 1.847 Chicago Fire Diego Campos -2 21 23 1197 -0.15 1.579 1.729 DC United Nick DeLeon -2 15 17 1062 -0.169 1.271 1.441 Columbus Crew Niko Hansen -2 18 20 1031 -0.175 1.571 1.746 Atlanta United Greg Garza -2 15 17 927 -0.194 1.456 1.65 Vancouver Whitecaps Brian Rowe -2 20 22 900 -0.2 2 2.2 Toronto FC Jozy Altidore -2 15 17 877 -0.205 1.539 1.745 Chicago Fire Alan Gordon -2 12 14 827 -0.218 1.306 1.524 Seattle Sounders Alex Roldan -2 5 7 732 -0.246 0.615 0.861 Portland Timbers Bill Tuiloma -2 12 14 712 -0.253 1.517 1.77 Seattle Sounders Magnus Wolff Eikrem -2 5 7 594 -0.303 0.758 1.061 Toronto FC Drew Moor -2 8 10 569 -0.316 1.265 1.582 Sporting Kansas City Jaylin Lindsey -2 10 12 554 -0.325 1.625 1.949 New England Revolution Krisztián Németh -2 10 12 466 -0.386 1.931 2.318 Chicago Fire Stefan Cleveland -2 6 8 450 -0.4 1.2 1.6 New York City Valentin Castellanos -2 5 7 446 -0.404 1.009 1.413 DC United Jalen Robinson -2 5 7 348 -0.517 1.293 1.81 Los Angeles Galaxy Tomas Hilliard-Arce -2 3 5 304 -0.592 0.888 1.48 FC Dallas Pablo Aranguiz -2 2 4 280 -0.643 0.643 1.286 Chicago Fire Daniel Johnson -2 3 5 261 -0.69 1.034 1.724 Toronto FC Jon Bakero -2 0 2 149 -1.208 0 1.208 New England Revolution Cristhian Machado -2 0 2 119 -1.513 0 1.513 Los Angeles FC Luis Lopez -2 0 2 90 -2 0 2 Montreal Impact Mathieu Choiniere -2 1 3 82 -2.195 1.098 3.293 Toronto FC Ben Spencer -2 0 2 82 -2.195 0 2.195 Sporting Kansas City Kharlton Belmar -2 0 2 65 -2.769 0 2.769 Orlando City Pierre Da Silva -2 0 2 49 -3.673 0 3.673 Orlando City José Villarreal -2 0 2 45 -4 0 4 Montreal Impact Dominic Oduro -2 0 2 32 -5.625 0 5.625 Real Salt Lake Ricky Lopez-Espin -2 0 2 22 -8.182 0 8.182 Portland Timbers Vytautas Andriuskevicius -2 0 2 21 -8.571 0 8.571 Philadelphia Union Andre Blake -3 47 50 2970 -0.091 1.424 1.515 Real Salt Lake Brooks Lennon -3 50 53 2850 -0.095 1.579 1.674 Real Salt Lake Jefferson Savarino -3 50 53 2853 -0.095 1.577 1.672 Real Salt Lake Damir Kreilach -3 52 55 2784 -0.097 1.681 1.778 Columbus Crew Zack Steffen -3 34 37 2610 -0.103 1.172 1.276 Vancouver Whitecaps Alphonso Davies -3 48 51 2420 -0.112 1.785 1.897 New England Revolution Antonio Mlinar Delamea -3 24 27 1516 -0.178 1.425 1.603 New England Revolution Brandon Bye -3 22 25 1470 -0.184 1.347 1.531 Colorado Rapids Enzo Martinez -3 24 27 1406 -0.192 1.536 1.728 Minnesota Christian Ramirez -3 28 31 1384 -0.195 1.821 2.016 Vancouver Whitecaps Cristian Techera -3 25 28 1347 -0.2 1.67 1.871 Los Angeles Galaxy Daniel Steres -3 23 26 1320 -0.205 1.568 1.773 Chicago Fire Jorge Corrales -3 22 25 1293 -0.209 1.531 1.74 FC