Ben Fee | #50 | Kicker/Punter St
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Evaluating Lineups and Complementary Play Styles in the NBA
Evaluating Lineups and Complementary Play Styles in the NBA The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters Citable link http://nrs.harvard.edu/urn-3:HUL.InstRepos:38811515 Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available under the terms and conditions applicable to Other Posted Material, as set forth at http:// nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of- use#LAA Contents 1 Introduction 1 2 Data 13 3 Methods 20 3.1 Model Setup ................................. 21 3.2 Building Player Proles Representative of Play Style . 24 3.3 Finding Latent Features via Dimensionality Reduction . 30 3.4 Predicting Point Diferential Based on Lineup Composition . 32 3.5 Model Selection ............................... 34 4 Results 36 4.1 Exploring the Data: Cluster Analysis .................... 36 4.2 Cross-Validation Results .......................... 42 4.3 Comparison to Baseline Model ....................... 44 4.4 Player Ratings ................................ 46 4.5 Lineup Ratings ............................... 51 4.6 Matchups Between Starting Lineups .................... 54 5 Conclusion 58 Appendix A Code 62 References 65 iv Acknowledgments As I complete this thesis, I cannot imagine having completed it without the guidance of my thesis advisor, Kevin Rader; I am very lucky to have had a thesis advisor who is as interested and knowledgable in the eld of sports analytics as he is. Additionally, I sincerely thank my family, friends, and roommates, whose love and support throughout my thesis- writing experience have kept me going. v Analytics don’t work at all. It’s just some crap that people who were really smart made up to try to get in the game because they had no talent. -
2017 Cincinnati Football Early Enrolees
2017 CINCINNATI FOOTBALL SIGNING CLASS ROSTER EARLY ENROLEES - 3 NAME POS HT WT CL ELIG HOMETOWN/HIGH SCHOOL/LAST SCHOOL Jaelen Greene RB 5-11 190 Fr. HS Atlanta, Ga./Sandy Creek Cody Lamb OL 6-4 265 Fr. HS Miamisburg, Ohio/Miamisburg Blake Yager OL 6-5 300 So. JC Fort Wayne, Ind./Carroll/Iowa Western SIGNEES - 20 NAME POS HT WT CL ELIG HOMETOWN/HIGH SCHOOL/LAST SCHOOL Kyle Bolden LB 6-1 218 Fr. HS Cincinnati, Ohio/Colerain Coby Bryant DB 6-1 170 Fr. HS Cleveland, Ohio/Glenville Trent Cloud WR 6-1 191 Fr. HS Cleveland, Ohio/Bedford Darrick Forrest DB 6-0 185 Fr. HS Columbus, Ohio/Walnut Ridge Torrance Gibson QB 6-4 215 So. TR Plantation, Fla./American Heritage/Cincinnati State Noah Hamlin DB 6-0 160 Fr. HS Pittsburgh, Pa./Clairton Javan Hawes WR 6-0 181 Fr. HS Atlanta, Ga./Sandy Creek Wilson Huber TE 6-5 235 Fr. HS Indianapolis, Ind./Franklin Central Ben Hutch DT 6-3 315 Fr. HS Nashville, Tenn./Hillsboro Lorenzo McCaskill LB 6-2 200 Fr. HS Southfield, Mich./Southfield Vincent McConnell OT 6-6 241 Fr. HS Massillon, Ohio/Washington RJ Potts LB 6-3 205 Fr. HS Indianapolis, Ind./Fishers Desmond Ridder QB 6-4 195 Fr. HS Louisville, Ky./St. Xavier Jakari Robinson OL 6-2 290 Fr. HS Talladega, Ala./Munford Cole Smith K 6-1 178 Fr. HS Middletown, Ohio/Middletown Rashaad Stewart DB 6-0 180 Fr. HS Clearwater, Fla./Central Catholic Jabari Taylor DT 6-3 255 Fr. -
Coaching Special Teams 126 Coaching Youth Football Coaching Special Teams 127
