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erikhall6373 · Jan 2, 2024 · 56c222d · 56c222d
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diff --git a/Data/Weekly_Data.csv b/Data/Weekly_Data.csv
@@ -1,43 +1,43 @@
 Player,School,Passing_Rate,Passing_TD,Rushing_TD,Power5,CPI
 Jayden Daniels,LSU,208.0,40,10,1,9.947217200413222
-Jalen Milroe,Alabama,177.5,23,12,1,20.185452190732885
-Kaidon Salter,Liberty,182.4,31,12,0,10.935417519151896
-Bo Nix,Oregon,186.2,40,6,1,9.907254228530201
+Jason Bean,Kansas,175.0,18,3,1,5.108659748672301
+Jalen Milroe,Alabama,172.2,23,12,1,20.185452190732885
+Kaidon Salter,Liberty,176.6,32,12,0,10.935417519151896
+Bo Nix,Oregon,188.3,45,6,1,9.907254228530201
+Carson Beck,Georgia,167.9,24,4,1,16.550159375114358
 Dillon Gabriel,Oklahoma,172.0,30,12,1,11.679355648116688
-Carson Beck,Georgia,166.3,22,4,1,16.550159375114358
 Caleb Williams,USC,170.1,30,11,1,3.6713591156821725
-Jaxson Dart,Ole Miss,161.9,20,7,1,12.5753264269614
+Jaxson Dart,Ole Miss,162.4,23,8,1,12.5753264269614
 Preston Stone,SMU,161.3,28,4,0,7.633319585284738
-J.J. McCarthy,Michigan,170.3,19,3,1,18.811004178930336
-Michael Penix Jr.,Washington,161.4,33,3,1,18.907600237863278
-Brady Cook,Missouri,158.1,20,8,1,12.339368955848217
+Michael Penix Jr.,Washington,163.5,35,3,1,18.907600237863278
 Kyle McCord,Ohio State,161.6,24,0,1,16.770142151991006
-Quinn Ewers,Texas,162.6,21,5,1,17.381530803362747
+J.J. McCarthy,Michigan,170.1,22,3,1,18.811004178930336
+Brady Cook,Missouri,157.2,21,8,1,12.339368955848217
 Jordan McCloud,James Madison,165.9,35,8,0,11.915286808990695
 Sam Hartman,Notre Dame,159.5,24,3,1,7.613838280502275
 Jaylen Raynor,Arkansas State,148.2,17,5,0,1.6301256942713178
 John Rhys Plumlee,UCF,150.5,15,5,1,1.9493194574270178
-Jayden Maiava,UNLV,146.2,14,3,0,4.661374916908593
-Garrett Greene,West Virginia,141.5,15,13,1,4.183093117668539
+Quinn Ewers,Texas,158.6,22,5,1,17.381530803362747
+Jayden Maiava,UNLV,147.1,17,3,0,4.661374916908593
+Garrett Greene,West Virginia,142.2,16,13,1,4.183093117668539
+Noah Fifita,Arizona,165.9,25,0,1,6.317559301053602
 Drake Maye,North Carolina,149.0,24,9,1,4.504564063560972
-TJ Finley,Texas State,156.7,24,5,0,2.249409560380844
+Rocco Becht,Iowa State,150.7,23,3,1,4.21191049385981
 Jordan Travis,Florida State,154.5,20,7,1,16.512627749035317
-Noah Fifita,Arizona,167.5,23,0,1,6.317559301053602
-JT Daniels,Rice,153.8,21,1,0,1.5054485674041673
 Michael Pratt,Tulane,158.9,22,5,0,8.92891265344032
 DeQuan Finn,Toledo,151.0,22,7,0,6.973854026315307
 D.J. Uiagalelei,Oregon State,145.0,21,6,1,5.839956935741508
-Jack Plummer,Louisville,145.3,21,1,1,7.620398861428002
+TJ Finley,Texas State,152.4,24,5,0,2.249409560380844
 Taylen Green,Boise State,135.1,11,9,0,4.523531144735239