Dallas Marquinhos Pedroso -3 18 21 1170 -0.231 1.385 1.615 Houston Dynamo Kevin Garcia -3 19 22 1103 -0.245 1.55 1.795 Philadelphia Union Ilsinho -3 13 16 985 -0.274 1.188 1.462 Toronto FC Jay Chapman -3 16 19 981 -0.275 1.468 1.743 Toronto FC Nicolas Hasler -3 17 20 947 -0.285 1.616 1.901 Seattle Sounders Jordan McCrary -3 10 13 890 -0.303 1.011 1.315 San Jose Earthquakes Yeferson Quintana -3 17 20 794 -0.34 1.927 2.267 Philadelphia Union Fabinho -3 7 10 714 -0.378 0.882 1.261 Seattle Sounders Román Torres -3 9 12 688 -0.392 1.177 1.57 Houston Dynamo Memo Rodriguez -3 8 11 645 -0.419 1.116 1.535 Columbus Crew Luis Argudo -3 9 12 630 -0.429 1.286 1.714 Minnesota Sam Nicholson -3 7 10 525 -0.514 1.2 1.714 Chicago Fire Drew Conner -3 3 6 462 -0.584 0.584 1.169 Orlando City Adam Grinwis -3 3 6 450 -0.6 0.6 1.2 Philadelphia Union Fabian Herbers -3 4 7 428 -0.631 0.841 1.472 San Jose Earthquakes Joel Qwiberg -3 4 7 379 -0.712 0.95 1.662 Houston Dynamo Eric Bird -3 2 5 340 -0.794 0.529 1.324 Houston Dynamo Luis Gil -3 3 6 272 -0.993 0.993 1.985 Houston Dynamo Tyler Deric -3 4 7 180 -1.5 2 3.5 New England Revolution Zachary Herivaux -3 0 3 158 -1.709 0 1.709 Seattle Sounders Henry Wingo -3 0 3 144 -1.875 0 1.875 Seattle Sounders Lamar Neagle -3 0 3 110 -2.455 0 2.455 Montreal Impact Louis Beland-Goyette -3 0 3 109 -2.477 0 2.477 Portland Timbers Victor Arboleda -3 0 3 31 -8.71 0 8.71 Los Angeles FC Rodrigo Pacheco -3 0 3 17 -15.882 0 15.882 Real Salt Lake Nick Rimando -4 53 57 2925 -0.123 1.631 1.754 Columbus Crew Milton Valenzuela -4 32 36 2557 -0.141 1.126 1.267 Real Salt Lake Joao Plata -4 30 34 1721 -0.209 1.569 1.778 Montreal Impact Ken Krolicki -4 21 25 1589 -0.227 1.189 1.416 New York City Jo Inge Berget -4 28 32 1569 -0.229 1.606 1.836 DC United David Ousted -4 28 32 1530 -0.235 1.647 1.882 Philadelphia Union David Accam -4 17 21 1213 -0.297 1.261 1.558 San Jose Earthquakes Francois Affolter -4 11 15 676 -0.533 1.464 1.997 Columbus Crew Héctor Jiménez -4 9 13 655 -0.55 1.237 1.786 New England Revolution Brad Knighton -4 9 13 630 -0.571 1.286 1.857 San Jose Earthquakes Tommy Thompson -4 8 12 630 -0.571 1.143 1.714 Houston Dynamo Jared Watts -4 5 9 535 -0.673 0.841 1.514 Vancouver Whitecaps Bernie Ibini -4 3 7 422 -0.853 0.64 1.493 Columbus Crew Eduardo Sosa -4 7 11 385 -0.935 1.636 2.571 Real Salt Lake Demar Phillips -4 4 8 360 -1 1 2 Minnesota Mason Toye -4 4 8 340 -1.059 1.059 2.118 Los Angeles FC Andre Horta -4 3 7 319 -1.129 0.846 1.975 Real Salt Lake Adam Henley -4 3 7 260 -1.385 1.038 2.423 Philadelphia Union Matthew Real -4 1 5 236 -1.525 0.381 1.907 