8 Coaching Special Teams 126 Coaching Youth Football Coaching Special Teams 127 ll phases of the kicking segments of a football game are referred to as “special teams.” Just as you teach the offensive and defensive segments to Ayour team, you also will coach all phases of the kicking game. At times, players focus more on their duties on offense and defense and downplay their roles as special teams players. However, special teams are an integral part of a successful football team, and you, as the coach, must remind all players that their contribution on special teams is just as important as their contribution on offense and defense. Kicking-Game Rules The following are special rules that apply only to special teams and should be taught to players as you coach the different phases of the kick- ing game: • A player signals a fair catch by extending an arm above the head and waving it from side to side. The receiving player cannot hit or be hit after a fair catch, and the ball cannot be advanced after the catch. • The kicking team may down the football after the ball has hit the ground. • No one on either team may block below the waist. • No player on the receiving team may touch the punter or kicker unless the receiving team has blocked the kick or the kicker runs with the ball. • A field goal is a scrimmage kick and uses the same rules as the punt. • On a kickoff, after the ball has traveled 10 yards, it is a free ball and either team can gain possession of it. -
Carolina Football 2015 Game Notes
2015 DEPTH CHART OFFENSE (SPREAD) DEFENSE (4-3) SPECIAL TEAMS Left Tackle Defensive End Place-kicker 75 - Bentley Spain (6-6, 300, So.) 44 - Junior Gnonkonde (6-4, 260, Jr.) OR 24 - Nick Weiler (6-0, 190, Jr.) 51 - William Sweet (6-7, 300, Fr.) 17 - Dajaun Drennon (6-4, 255, So.) 98 - Freeman Jones (6-0, 200, Fr.*) Left Guard Defensive Tackle Kickoff Specialist 70 - Caleb Peterson (6-5, 300, Jr.) 49 - Jeremiah Clarke (6-5, 315, Fr.*) OR 24 - Nick Weiler (6-0, 190, Jr.) 77 - John Ferranto (6-5, 300, Jr.) 95 - Tyler Powell (6-4, 290, So.) 98 - Freeman Jones (6-0, 200, Fr.*) 92 - Aaron Crawford (6-1, 310, Fr.) Center Punter 68 - Lucas Crowley (6-3, 290, Jr.) Defensive Tackle 90 - Corbin Daly (6-3, 200, Fr.*) 52 - Tommy Hatton (6-3, 285, Fr.) 90 - Nazair Jones (6-5, 295, So.) 23 - Joey Mangili (6-3, 210, Jr.) 93 - Robert Dinkins (6-1, 270, Fr.*) OR Right Guard 98 - Justin Thomason (6-4, 295, Sr.) Deep Snapper 78 - Landon Turner (6-4, 325, Sr.) 60 - Kyle Murphy (6-2, 225, So.) OR 73 - Brad Henson (6-5, 290, So.) Defensive End 61 - Tommy Bancroft (6-4, 215, Fr.) 45 - Mikey Bart (6-3, 270, Jr.) OR Right Tackle 43 - Jessie Rogers (6-4, 270, Sr.) Holder 71 - Jon Heck (6-6, 300, Jr.) 97 - Jalen Dalton (6-6, 280, Fr.) 23 - Joey Mangili (6-3, 210, Jr.) 76 - R.J. Prince (6-6, 325, So.) 90 - Corbin Daly (6-3, 200, Fr.*) Will Linebacker CAROLINA FOOTBALL 2015 GAME NOTES Tight End/Y 42 - Shakeel Rashad (6-2, 235, Sr.) Kickoff Return 81 - Kendrick Singleton (6-2, 215, Sr.) 36 - Cole Holcomb (6-1, 215, So.) 8 - T.J. -
2020 Usc Senior/Draft Eligible Player Bios Michael Brown
2020 USC SENIOR/DRAFT ELIGIBLE PLAYER BIOS MICHAEL BROWN JACK DRAKE BEN EASINGTON MATT FINK OLAIJAH GRIFFIN TALANOA HUFANGA SAMUEL ORAM-JONES AMON-RA ST. BROWN JAY TUFELE MARLON TUIPULOTU TYLER VAUGHNS ALIJAH VERA-TUCKER SCOTT VOIGT JACK WEBSTER (49) MICHAEL BROWN—Placekicker, 6-1, 205, Sr.*/Sr., Temecula, CA (Linfield Christian HS) CAREER: He has made 7-of-9 field goals and all 32 of his extra point kick tries in his career. He also has kicked off 29 times, with 11 touchbacks (with 2 pinning opponents within the 20), a successful onside kick and 3 unsuccessful onside kicks, and he has a a tackle and rush for minus 2 yards on a fake field goal. He has appeared in 17 games in his career. 2020: Brown did not see action as a backup placekicker and kickoff specialist as a senior in 2020. 2019: Brown served as a backup placekicker as a junior in 2019. Overall in 2019 while appearing in 6 games (BYU, Utah, Washington, Arizona State, California, Iowa), he kicked off 17 times, with 8 touchbacks and a successful onside kick (that he recovered), and he had a tackle. He had touchbacks on all 4 of his kickoffs at BYU and on 4 of his 5 kickoffs against Utah. He kicked off twice at Washington and had a tackle. He had 4 kickoffs at Arizona State and kicked off once at California. He recovered his own onside kick against Iowa. 2018: Brown, returning healthy from a 2017 knee injury, assumed the placekicking job for the last 9 games of 2018 as a sophomore. -