+Seth Henigan,Memphis,153.7,32,5,0,6.369372239091783
 Joey Aguilar,Appalachian State,151.6,33,3,0,3.7346282149977297
 Jacob Zeno,UAB,155.6,20,4,0,0.49113362707611996
 Carter Bradley,South Alabama,151.3,19,1,0,1.9589271322332833
 Gunnar Watson,Troy,146.9,27,1,0,9.209056889712224
+Jack Plummer,Louisville,144.4,21,1,1,7.620398861428002
 Diego Pavia,New Mexico State,147.1,26,7,0,3.2020033613842673
 Graham Mertz,Florida,157.8,20,4,1,1.29519316763921
 Tyler Van Dyke,Miami (FL),145.6,19,1,1,3.9652449585763616
-Rocco Becht,Iowa State,147.0,20,3,1,4.21191049385981
-Seth Henigan,Memphis,150.2,28,4,0,6.369372239091783
 Chandler Rogers,North Texas,150.1,29,4,0,0.8973395786332019
 Spencer Rattler,South Carolina,147.7,19,4,1,1.5422368315584216
 Joe Milton,Tennessee,147.3,20,7,1,5.849916797999349
@@ -48,59 +48,59 @@ Byrum Brown,South Florida,144.3,26,11,0,1.7108842366388073
 Haynes King,Georgia Tech,142.2,27,10,1,2.51254703173975
 Chevan Cordeiro,San Jose State,142.0,20,3,0,3.23696889821315
 Hank Bachmeier,Louisiana Tech,140.5,10,2,0,0.18458176873035098
-Kyron Drones,Virginia Tech,137.9,15,4,1,1.8983602429126267
-Andrew Peasley,Wyoming,147.4,20,7,0,4.8351790899685225
 Shedeur Sanders,Colorado,151.7,27,4,1,0.5334309670245786
 Frank Harris,UTSA,140.4,18,4,0,3.2394054686158102
+Andrew Peasley,Wyoming,146.3,20,7,0,4.8351790899685225
 Mitch Griffis,Wake Forest,130.5,9,2,1,0.6321660685692414
 Brayden Fowler-Nicolosi,Colorado State,132.6,22,1,0,0.7090437094932212
+Devin Leary,Kentucky,134.3,25,1,1,3.492402645711333
 Will Howard,Kansas State,140.1,24,9,1,6.145114849798987
 Josh Hoover,TCU,134.8,15,2,1,1.344991684713945
 Dylan Hopkins,New Mexico,123.9,11,1,0,0.49426929714798856
 Darren Grainger,Georgia State,144.2,20,10,0,2.1415654869542755
 Keyone Jenkins,Florida International,123.8,11,6,0,0.335713358608378
+Kyron Drones,Virginia Tech,137.3,17,5,1,1.8983602429126267
 Nicholas Vattiato,Middle Tennessee State,139.2,23,2,0,0.5366131841371125
 Kurtis Rourke,Ohio,132.5,11,4,0,3.613156926320816
 Austin Reed,Western Kentucky,138.3,31,4,0,3.172320323568227
 Mikey Keene,Fresno State,140.3,24,1,0,2.832253016236147
 Donovan Smith,Houston,135.5,22,6,1,0.5326162273302901
-Devin Leary,Kentucky,132.3,23,1,1,3.492402645711333
 K.J. Jefferson,Arkansas,139.8,19,2,1,0.6302572794922248
-Connor Bazelak,Bowling Green State,129.7,11,1,0,3.407692795396998
 Rocky Lombardi,Northern Illinois,123.0,11,7,0,1.1824763861401946
 Cam Fancher,Marshall,128.8,11,4,0,2.175333410200238
 Luke Altmyer,Illinois,131.9,13,3,1,1.1840821726030095
-Payton Thorne,Auburn,134.8,15,3,1,2.5017029551707175
+Alan Bowman,Oklahoma State,123.0,15,2,1,6.310102379711033
 E.J. Warner,Temple,127.3,23,0,0,0.17145412744887592
 Ashton Daniels,Stanford,123.1,11,3,1,0.31902411176686235