Real Salt Lake Shawn Barry -4 2 6 204 -1.765 0.882 2.647 New England Revolution Guillermo Hauche -4 2 6 175 -2.057 1.029 3.086 Toronto FC Mitchell Taintor -4 1 5 90 -4 1 5 New England Revolution Cristian Penilla -5 45 50 2816 -0.16 1.438 1.598 Los Angeles Galaxy Ashley Cole -5 58 63 2686 -0.168 1.943 2.111 New England Revolution Diego Fagundez -5 43 48 2666 -0.169 1.452 1.62 Real Salt Lake Kyle Beckerman -5 45 50 2621 -0.172 1.545 1.717 New England Revolution Luis Alberto Caicedo -5 43 48 2590 -0.174 1.494 1.668 Montreal Impact Alejandro Silva -5 38 43 2367 -0.19 1.445 1.635 Chicago Fire Dax McCarty -5 35 40 2259 -0.199 1.394 1.594 Vancouver Whitecaps Kei Kamara -5 41 46 2166 -0.208 1.704 1.911 Philadelphia Union Jack Elliott -5 18 23 1430 -0.315 1.133 1.448 Real Salt Lake Sunny -5 22 27 1414 -0.318 1.4 1.719 Orlando City Lamine Sane -5 22 27 1373 -0.328 1.442 1.77 Minnesota Alexi Gomez -5 22 27 1322 -0.34 1.498 1.838 Vancouver Whitecaps Doneil Henry -5 23 28 1260 -0.357 1.643 2 Minnesota Collen Warner -5 24 29 1239 -0.363 1.743 2.107 Houston Dynamo Adam Lundkvist -5 18 23 1200 -0.375 1.35 1.725 Los Angeles Galaxy Servando Carrasco -5 16 21 1001 -0.45 1.439 1.888 Vancouver Whitecaps Nicolas Mezquida -5 19 24 966 -0.466 1.77 2.236 Montreal Impact Victor Cabrera -5 16 21 920 -0.489 1.565 2.054 Chicago Fire Raheem Edwards -5 10 15 916 -0.491 0.983 1.474 Chicago Fire Mo Adams -5 13 18 908 -0.496 1.289 1.784 Chicago Fire Nicolas Hasler -5 9 14 778 -0.578 1.041 1.62 Colorado Rapids Yannick Boli -5 7 12 768 -0.586 0.82 1.406 Chicago Fire Luis Solignac -5 12 17 702 -0.641 1.538 2.179 Portland Timbers Dairon Asprilla -5 12 17 688 -0.654 1.57 2.224 Portland Timbers Jake Gleeson -5 9 14 540 -0.833 1.5 2.333 Toronto FC Jason Hernandez -5 10 15 534 -0.843 1.685 2.528 Real Salt Lake Pablo Ruiz -5 9 14 530 -0.849 1.528 2.377 Vancouver Whitecaps Erik Hurtado -5 7 12 484 -0.93 1.302 2.231 New York City Eloi Amagat -5 3 8 430 -1.047 0.628 1.674 Colorado Rapids Niki Jackson -5 7 12 429 -1.049 1.469 2.517 Minnesota Wyatt Omsberg -5 4 9 385 -1.169 0.935 2.104 DC United Ian Harkes -5 6 11 352 -1.278 1.534 2.812 Houston Dynamo Arturo Álvarez -5 6 11 341 -1.32 1.584 2.903 Real Salt Lake David Horst -5 4 9 312 -1.442 1.154 2.596 Orlando City Richmond Laryea -5 1 6 253 -1.779 0.356 2.134 Houston Dynamo Ronaldo Peña -5 2 7 222 -2.027 0.811 2.838 Minnesota Frantz Pangop -5 0 5 175 -2.571 0 2.571 Minnesota Harrison Heath -5 0 5 121 -3.719 0 3.719 Toronto FC Julian Dunn -5 1 6 104 -4.327 0.865 5.192 Portland Timbers Tomas Conechny -5 0 5 72 -6.25 0 6.25 Montreal Impact Evan Bush -6 