Defending Champ North Central Leads College Football America Yearbook’S 2021 NCAA Division III Preseason Starting Lineup
Defending champ North Central leads College Football America Yearbook’s 2021 NCAA Division III Preseason Starting Lineup FOR IMMEDIATE RELEASE Contact: Kendall Webb; 615-631-7481; [email protected] Or Matthew Postins; 940-594-1551; [email protected] The North Central Cardinals, the defending Division III champions, has four selections to lead the 2021 College Football America Yearbook’s NCAA Division III Preseason Starting Lineup, CFA’s version of an All-America team. The Cardinals went 14-1 in 2019, en route to their first national title, as they defeated UW-Whitewater, 41-14. The Cardinals did not play in 2020 due to the COVID-19 pandemic. Oddly enough, all four North Central selections were part of the College Football America Yearbook’s 2020 Starting Lineup — running back Ethan Greenfield, wide receiver Andrew Kamienski, offensive lineman Sharmore Clarke and defensive back Jake Beesley. Many of the members of this year’s Starting Lineup are tapping into the extra year of eligibility provided to all players due to COVID-19. Other players that made the Starting Lineup include Muhlenberg quarterback Michael Hnatkowsky, Saint John’s wide receiver Ravi Alston, Hardin-Simmons offensive lineman Boomer Warren, Delaware Valley defensive lineman Michael Nobile, Rose-Hulman linebacker Michael Stevens and Mary Hardin- Baylor defensive back Jefferson Fritz. The Division III section of the College Football America 2021 Yearbook features 36 pages of content including: • National Division III preview; • Division III preseason Starting Lineup; • Update on each Division III conference; • Capsules for every Division III team, including 2020 results and 2021 schedules; • More than 10 color action, coach and stadium photos. -
Mitch Trubisky
attempts for 405 yards and three touchdowns in a 37-35 win at No. 12 Florida State • After FSU tied the game at 28 in the fourth quarter, he calmly engineered a 75-yard drive and retook the lead with a 34-yard touchdown MITCH TRUBISKY pass to Thomas Jackson • Had another record-setting day at quarterback in Quarterback a 37-36 win over Pitt, completing 35 of 46 passes for 453 yards, five touch- 6-3 • 225 • Junior downs and no interceptions • Named Walter Camp Football Foundation Na- Mentor, Ohio • Mentor tional Offensive Player of the Week • Set career highs for completions, pass attempts, passing yards and touchdown passes • Tied the school record for TD passes in a game with five • Set the school record for most passing yards 10 in back-to-back games with 885 yards (432 vs. JMU and 453 against Pitt) • Completed 24 of 27 pass attempts for a career-high 432 yards and three • Davey O’Brien Award Semifinalist touchdowns in a win over James Madison • Had a quarterback rating of 260 • Maxwell Award Semifinalist • Set the school record for most passing yards gained per attempt (min. 25 • Johnny Unitas Golden Arm Award Finalist attempts), averaging 16.0 yards per throw, breaking the mark of 15.1 yards • Walter Camp National Offensive Player of the Week - Sept. 24 by Marquise Williams against Old Dominion in 2013 • Set the school record • Three-time Davey O’Brien Award “Great 8” Selection for most consecutive pass completions in a game with 18, breaking the previous mark of 16 straight was held by Williams vs. -
PLAYERS and SUBSTITUTES Rule 8 NUMBER of PLAYERS Each Team Shall Have at Least Nine Eligible Players in the Game at All Times
