In [13]:
# OUTPUT_CELL
display(Markdown(output))

DAY 2 FOR THE REGGIE BUSH LEAGUE, 2026¶

Collectively we did a good job of picking the upsets¶

More than half the brackets picked Utah State, Texas A&M, Iowa and Saint Louis¶

DAY 2 SCORES¶

rank   score                         champ                runner-up
   1     280  Paul Mazanec           Michigan             UConn             
   2     260  Alex ML                Florida              Iowa State        
         260  Brett                  Michigan             UConn             
         260  Jason Matos            Arizona              Houston           
         260  Kevin Broich           Arizona              Illinois          
         260  Kristen Carothers      UConn                Gonzaga           
   7     250  Celia R                Arizona              Florida           
         250  G Holland              Duke                 Purdue            
         250  Hampton Barclay        Michigan             Duke              
         250  Jim Gammill            Purdue               Illinois          
         250  Julia Barclay          Virginia             Duke              
         250  Matt Manderfeld        Arizona              Florida           
         250  Matt Saldana           UConn                Santa Clara       
         250  Michael Tracy          Iowa State           Houston           
         250  Paul Mazane            Arizona              Michigan State    
         250  Susan Alexander        UConn                Arizona           
  17     240  Ben Sampson            Duke                 Arizona           
         240  Ben Truboff            Gonzaga              Duke              
         240  Chris Leidel           Arizona              Kansas            
         240  Dan Rothstein          Michigan             Illinois          
         240  Dave                   Arizona              Florida           
         240  Lauren Wanski          Houston              Michigan          
         240  Matt Manderfeld        Michigan             Houston           
         240  Ross                   Michigan             Florida           
         240  Shonak Patel           Arizona              Houston           
         240  Steve Maltzman         UConn                Michigan          
         240  Will Davis             Arizona              Florida           
         240  Wyatt                  Iowa State           Houston           
  29     230  Ben Sampson            Iowa State           Houston           
         230  Griffin Gammill        Duke                 Purdue            
         230  Nathan Rothstein       Iowa State           Houston           
         230  Nathaniel              Michigan             Duke              
         230  Peter Felion           Duke                 Iowa State        
         230  Sean                   Arizona              Duke              
  35     220  Andrew Koziol          Duke                 Michigan          
         220  Caroline Gammill       UConn                Virginia          
         220  Casey Farrell          Florida              Arizona           
         220  Joel Worthington       Arizona              UConn             
         220  Rob Hamilton           Florida              Iowa State        
  40     200  Bibeka                 Alabama              Houston           
  41     190  Robbie                 Michigan             UConn             

DESTROYED VALUE¶

rank   destroyed value
   1        450         Matt Saldana
   2        360         Bibeka
   3        280         Andrew Koziol
   4        230         Susan Alexander
   5        200         Kristen Carothers
   6        180         Rob Hamilton
            180         Will Davis
   8        170         Ben Sampson
            170         Griffin Gammill
            170         Nathan Rothstein
            170         Robbie
  12        160         Casey Farrell
            160         Dan Rothstein
            160         Joel Worthington
            160         Wyatt
  16        150         Nathaniel
  17        140         Caroline Gammill
  18        130         Hampton Barclay
            130         Peter Felion
  20        120         Steve Maltzman
  21        110         Michael Tracy
  22        100         Ben Sampson
            100         Chris Leidel
            100         Lauren Wanski
            100         Matt Manderfeld
            100         Ross
  27         90         Celia R
             90         Jim Gammill
             90         Matt Manderfeld
             90         Sean
  31         80         Ben Truboff
             80         Dave
             80         Shonak Patel
  34         70         G Holland
             70         Julia Barclay
             70         Paul Mazane
  37         60         Alex ML
             60         Brett
             60         Jason Matos
             60         Kevin Broich
             60         Paul Mazanec