47 53 3060 -0.176 1.382 1.559 Real Salt Lake Justen Glad -6 50 56 2910 -0.186 1.546 1.732 New England Revolution Andrew Farrell -6 43 49 2701 -0.2 1.433 1.633 Montreal Impact Daniel Lovitz -6 43 49 2650 -0.204 1.46 1.664 Los Angeles Galaxy Jorgen Skjelvik -6 52 58 2585 -0.209 1.81 2.019 New England Revolution Teal Bunbury -6 42 48 2566 -0.21 1.473 1.684 Minnesota Francisco Calvo -6 45 51 2339 -0.231 1.732 1.962 Philadelphia Union CJ Sapong -6 31 37 2321 -0.233 1.202 1.435 Vancouver Whitecaps Kendall Waston -6 39 45 2218 -0.243 1.583 1.826 Toronto FC Nick Hagglund -6 26 32 1429 -0.378 1.638 2.015 Colorado Rapids Dominique Badji -6 20 26 1343 -0.402 1.34 1.742 Seattle Sounders Clint Dempsey -6 7 13 902 -0.599 0.698 1.297 New England Revolution Michael Mancienne -6 10 16 900 -0.6 1 1.6 Vancouver Whitecaps Jordon Mutch -6 12 18 830 -0.651 1.301 1.952 Toronto FC Ryan Telfer -6 13 19 813 -0.664 1.439 2.103 Vancouver Whitecaps Anthony Blondell -6 12 18 642 -0.841 1.682 2.523 Minnesota Carter Manley -6 6 12 502 -1.076 1.076 2.151 San Jose Earthquakes JT Marcinkowski -6 5 11 450 -1.2 1 2.2 Orlando City Donny Toia -6 1 7 238 -2.269 0.378 2.647 San Jose Earthquakes Chris Wehan -6 2 8 183 -2.951 0.984 3.934 Columbus Crew Wil Trapp -7 33 40 2619 -0.241 1.134 1.375 Minnesota Rasmus Schuller -7 48 55 2547 -0.247 1.696 1.943 Montreal Impact Jukka Raitala -7 33 40 2290 -0.275 1.297 1.572 Houston Dynamo Leonardo -7 27 34 1770 -0.356 1.373 1.729 Montreal Impact Jeisson Vargas -7 14 21 871 -0.723 1.447 2.17 Toronto FC Ager Aketxe -7 11 18 732 -0.861 1.352 2.213 Montreal Impact Anthony Jackson-Hamel -7 4 11 580 -1.086 0.621 1.707 Montreal Impact Samuel Piette -8 45 53 3000 -0.24 1.35 1.59 Chicago Fire Bastian Schweinsteiger -8 45 53 2726 -0.264 1.486 1.75 Real Salt Lake Albert Rusnak -8 45 53 2592 -0.278 1.562 1.84 Vancouver Whitecaps Jake Nerwinski -8 41 49 2212 -0.325 1.668 1.994 Orlando City Yoshi Yotun -8 35 43 1970 -0.365 1.599 1.964 Portland Timbers Lawrence Olum -8 21 29 1632 -0.441 1.158 1.599 Vancouver Whitecaps Brek Shea -8 27 35 1520 -0.474 1.599 2.072 Colorado Rapids Bismark Adjei-Boateng -8 15 23 1236 -0.583 1.092 1.675 Colorado Rapids Marlon Hairston -8 14 22 1108 -0.65 1.137 1.787 Chicago Fire Jonathan Campbell -8 14 22 1004 -0.717 1.255 1.972 San Jose Earthquakes Luis Felipe -8 17 25 974 -0.739 1.571 2.31 Chicago Fire Elliot Collier -8 14 22 904 -0.796 1.394 2.19 Minnesota Tyrone Mears -8 11 19 883 -0.815 1.121 1.937 Toronto FC Tosaint Ricketts -8 14 22 601 -1.198 2.097 3.295 Minnesota Maximiniano -8 6 14 576 -1.25 0.938 2.188 Minnesota Ethan Finlay -8 6 14 570 -1.263 0.947 2.211 Minnesota Collin Martin -8 7 15 518 -1.39 1.216 2.606 Portland Timbers Marco Farfan -8 4 12 515 -1.398 0.699 2.097 Minnesota Abu Danladi -8 7 15 482 -1.494 1.307 2.801 Orlando City Victor Giro -8 5 13 418 -1.722 1.077 2.799 Colorado Rapids Micheal Azira -8 1 9 275 -2.618 0.327 2.945 Chicago Fire Nemanja Nikolic -9 40 49 2443 -0.332 1.474 1.805 Houston Dynamo Boniek Garcia -9 37 46 2063 -0.393 1.614 2.007 New England Revolution Wilfried Zahibo -9 30 39 1942 -0.417 1.39 1.807 Columbus Crew Lalas Abubakar -9 20 29 1771 -0.457 1.016 1.474 Vancouver Whitecaps Efraín Juárez -9 17 26 1159 -0.699 1.32 2.019 Minnesota Jerome Thiesson -9 16 25 1106 -0.732 1.302 2.034 San Jose Earthquakes Guram Kashia -9 18 27 1080 -0.75 1.5 2.25 San Jose Earthquakes Jahmir Hyka -9 14 23 915 -0.885 1.377 2.262 Minnesota Matthew Lampson -9 11 20 810 -1 1.222 2.222 Orlando City Chris Schuler -9 14 23 785 -1.032 1.605 2.637 Minnesota Fernando Bob -9 9 18 616 -1.315 1.315 2.63 Minnesota Marc Burch -9 1 10 403 -2.01 0.223 2.233 Los Angeles Galaxy Perry Kitchen -10 44 54 2339 -0.385 1.693 2.078 Chicago Fire Richard Sánchez -10 37 47 2206 -0.408 1.51 1.917 Chicago Fire Kevin Ellis -10 23 33 1537 -0.586 1.347 1.932 San Jose Earthquakes Jackson Yueill -10 21 31 1293 -0.696 1.462 2.158 San Jose Earthquakes Jimmy Ockford -10 16 26 1085 -0.829 1.327 2.157 Chicago Fire Tony Tchani -10 13 23 825 -1.091 1.418 2.509 Orlando City Carlos Ascues -10 5 15 755 -1.192 0.596 1.788 Toronto FC Clint Irwin -10 9 19 630 -1.429 1.286 2.714 Toronto FC Liam Fraser -10 6 16 615 -1.463 0.878 2.341 Los Angeles FC Tristan Blackmon -10 7 17 492 -1.829 1.28 3.11 Chicago Fire Aleksandar Katai -11 40 51 2428 -0.408 1.483 1.89 Vancouver Whitecaps Stefan Marinovic -11 34 45 2160 -0.458 1.417 1.875 Orlando City Cristian Higuita -11 22 33 1365 -0.725 1.451 2.176 Minnesota Eric Miller -11 17 28 1145 -0.865 1.336 2.201 Toronto FC Jordan Hamilton -11 10 21 862 -1.148 1.044 2.193 Orlando City Tony Rocha -11 13 24 818 -1.21 1.43 2.641 Montreal Impact Michael Petrasso -11 7 18 782 -1.266 0.806 2.072 Colorado Rapids Giles Barnes -11 3 14 543 -1.823 0.497 2.32 Chicago Fire Johan Kappelhof -12 41 53 2604 -0.415 1.417 1.832 Minnesota Darwin Quintero -12 43 55 2396 -0.451 1.615 2.066 San Jose Earthquakes Shea Salinas -12 27 39 1820 -0.593 1.335 1.929 Vancouver Whitecaps Jose Aja -12 24 36 1512 -0.714 1.429 2.143 Toronto FC Eriq Zavaleta -12 24 36 1488 -0.726 1.452 2.177 Minnesota Angelo Rodriguez -12 9 21 871 -1.24 0.93 2.17 San Jose Earthquakes Chris Wondolowski -13 36 49 2289 -0.511 1.415 1.927 Minnesota Bobby