 Emory Jones,Cincinnati,131.3,18,4,1,0.2319486697321322
 Grant Wilson,Old Dominion,127.8,17,4,0,1.8924469062616647
-Thomas Castellanos,Boston College,122.4,15,11,1,1.849637021334577
-Brennan Armstrong,North Carolina State,131.0,11,6,1,7.230752559121488
+Connor Bazelak,Bowling Green State,127.9,12,2,0,3.407692795396998
 Davis Brin,Georgia Southern,130.6,24,1,0,1.4615934078045723
-Alan Bowman,Oklahoma State,120.7,13,2,1,6.310102379711033
+Drew Allar,Penn State,136.9,25,4,1,12.853480811387582
+Thomas Castellanos,Boston College,121.0,15,13,1,1.849637021334577
+Brennan Armstrong,North Carolina State,126.8,11,7,1,7.230752559121488
 Brayden Schager,Hawaii,130.9,26,2,0,0.7427517907618655
-Drew Allar,Penn State,138.3,23,4,1,12.853480811387582
 Brendan Sorsby,Indiana,129.9,15,4,1,0.24682201617925023
+Tanner Mordecai,Wisconsin,127.1,9,4,1,2.611990283520905
 Jase Bauer,Central Michigan,120.1,12,10,0,0.8354355018774897
+Payton Thorne,Auburn,129.1,16,3,1,2.5017029551707175
 Taisun Phommachanh,Massachusetts,120.4,6,2,0,0.2685067007019783
 Hudson Card,Purdue,123.0,15,5,1,0.6700650057250142
 Jalen Mayden,San Diego State,122.5,10,5,0,0.49133625712565654
 Bryson Barnes,Utah,120.5,12,3,1,5.633514040127196
 Billy Wiles,Southern Mississippi,115.4,11,1,0,0.2715405575849118
+Cade Klubnik,Clemson,126.3,19,4,1,5.757937466381501
 Athan Kaliakmanis,Minnesota,115.2,14,2,1,1.3419786293785099
-Cade Klubnik,Clemson,126.7,19,4,1,5.757937466381501
 Daniel Richardson,Florida Atlantic,123.9,13,0,0,0.4131951928501494
-Tanner Mordecai,Wisconsin,120.7,6,4,1,2.611990283520905
 Jeff Undercuffler,Akron,111.1,4,1,0,0.03928853613406943
 Trexler Ivey,Charlotte,104.1,4,3,0,0.17209323996415274
 Ta'Quan Roberson,Connecticut,118.0,12,2,0,0.20369934874480064
 Jiya Wright,Louisiana-Monroe,112.1,10,2,0,0.06855205143730148
 Austin Smith,Eastern Michigan,112.7,9,2,0,0.9730095849554903
 Behren Morton,Texas Tech,123.9,15,4,1,2.452106668633668
-Gavin Wimsatt,Rutgers,103.4,9,9,1,2.3945180673889928
+Gavin Wimsatt,Rutgers,102.9,9,11,1,2.3945180673889928
 Katin Houser,Michigan State,113.5,6,2,1,0.8824878683069397
 Cole Snyder,Buffalo,108.9,13,1,0,0.22152005918313136
 Brendon Lewis,Nevada,100.0,2,4,0,0.06257436701001697
 Alex Flinn,East Carolina,98.5,6,0,0,0.07481552910663722
-Deacon Hill,Iowa,90.8,5,2,1,7.9966223295990995
+Deacon Hill,Iowa,87.4,5,2,1,7.9966223295990995
diff --git a/Shiny_App/Weekly_Data.csv b/Shiny_App/Weekly_Data.csv
@@ -1,43 +1,43 @@
 Player,School,Passing_Rate,Passing_TD,Rushing_TD,Power5,CPI
 Jayden Daniels,LSU,208.0,40,10,1,9.947217200413222
-Jalen Milroe,Alabama,177.5,23,12,1,20.185452190732885
-Kaidon Salter,Liberty,182.4,31,12,0,10.935417519151896
-Bo Nix,Oregon,186.2,40,6,1,9.907254228530201
+Jason Bean,Kansas,175.0,18,3,1,5.108659748672301