SIMULATIONS GIVE US EXPECTED VALUES¶

                          E(value)   Pr(1st)   Pr(2nd)   Pr(3rd) Avg-Win  Best-Win
 1            Jim Gammill    58.62      8.53      3.63      2.46     1191     1790
 2                Alex ML    51.80      7.43      5.16      3.55     1219     1860
 3            Ben Truboff    45.41      6.86      1.82      1.58     1203     1820
 4          Lauren Wanski    41.64      6.25      1.68      1.35     1272     1820
 5          Julia Barclay    37.49      5.44      2.17      1.96     1223     1810
 6            Paul Mazane    34.96      4.93      2.81      2.16     1063     1810
 7           Kevin Broich    33.28      4.42      4.45      3.66     1130     1800
 8              G Holland    28.91      3.27      6.95      4.47     1197     1810
 9                  Brett    25.73      3.37      4.25      3.26     1089     1800
10            Ben Sampson    21.80      2.77      2.99      3.12     1333     1820
11           Paul Mazanec    21.20      2.72      3.73      3.40     1180     1820
12        Matt Manderfeld    20.91      2.69      3.84      2.63     1167     1780
13                  Wyatt    20.69      2.64      3.22      2.30     1271     1760
14          Michael Tracy    19.89      2.44      3.28      3.19     1222     1750
15           Peter Felion    19.66      2.66      2.02      2.33     1224     1750
16           Chris Leidel    19.37      2.82      1.77      1.28     1028     1800
17          Casey Farrell    19.35      2.55      2.57      3.26     1342     1760
18                   Ross    18.30      2.44      2.52      2.76     1307     1820
19       Caroline Gammill    17.87      2.11      3.71      3.11     1127     1740
20         Steve Maltzman    17.22      2.22      2.46      2.00     1309     1760
21           Shonak Patel    17.12      1.72      4.69      4.25     1237     1840
22                 Bibeka    16.63      2.51      0.62      0.33     1080     1540
23          Dan Rothstein    15.79      2.14      1.70      2.24     1102     1740
24                   Dave    14.66      1.63      3.75      3.23     1107     1840
25      Kristen Carothers    14.51      1.61      3.67      3.13     1191     1700
26            Jason Matos    13.67      1.56      3.00      2.66     1084     1760
27                Celia R    12.52      1.39      2.55      2.84     1279     1790
28        Matt Manderfeld    12.11      1.42      2.16      2.29     1114     1790
29        Hampton Barclay    11.57      1.43      2.13      1.84     1247     1750
30                   Sean    11.55      1.41      1.97      2.02     1311     1790
31        Susan Alexander    11.06      1.37      1.58      1.46     1307     1650
32        Griffin Gammill    10.80      0.90      3.49      4.10     1222     1730
33            Ben Sampson    10.70      1.33      1.61      2.15     1173     1750
34           Rob Hamilton    10.50      0.91      3.96      3.38     1277     1740
35              Nathaniel     8.46      1.02      1.70      1.73     1296     1770
36       Nathan Rothstein     8.40      0.85      2.21      2.38     1196     1710
37          Andrew Koziol     7.78      1.08      0.76      0.73     1272     1640
38       Joel Worthington     7.65      1.05      0.79      1.06     1350     1740
39             Will Davis     4.35      0.48      1.07      1.21     1186     1740
40           Matt Saldana     4.27      0.52      0.63      0.67     1138     1430
41                 Robbie     1.79      0.07      0.67      1.23     1298     1730

FIND MY PATH -- for those at the bottom of Expected Value¶

Robbie has less than 2% chance of winning, but still has a prayer¶


Winning path found for Robbie! (winning score is 870)
 
        Champ: Nebraska
    Runner-up: Michigan
   Final Four: Michigan State
               High Point
  Elite Eight: Kansas
               Houston
               Gonzaga
               Virginia
Sweet Sixteen: Duke
               UConn
               Florida
               Illinois
               Arizona
               Miami FL
               Iowa State
               Texas Tech

LINKS FOR TODAY AND PREVIOUS DAYS¶

You will be able to find this page later at jgweb.info/2026/RBL-Day2.html.

EARLIER PAGE LINKS¶

Day 0: jgweb.info/2026/RBL-Day0.html.

Day 1: jgweb.info/2026/RBL-Day1.html.

HEAT MAPS¶

These include only the four most likely teams to reach the Final 4 in each bracket.¶

Listed here by Expected Value ranking¶

In [10]:
# OUTPUT_CELL
fig = heatMaps(*heatMapTup)
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