Shuttleworth -13 38 51 2250 -0.52 1.52 2.04 Colorado Rapids Deklan Wynne -13 27 40 2006 -0.583 1.211 1.795 Colorado Rapids Sam Nicholson -13 18 31 1521 -0.769 1.065 1.834 Orlando City Shane O'Neill -13 13 26 1118 -1.047 1.047 2.093 Chicago Fire Brandon Vincent -14 42 56 2827 -0.446 1.337 1.783 Minnesota Ibson -14 34 48 2099 -0.6 1.458 2.058 San Jose Earthquakes Harold Cummings -14 26 40 1874 -0.672 1.249 1.921 Colorado Rapids Kortne Ford -14 9 23 1141 -1.104 0.71 1.814 Minnesota Miguel Ibarra -15 47 62 2716 -0.497 1.557 2.054 Orlando City Will Johnson -15 29 44 2195 -0.615 1.189 1.804 Orlando City Chris Mueller -15 33 48 2056 -0.657 1.445 2.101 Orlando City Amro Tarek -15 28 43 1697 -0.796 1.485 2.28 Colorado Rapids Johan Blomberg -15 19 34 1657 -0.815 1.032 1.847 Orlando City Jonathan Spector -15 8 23 1060 -1.274 0.679 1.953 San Jose Earthquakes Andrew Tarbell -16 44 60 2610 -0.552 1.517 2.069 Orlando City Dom Dwyer -16 34 50 2244 -0.642 1.364 2.005 Orlando City Mohamed El-Munir -16 34 50 2089 -0.689 1.465 2.154 Orlando City Justin Meram -16 18 34 1273 -1.131 1.273 2.404 San Jose Earthquakes Anibal Godoy -17 35 52 2348 -0.652 1.342 1.993 Vancouver Whitecaps Marcel de Jong -17 19 36 1393 -1.098 1.228 2.326 Colorado Rapids Kellyn Acosta -17 8 25 1040 -1.471 0.692 2.163 Orlando City RJ Allen -17 12 29 966 -1.584 1.118 2.702 Minnesota Michael Boxall -18 48 66 2880 -0.562 1.5 2.062 San Jose Earthquakes Magnus Eriksson -18 44 62 2494 -0.65 1.588 2.237 San Jose Earthquakes Danny Hoesen -18 37 55 2489 -0.651 1.338 1.989 Vancouver Whitecaps Felipe -18 35 53 2202 -0.736 1.431 2.166 Orlando City Scott Sutter -18 20 38 1567 -1.034 1.149 2.183 Colorado Rapids Dillon Serna -18 12 30 1181 -1.372 0.914 2.286 Colorado Rapids Jack McBean -18 12 30 1060 -1.528 1.019 2.547 Orlando City Josue Colman -18 11 29 1054 -1.537 0.939 2.476 San Jose Earthquakes Valeri Qazaishvili -20 45 65 2717 -0.662 1.491 2.153 Minnesota Brent Kallman -20 31 51 1953 -0.922 1.429 2.35 Colorado Rapids Edgar Castillo -21 30 51 2440 -0.775 1.107 1.881 San Jose Earthquakes Florian Jungwirth -21 39 60 2400 -0.788 1.463 2.25 San Jose Earthquakes Nick Lima -22 49 71 3049 -0.649 1.446 2.096 Colorado Rapids Tim Howard -23 35 58 2900 -0.714 1.086 1.8 Colorado Rapids Jack Price -24 32 56 2750 -0.785 1.047 1.833 Orlando City Sacha Kljestan -26 34 60 2522 -0.928 1.213 2.141 Colorado Rapids Danny Wilson -26 19 45 1935 -1.209 0.884 2.093 Colorado Rapids Tommy Smith -27 36 63 2969 -0.818 1.091 1.91 Orlando City Joe Bendik -27 31 58 2218 -1.096 1.258 2.353 Orlando City Oriol Rosell -28 17 45 1701 -1.481 0.899 2.381