+Jalen Milroe,Alabama,172.2,23,12,1,20.185452190732885
+Kaidon Salter,Liberty,176.6,32,12,0,10.935417519151896
+Bo Nix,Oregon,188.3,45,6,1,9.907254228530201
+Carson Beck,Georgia,167.9,24,4,1,16.550159375114358
 Dillon Gabriel,Oklahoma,172.0,30,12,1,11.679355648116688
-Carson Beck,Georgia,166.3,22,4,1,16.550159375114358
 Caleb Williams,USC,170.1,30,11,1,3.6713591156821725
-Jaxson Dart,Ole Miss,161.9,20,7,1,12.5753264269614
+Jaxson Dart,Ole Miss,162.4,23,8,1,12.5753264269614
 Preston Stone,SMU,161.3,28,4,0,7.633319585284738
-J.J. McCarthy,Michigan,170.3,19,3,1,18.811004178930336
-Michael Penix Jr.,Washington,161.4,33,3,1,18.907600237863278
-Brady Cook,Missouri,158.1,20,8,1,12.339368955848217
+Michael Penix Jr.,Washington,163.5,35,3,1,18.907600237863278
 Kyle McCord,Ohio State,161.6,24,0,1,16.770142151991006
-Quinn Ewers,Texas,162.6,21,5,1,17.381530803362747
+J.J. McCarthy,Michigan,170.1,22,3,1,18.811004178930336
+Brady Cook,Missouri,157.2,21,8,1,12.339368955848217
 Jordan McCloud,James Madison,165.9,35,8,0,11.915286808990695
 Sam Hartman,Notre Dame,159.5,24,3,1,7.613838280502275
 Jaylen Raynor,Arkansas State,148.2,17,5,0,1.6301256942713178
 John Rhys Plumlee,UCF,150.5,15,5,1,1.9493194574270178
-Jayden Maiava,UNLV,146.2,14,3,0,4.661374916908593
-Garrett Greene,West Virginia,141.5,15,13,1,4.183093117668539
+Quinn Ewers,Texas,158.6,22,5,1,17.381530803362747
+Jayden Maiava,UNLV,147.1,17,3,0,4.661374916908593
+Garrett Greene,West Virginia,142.2,16,13,1,4.183093117668539
+Noah Fifita,Arizona,165.9,25,0,1,6.317559301053602
 Drake Maye,North Carolina,149.0,24,9,1,4.504564063560972
-TJ Finley,Texas State,156.7,24,5,0,2.249409560380844
+Rocco Becht,Iowa State,150.7,23,3,1,4.21191049385981
 Jordan Travis,Florida State,154.5,20,7,1,16.512627749035317
-Noah Fifita,Arizona,167.5,23,0,1,6.317559301053602
-JT Daniels,Rice,153.8,21,1,0,1.5054485674041673
 Michael Pratt,Tulane,158.9,22,5,0,8.92891265344032
 DeQuan Finn,Toledo,151.0,22,7,0,6.973854026315307
 D.J. Uiagalelei,Oregon State,145.0,21,6,1,5.839956935741508
-Jack Plummer,Louisville,145.3,21,1,1,7.620398861428002
+TJ Finley,Texas State,152.4,24,5,0,2.249409560380844
 Taylen Green,Boise State,135.1,11,9,0,4.523531144735239
+Seth Henigan,Memphis,153.7,32,5,0,6.369372239091783
 Joey Aguilar,Appalachian State,151.6,33,3,0,3.7346282149977297
 Jacob Zeno,UAB,155.6,20,4,0,0.49113362707611996
 Carter Bradley,South Alabama,151.3,19,1,0,1.9589271322332833
 Gunnar Watson,Troy,146.9,27,1,0,9.209056889712224
+Jack Plummer,Louisville,144.4,21,1,1,7.620398861428002
 Diego Pavia,New Mexico State,147.1,26,7,0,3.2020033613842673
 Graham Mertz,Florida,157.8,20,4,1,1.29519316763921
 Tyler Van Dyke,Miami (FL),145.6,19,1,1,3.9652449585763616
-Rocco Becht,Iowa State,147.0,20,3,1,4.21191049385981