PLAYERS AND SUBSTITUTES Rule 8 NUMBER OF PLAYERS Each team shall have at least nine eligible players in the game at all times. The players and the defensive positions by which they are identified are as follows: (1) Pitcher (2) Catcher (3) First Baseman (4) Second Baseman (5) Third Baseman (6) Shortstop (7) Left Fielder (8) Center Fielder Note: (9) Right Fielder If a team starts a game with nine players, a Designated Player may not be used. NUMBER OF PLAYERS With a Designated Player - The players and the defensive positions by which they are identified are as follows: (1) Pitcher (2) Catcher (3) First Baseman (4) Second Baseman (5) Third Baseman (6) Shortstop (7) Left Fielder (8) Center Fielder (9) Right Fielder (10) Flex (DP) Designated Player STARTERS Starter refers to the first nine or 10 (if a Designated Player is used) players listed on the lineup card submitted to the umpire before the start of the game. STARTERS It is recommended that the uniform numbers of each starting player be circled on the roster at the beginning of the game to Eachprevent starter a substitution is entitled violation.to be replaced and to re-enter the game one time as long as she assumes her original spot in the batting order. Note: The Flex may assume the DP's spot in the batting order any number of times. It is not a re- entry. SUBSTITUTES Substitute refers to a player not listed on the lineup card as a starter but who may legally replace one of the first nine or 10 players listed on the lineup card submitted to the umpire before the start of the game. -
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offering the most uncertainty for an upcoming season. This year, Onofrio, at least, has few doubts on that score. He calls Ray Smith, who started the Kansas game last year before leading Missouri to a 34 to 1 7 victory over Auburn in the Sun Bowl, and Steve Pisarkiewicz, who was cho sen the outstanding offensive back of the spring game, "complete quarterbacks, the best pair we've ever had." Smith is generally considered the better runner and Pisarkiewicz the better passer. Onofrio plans to use both - and while the game still is in doubt, not after it's already been won or lost. A two-quarterback system is not one generally favored, but Alabama did it very suc It's that time again. cessfully in 1973. The number three signal call Of course, for the True Tiger buff, the football er may end up being a freshman, possibly Pete season never ends. Even while watching the ac Woods of University City or Monty Montgomery tual games, True Tiger may be thinking in terms of Manhattan, Kansas. of a season or two hence. Then there are the bowl The key to a superior season may well be the games, the recruiting wars, spring practice, and tailback, more specifically, how fast a young one the pre-season buildup. Even now, True Tiger is can be developed. Bill Ziegler, who started at prowling the magazine stands, looking for foot slotback a year ago, is dependable, hard work ball previews to see how they rank Al Onofrio's ing, and tough. In spite of only average speed, he 1974 edition. -
East Carolina Pro Day Bios – 2016 Seniors
EAST CAROLINA PRO DAY BIOS – 2016 SENIORS 39 DaSHAUN AMOS Defensive Back 6-1, 185, Four Letters Midlothian, Va. (Manchester) A versatile secondary performer whose development – both on and off the field – was unmatched within the program … Made transition from special teams standout, to top reserve status, to part-time starter and then full-time starter who was on the cusp of honors candidacy … Offered secondary with much flexibility, playing both cornerback positions, strong safety and nickelback … Played in 49 career contests, tallying 116 stops (81 solo) and 10 pass breakups … Owns 28 multiple-tackle performances and closed career by registering at least one stop in 21-straight games … Participated in two bowls and helped unit hold 13 opponents to 17 or fewer points and 16 to less than 100 rushing yards since becoming an active member of the roster (2013). 