Playoffs probability and more

Philadelphia has increased from a 75.8% to an 82.1% chance of making the playoffs.

Next is the distribution of Philadelphia’s points against the MLS East’s sixth seed in all the simulations.

The Union increased from a 0.1% to a 0.3% chance of winning the MLS Cup.

Philadelphia’s chances of having a U.S. Open Cup win increased from 31.7% to 34.1%.

Philadelphia increased from a 31.8% chance to a 34.3% chance of qualifying for the 2019 edition of the CONCACAF Champions League.

The following are Philadelphia’s odds at different prizes over time.

The following are the probabilities of each final playoffs placement for Philadelphia.

The following shows the summary of the simulations in an easy table format.

Team Conf pts W L T GF GA GD powerRk pwrScr Plyfs MLSCup Shld USOCChmp CANChmp CCLQual CCLChmp confRegSeasFinish regSeasFinish plyfFinish New York Red Bulls East 71 22 7 5 62 33 29 2 1.852 100 30.7 100 0 NA 69.7 0 1 1 2.9 Atlanta United East 69 21 7 6 70 44 26 1 1.871 100 24.1 0 0 NA 100 NA 2 2 3.3 Sporting Kansas City West 62 18 8 8 65 40 25 3 1.736 100 14.9 0 0 NA 100 NA 1 3 3.6 Seattle Sounders West 59 18 11 5 52 37 15 5 1.613 100 8.1 0 0 NA 8.1 0 2 4 4.4 Los Angeles FC West 57 16 9 9 68 52 16 4 1.65 100 7.7 0 0 NA 7.7 NA 3 5 5.2 FC Dallas West 57 16 9 9 52 44 8 6 1.571 100 4.2 0 0 NA 4.2 0 4 6 6.4 New York City East 56 16 10 8 59 45 14 8 1.547 100 3.3 0 0 NA 3.3 NA 3 7 6.7 Portland Timbers West 54 15 10 9 54 48 6 7 1.554 100 1.8 0 0 NA 1.8 NA 5 8 8.2 DC United East 51 14 11 9 60 50 10 9 1.521 100 3.5 0 0 NA 3.5 NA 4 9 7.3 Columbus Crew East 51 14 11 9 43 45 -2 11 1.4 100 0.7 0 0 NA 0.7 NA 5 10 9.3 Philadelphia Union East 50 15 14 5 49 50 -1 10 1.416 100 0.6 0 0 NA 0.6 NA 6 11 9.9 Real Salt Lake West 49 14 13 7 55 58 -3 15 1.319 100 0.3 0 0 NA 0.3 NA 6 12 10.9 Los Angeles Galaxy West 48 13 12 9 66 64 2 14 1.322 0 0 0 0 NA 0 NA 7 13 13 Vancouver Whitecaps West 47 13 13 8 54 67 -13 16 1.227 0 0 0 NA 0 0 NA 8 14 14 Montreal Impact East 46 14 16 4 47 53 -6 12 1.388 0 0 0 NA 0 0 NA 7 15 15 New England Revolution East 41 10 13 11 49 55 -6 18 1.189 0 0 0 0 NA 0 NA 8 16 16 Houston Dynamo West 38 10 16 8 58 58 0 17 1.199 0 0 0 100 NA 100 NA 9 17 17 Minnesota United West 36 11 20 3 49 71 -22 21 0.963 0 0 0 0 NA 0 NA 10 18 18 Toronto FC East 36 10 18 6 59 64 -5 13 1.342 0 0 0 NA 100 100 0 9 19 19 Chicago Fire East 32 8 18 8 48 61 -13 19 1.068 0 0 0 0 NA 0 NA 10 20 20 Colorado Rapids West 31 8 19 7 36 63 -27 22 0.926 0 0 0 0 NA 0 0 11 21 21 Orlando City East 28 8 22 4 43 74 -31 20 0.975 0 0 0 0 NA 0 NA 11 22 22 San Jose Earthquakes West 21 4 21 9 49 71 -22 23 0.806 0 0 0 0 NA 0 NA 12 23 23

Next is a table showing the difference between this forecast and the last forecast.

