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                                                                                                       sports Wednesday 2 March 2022
             NHL launching faceoff probability stat with AWS technology



            By STEPHEN WHYNO                                                                                                    tics such as height, weight,
            The NHL is launching a new                                                                                          and    handedness     and
            faceoff probability stat that                                                                                       game context such as the
            uses  a  decade's  worth  of                                                                                        faceoff  location,  game
            data  and  in-game  analyt-                                                                                         score,  and  faceoff  time,"
            ics  to  determine  the  likeli-                                                                                    she said. "This combination
            hood of each player in the                                                                                          of  historical  success  rates,
            circle winning the draw.                                                                                            player  matchup  charac-
            The  league  and  Amazon                                                                                            teristics, and game context
            Web Services unveiled the                                                                                           brings  together  HITS  and
            new  feature  Tuesday.  It's                                                                                        puck  and  player  tracking
            the latest innovation in the                                                                                        data  to  provide  a  com-
            puck  and  player  tracking                                                                                         plete perspective for a fa-
            sphere  and  could  be  just                                                                                        ceoff's dynamics."
            the start of machine-learn-                                                                                         Lehanski  said  ideas  like
            ing  technology  in  hockey                                                                                         this dates to Commissioner
            with  implications  for  gam-                                                                                       Gary  Bettman  and  TV  ex-
            bling  and  countless  other                                                                                        ecutive  David  Hill's  Fox-
            statistics.                                                                                                         Trax  glowing  puck  from
            Using  information  from  the                                                                                       the  mid-1990s.  Technology
            past  10  years  of  games  in                                                                                      has  advanced  so  far  that
            combination  with  the  lo-                                                                                         it  has  paved  the  way  for
            cation of a faceoff, game                                                                                           more precise elements like
            situation and player perfor-                                                                                        the  new  faceoff  predictor
            mance, AWS software spits    Los Angeles Kings center Anze Kopitar (11) and Vegas Golden Knights center William Karlsson   tool."Really,  this  is  just  the
                                         (71) vie for the puck after a faceoff during the first period of an NHL hockey game Friday, Feb. 18,
            out  percentage  chances     2022, in Las Vegas.                                                                    beginning,"  Lehanski  said.
            of who's coming away with                                                                          Associated Press  "Today  we're  just  talking
            the puck in a matter of sec-                                                                                        about  face  offs,  but  this
            onds  before  the  linesman  start analyzing."            about what might become  Lab, said the NHL and AWS  could expand the way we
            drops it.                    Faceoff  probability  graph-  betting options in the near  built the model using data  look at goaltending, power
            "Hockey is such a series of so  ics  are  set  to  debut  on  future. "The technology is at  from thousands of faceoffs  plays  and  almost  every-
            many  events  that  lead  up  Sportsnet  in  Canada  this  a  place  and  will  soon  get  from  the  NHL's  Hockey  In-  thing else. There's so much
            to an outcome," NHL exec-    week  and  on  ESPN  and  to  a  place  where  almost  formation and Tracking Sys-     more."
            utive vice president of de-  Turner later in March. Down  any  in-game  event  could  tem (HITS).                   It  likely  won't  be  as  scien-
            velopment and innovation  the road, the stat could be-    be processed to potentially  "This data source was signifi-  tific as some of the data in
            Dave Lehanski said. "We've  come a gambling opportu-      be a bet type — something  cantly varied and complex,  other  sports  —  mostly  be-
            identified  the  faceoff  as  nity  for  real-time,  in-game  that someone could take a  incorporating  such  infor-  cause of hockey's inherent
            being  this  key  component  betting.                     bet on. "                    mation as a player's home  randomness. That's why the
            —  the  beginning  of  some  "The  technology  will  en-  Priya   Ponnapalli,   senior  and away faceoff statistics,  NHL  and  AWS  focused  on
            of  these  incredible  events,  able  that,"  Lehanski  said,  manager  of  Amazon  Ma-  head-to-head   matchup  faceoffs as a gateway into
            and that's what we want to  deferring to league officials  chine  Learning  Solutions  history,  player  characteris-  more advanced data.q

            Bob Baffert sues Churchill Downs over 2-year suspension



            LOUISVILLE, Ky. (AP) — Bob  Kentucky  racing  stewards  facts or any semblance of
            Baffert  has  sued  Churchill  last  week  disqualified  Me-  due process.
            Downs  and  track  leader-   dina Spirit and handed Baf-  "Churchill  Downs  and  Mr.
            ship in federal court, seek-  fert  a  90-day  suspension  Carstanjen  knew  full  well
            ing to overturn the embat-   and  $7,500  fine.  Churchill  that  imposing  its  suspen-
            tled  Hall  of  Fame  trainer's  Downs  recognized  runner-  sion, based on zero factual
            two-year  suspension  on  up  Mandaloun  as  winner  or legal support, would give
            grounds it violated his due  soon after. Kentucky Horse  illegitimate  credibility  to  a
            process rights.              Racing  Commission  direc-   false narrative about Bob,"
            The  suit  filed  Tuesday  in  tor  Marc  A.  Guilfoil  on  Fri-  Brewster  added,  "creating
            U.S.  District  Court  names  day  denied  the  trainer's  pressure  on  the  Kentucky
            Churchill  Downs  Inc.,  CEO  request to stay the suspen-  Race  Horsing  Commission
            William  C.  Carstanjen  and  sion  that  is  scheduled  to  stewards  to  take  action
            board chair R. Alex Rankin.  begin on March 8.            against him, too."
            The   historic   track   sus-  Baffert  and  his  represen-  Churchill Downs called Baf-
            pended  Baffert  last  spring  tatives  have  argued  that  fert's  lawsuit  disappointing
            through  2023  and  cited  a  the steroid in Medina Spirit  but not surprising in a state-  Jockey John Velazquez, front left, stands with Jill Baffert as they
                                                                                                   watch as Jill's husband, trainer Bob Baffert, holds up the winner's
            recent spate of failed drug  came from the topical oint-  ment and said it would fight   trophy after their victory with Medina Spirit in the 147th running
            tests by his horses including  ment  Otomax,  rather  than  the  suit  and  defend  the   of the Kentucky Derby at Churchill Downs in Louisville, Ky.
            now-deceased  colt  Me-      an injection that is banned.  company's rights.                                                    Associated Press
            dina Spirit after he won the  Attorney  Clark  Brewster  "His claims are meritless and
            Kentucky  Derby.  A  post-   stated  in  a  release  Tues-  consistent  with  his  pattern  actions," it added.     necropsy  revealed  no  de-
            race drug test revealed the  day that Churchill Downs is  of failed drug tests, denials,  Medina Spirit died on Dec.  finitive cause for his death.
            corticosteroid  betametha-   not  tasked  with  relegating  excuses  and  attempts  to  6 from what Baffert said was  The horse's ashes will be in-
            sone  in  his  system,  which  horse  racing  in  Kentucky  blame  others  and  identify  a  heart  attack  following  terred at a retirement farm
            is  allowed  in  Kentucky  but  but "could unilaterally ban"  loopholes in order to avoid  a  workout  at  Santa  Anita  for  thoroughbred  horses  in
            prohibited on race day.      a  trainer  without  having  taking  responsibility  for  his  race  track  in  California.  A  Kentucky.q
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