2016: Started eight of 12 games as a senior … Opened four contests (NC State, South Carolina, USF, Temple) at the boundary corner slot, while starting another quartet at strong safety (Connecticut, Tulsa, SMU, Navy) during latter half of season … Stood among team’s top six defenders with 51 tackles (34 solo) … Was credited with two stops for lost yardage (Connecticut) … Also recorded only sack of campaign vs. Huskies (-7 yards) … Produced at least one tackle in 10 games (had three or more on nine occasions) … Enjoyed strong second half, averaging 5.4 stops (38 overall) per outing in last seven contests … Logged three pass breakups (one each vs. Western Carolina, UCF, Tulsa) … Authored career-highs in back-to-back games with eight successful hits against Connecticut and Tulsa (Oct. -
Detroit Pistons Game Notes | @Pistons PR
Date Opponent W/L Score Dec. 23 at Minnesota L 101-111 Dec. 26 vs. Cleveland L 119-128(2OT) Dec. 28 at Atlanta L 120-128 Dec. 29 vs. Golden State L 106-116 Jan. 1 vs. Boston W 96 -93 Jan. 3 vs.\\ Boston L 120-122 GAME NOTES Jan. 4 at Milwaukee L 115-125 Jan. 6 at Milwaukee L 115-130 DETROIT PISTONS 2020-21 SEASON GAME NOTES Jan. 8 vs. Phoenix W 110-105(OT) Jan. 10 vs. Utah L 86 -96 Jan. 13 vs. Milwaukee L 101-110 REGULAR SEASON RECORD: 20-52 Jan. 16 at Miami W 120-100 Jan. 18 at Miami L 107-113 Jan. 20 at Atlanta L 115-123(OT) POSTSEASON: DID NOT QUALIFY Jan. 22 vs. Houston L 102-103 Jan. 23 vs. Philadelphia L 110-1 14 LAST GAME STARTERS Jan. 25 vs. Philadelphia W 119- 104 Jan. 27 at Cleveland L 107-122 POS. PLAYERS 2020-21 REGULAR SEASON AVERAGES Jan. 28 vs. L.A. Lakers W 107-92 11.5 Pts 5.2 Rebs 1.9 Asts 0.8 Stls 23.4 Min Jan. 30 at Golden State L 91-118 Feb. 2 at Utah L 105-117 #6 Hamidou Diallo LAST GAME: 15 points, five rebounds, two assists in 30 minutes vs. Feb. 5 at Phoenix L 92-109 F Ht: 6 -5 Wt: 202 Averages: MIA (5/16)…31 games with 10+ points on year. Feb. 6 at L.A. Lakers L 129-135 (2OT) Kentucky NOTE: Scored 10+ pts in 31 games, 20+ pts in four games this season, Feb. -
Guide for Statisticians © Copyright 2021, National Football League, All Rights Reserved
Guide for Statisticians © Copyright 2021, National Football League, All Rights Reserved. This document is the property of the NFL. It may not be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or information storage and retrieval systems, or the information therein disseminated to any parties other than the NFL, its member clubs, or their authorized representatives, for any purpose, without the express permission of the NFL. Last Modified: July 9, 2021 Guide for Statisticians Revisions to the Guide for the 2021 Season ................................................................................4 Revisions to the Guide for the 2020 Season ................................................................................4 Revisions to the Guide for the 2019 Season ................................................................................4 Revisions to the Guide for the 2018 Season ................................................................................4 Revisions to the Guide for the 2017 Season ................................................................................4 Revisions to the Guide for the 2016 Season ................................................................................4 Revisions to the Guide for the 2012 Season ................................................................................5 Revisions to the Guide for the 2008 Season ................................................................................5 Revisions to