-Seth Henigan,Memphis,150.2,28,4,0,6.369372239091783
 Chandler Rogers,North Texas,150.1,29,4,0,0.8973395786332019
 Spencer Rattler,South Carolina,147.7,19,4,1,1.5422368315584216
 Joe Milton,Tennessee,147.3,20,7,1,5.849916797999349
@@ -48,59 +48,59 @@ Byrum Brown,South Florida,144.3,26,11,0,1.7108842366388073
 Haynes King,Georgia Tech,142.2,27,10,1,2.51254703173975
 Chevan Cordeiro,San Jose State,142.0,20,3,0,3.23696889821315
 Hank Bachmeier,Louisiana Tech,140.5,10,2,0,0.18458176873035098
-Kyron Drones,Virginia Tech,137.9,15,4,1,1.8983602429126267
-Andrew Peasley,Wyoming,147.4,20,7,0,4.8351790899685225
 Shedeur Sanders,Colorado,151.7,27,4,1,0.5334309670245786
 Frank Harris,UTSA,140.4,18,4,0,3.2394054686158102
+Andrew Peasley,Wyoming,146.3,20,7,0,4.8351790899685225
 Mitch Griffis,Wake Forest,130.5,9,2,1,0.6321660685692414
 Brayden Fowler-Nicolosi,Colorado State,132.6,22,1,0,0.7090437094932212
+Devin Leary,Kentucky,134.3,25,1,1,3.492402645711333
 Will Howard,Kansas State,140.1,24,9,1,6.145114849798987
 Josh Hoover,TCU,134.8,15,2,1,1.344991684713945
 Dylan Hopkins,New Mexico,123.9,11,1,0,0.49426929714798856
 Darren Grainger,Georgia State,144.2,20,10,0,2.1415654869542755
 Keyone Jenkins,Florida International,123.8,11,6,0,0.335713358608378
+Kyron Drones,Virginia Tech,137.3,17,5,1,1.8983602429126267
 Nicholas Vattiato,Middle Tennessee State,139.2,23,2,0,0.5366131841371125
 Kurtis Rourke,Ohio,132.5,11,4,0,3.613156926320816
 Austin Reed,Western Kentucky,138.3,31,4,0,3.172320323568227
 Mikey Keene,Fresno State,140.3,24,1,0,2.832253016236147
 Donovan Smith,Houston,135.5,22,6,1,0.5326162273302901
-Devin Leary,Kentucky,132.3,23,1,1,3.492402645711333
 K.J. Jefferson,Arkansas,139.8,19,2,1,0.6302572794922248
-Connor Bazelak,Bowling Green State,129.7,11,1,0,3.407692795396998
 Rocky Lombardi,Northern Illinois,123.0,11,7,0,1.1824763861401946
 Cam Fancher,Marshall,128.8,11,4,0,2.175333410200238
 Luke Altmyer,Illinois,131.9,13,3,1,1.1840821726030095
-Payton Thorne,Auburn,134.8,15,3,1,2.5017029551707175
+Alan Bowman,Oklahoma State,123.0,15,2,1,6.310102379711033
 E.J. Warner,Temple,127.3,23,0,0,0.17145412744887592
 Ashton Daniels,Stanford,123.1,11,3,1,0.31902411176686235
 Emory Jones,Cincinnati,131.3,18,4,1,0.2319486697321322
 Grant Wilson,Old Dominion,127.8,17,4,0,1.8924469062616647
-Thomas Castellanos,Boston College,122.4,15,11,1,1.849637021334577
-Brennan Armstrong,North Carolina State,131.0,11,6,1,7.230752559121488
+Connor Bazelak,Bowling Green State,127.9,12,2,0,3.407692795396998
 Davis Brin,Georgia Southern,130.6,24,1,0,1.4615934078045723
-Alan Bowman,Oklahoma State,120.7,13,2,1,6.310102379711033
+Drew Allar,Penn State,136.9,25,4,1,12.853480811387582
+Thomas Castellanos,Boston College,121.0,15,13,1,1.849637021334577