Team Conf pts W L T GF GA GD powerRk pwrScr Plyfs MLSCup Shld USOCChmp CANChmp CCLQual CCLChmp confRegSeasFinish regSeasFinish plyfFinish New York Red Bulls East 0.3 0.1 -0.1 -0.1 -1.7 -0.7 -1 0 0.017 0 1.4 55.6 0 NA 0.4 0 -0.6 -0.6 -0.1 Atlanta United East -1.6 -0.5 0.6 -0.1 -1 2.1 -3.1 0 -0.047 0 -3.4 -55.6 0 NA 0 NA 0.6 0.6 0.3 Sporting Kansas City West 1 0.4 -0.2 -0.2 0 -0.2 0.2 0 0.03 0 2.4 0 0 NA 0 NA -0.5 -0.5 -0.4 Seattle Sounders West 0.4 0.2 -0.1 -0.1 -0.1 0.2 -0.4 -1 0.017 0 1.5 0 0 NA 1.5 0 -0.7 -0.7 -0.7 Los Angeles FC West -0.8 -0.2 0.4 -0.2 -0.2 0 -0.2 0 -0.009 0 -0.3 0 0 NA -0.3 NA 0 0 -0.1 FC Dallas West -1.7 -0.5 0.7 -0.2 -0.7 0.7 -1.4 -1 -0.02 0 -1.7 0 0 NA -1.7 0 1.1 1.1 0.9 New York City East 1.1 0.4 -0.3 -0.1 1.1 -0.1 1.2 -1 0.048 0 1.3 0 0 NA 1.3 NA -0.4 -1 -0.8 Portland Timbers West -1.4 -0.4 0.6 -0.2 -0.7 0.3 -1 2 -0.045 0 -1.1 0 0 NA -1.1 NA 0.2 0.7 0.5 DC United East -0.4 -0.4 -0.4 0.8 -1.7 -1.7 0 1 -0.025 0 0.7 0 0 NA 0.7 NA -0.8 -1.1 -1 Columbus Crew East 0.6 0.2 -0.1 -0.1 0.9 1.2 -0.3 -1 -0.001 7.9 0 0 0 NA 0 NA -0.3 -1.3 -0.6 Philadelphia Union East -1 -0.3 0.4 -0.1 -0.1 1.1 -1.2 0 -0.009 0 -0.4 0 0 NA -0.4 NA 1.4 1 1 Real Salt Lake West 0 0 0 0 0 0 0 1 0.013 70 0.2 0 0 NA 0.2 NA -0.7 -0.8 -1.6 Los Angeles Galaxy West -2.2 -0.7 0.8 -0.1 -0.6 1.2 -1.8 1 -0.059 -70 -0.7 0 0 NA -0.7 NA 0.7 2.1 2.4 Vancouver Whitecaps West 1.5 0.6 -0.4 -0.2 0.3 -0.7 1 0 0.023 0 0 0 NA 0 0 NA 0 -0.8 -0.8 Montreal Impact East -1.1 -0.3 0.5 -0.1 -1.3 -0.9 -0.5 1 -0.024 -7.9 0 0 NA 0 0 NA 0.1 1.3 1.3 New England Revolution East 1.2 0.5 -0.3 -0.1 -0.9 -1.3 0.5 1 0.018 0 0 0 0 NA 0 NA 0 -0.1 -0.1 Houston Dynamo West 2.4 0.8 -0.7 -0.1 1.2 -0.6 1.8 -1 0.048 0 0 0 0 NA 0 NA -0.9 -1.1 -1.1 Minnesota United West -0.5 -0.1 0.2 -0.1 1.2 0.9 0.3 1 -0.023 0 0 0 0 NA 0 NA 0.9 0.9 0.9 Toronto FC East 1.7 0.6 -0.5 -0.1 2.1 -1 3.1 -2 0.055 0 0 0 NA 0 0 0 -0.2 0.1 0.1 Chicago Fire East -0.4 -0.4 -0.4 0.8 -1.7 -1.7 0 0 -0.028 0 0 0 0 NA 0 NA 0.2 0.2 0.2 Colorado Rapids West 1.9 0.7 -0.5 -0.2 0.7 -0.7 1.4 0 0.035 0 0 0 0 NA 0 0 0 -0.6 -0.6 Orlando City East -0.2 -0.1 0.1 -0.1 -0.7 -1.7 1 -1 -0.006 0 0 0 0 NA 0 NA 0 0.6 0.6 San Jose Earthquakes West -0.3 -0.1 0.2 -0.1 0.2 -0.1 0.4 0 -0.006 0 0 0 0 NA 0 NA 0 0 0

The following shows the difficulty for each team’s remaining schedule. Higher values means an easier remaining schedule.

The following shows the expectations for upcoming Philadelphia matches:

Model Validation

The following shows SEBA’s model error compared with random guessing. To do this, we save forecasts for the entire season’s games for every forecast’s data, and update the error charts all the way through the season.

Lower error is better.

USL

Power Rankings

SEBA has Bethlehem improved from 13th to 12th.

Playoffs probability and more

Bethlehem increased from a 49.2% to a 61.4% chance of making the playoffs.

Bethlehem’s odds of winning the USL championship improved from 0.4% to 0.8%.

The following is Bethlehem’s odds at different prizes over time.

The following shows the probability of each post-playoff ranking finish:

The following are the simulation averages in an easy, combined format.

The following is the strength of remaining schedules for each team. Higher values mean an easier remaining schedule.

The following are the upcoming expectations for Bethlehem matches.

NWSL

The following are the projections for the 2018 NWSL season.

The following shows the remaining strength of schedule, as we project. Higher values represent easier remaining schedules.