+Brennan Armstrong,North Carolina State,126.8,11,7,1,7.230752559121488
 Brayden Schager,Hawaii,130.9,26,2,0,0.7427517907618655
-Drew Allar,Penn State,138.3,23,4,1,12.853480811387582
 Brendan Sorsby,Indiana,129.9,15,4,1,0.24682201617925023
+Tanner Mordecai,Wisconsin,127.1,9,4,1,2.611990283520905
 Jase Bauer,Central Michigan,120.1,12,10,0,0.8354355018774897
+Payton Thorne,Auburn,129.1,16,3,1,2.5017029551707175
 Taisun Phommachanh,Massachusetts,120.4,6,2,0,0.2685067007019783
 Hudson Card,Purdue,123.0,15,5,1,0.6700650057250142
 Jalen Mayden,San Diego State,122.5,10,5,0,0.49133625712565654
 Bryson Barnes,Utah,120.5,12,3,1,5.633514040127196
 Billy Wiles,Southern Mississippi,115.4,11,1,0,0.2715405575849118
+Cade Klubnik,Clemson,126.3,19,4,1,5.757937466381501
 Athan Kaliakmanis,Minnesota,115.2,14,2,1,1.3419786293785099
-Cade Klubnik,Clemson,126.7,19,4,1,5.757937466381501
 Daniel Richardson,Florida Atlantic,123.9,13,0,0,0.4131951928501494
-Tanner Mordecai,Wisconsin,120.7,6,4,1,2.611990283520905
 Jeff Undercuffler,Akron,111.1,4,1,0,0.03928853613406943
 Trexler Ivey,Charlotte,104.1,4,3,0,0.17209323996415274
 Ta'Quan Roberson,Connecticut,118.0,12,2,0,0.20369934874480064
 Jiya Wright,Louisiana-Monroe,112.1,10,2,0,0.06855205143730148
 Austin Smith,Eastern Michigan,112.7,9,2,0,0.9730095849554903
 Behren Morton,Texas Tech,123.9,15,4,1,2.452106668633668
-Gavin Wimsatt,Rutgers,103.4,9,9,1,2.3945180673889928
+Gavin Wimsatt,Rutgers,102.9,9,11,1,2.3945180673889928
 Katin Houser,Michigan State,113.5,6,2,1,0.8824878683069397
 Cole Snyder,Buffalo,108.9,13,1,0,0.22152005918313136
 Brendon Lewis,Nevada,100.0,2,4,0,0.06257436701001697
 Alex Flinn,East Carolina,98.5,6,0,0,0.07481552910663722
-Deacon Hill,Iowa,90.8,5,2,1,7.9966223295990995
+Deacon Hill,Iowa,87.4,5,2,1,7.9966223295990995
diff --git a/docs/app.json b/docs/app.json
diff --git a/heisman_project/heisman_model/Data_Cleaning/__pycache__/model_data_clean.cpython-39.pyc b/heisman_project/heisman_model/Data_Cleaning/__pycache__/model_data_clean.cpython-39.pyc
diff --git a/heisman_project/heisman_model/Data_Wrangling/__pycache__/CPI_Ratings.cpython-39.pyc b/heisman_project/heisman_model/Data_Wrangling/__pycache__/CPI_Ratings.cpython-39.pyc
diff --git a/...an_project/heisman_model/Data_Wrangling/__pycache__/Get_Weekly_Win_Percent.cpython-39.pyc b/...an_project/heisman_model/Data_Wrangling/__pycache__/Get_Weekly_Win_Percent.cpython-39.pyc
diff --git a/heisman_project/heisman_model/Data_Wrangling/__pycache__/Quarterback_Stats.cpython-39.pyc b/heisman_project/heisman_model/Data_Wrangling/__pycache__/Quarterback_Stats.cpython-39.pyc
diff --git a/heisman_project/heisman_model/__pycache__/__init__.cpython-39.pyc b/heisman_project/heisman_model/__pycache__/__init__.cpython-39.pyc