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Washington Capitals Playoff Game Notes

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Washington Capitals Playoff Game Notes Thu, Aug 20, 2020 Round 1 Game 5 Washington Capitals 2 - 4 - 1 New York Islanders 6 - 2 - 0 Team Game: 8 1 - 2 - 0 (Home) Team Game: 9 3 - 1 - 0 (Home) Home Game: 4 1 - 2 - 1 (Road) Road Game: 5 3 - 1 - 0 (Road) # Goalie GP W L OT GAA SV% # Goalie GP W L OT GAA SV% 1 Pheonix Copley - - - - - - 1 Thomas Greiss - - - - - - 41 Vitek Vanecek - - - - - - 33 Christopher Gibson - - - - - - 70 Braden Holtby 7 2 4 1 2.55 .909 40 Semyon Varlamov 8 6 2 0 1.87 .927 # P Player GP G A P +/- PIM # P Player GP G A P +/- PIM 3 D Nick Jensen 7 0 0 0 -1 0 2 D Nick Leddy 8 1 1 2 8 0 4 D Brenden Dillon 7 0 1 1 1 8 3 D Adam Pelech 8 0 2 2 2 2 6 D Michal Kempny 5 0 1 1 -2 4 4 D Andy Greene 7 0 2 2 6 2 8 L Alex Ovechkin 7 4 1 5 2 2 6 D Ryan Pulock 8 1 5 6 2 4 9 D Dmitry Orlov 7 0 3 3 -1 4 7 R Jordan Eberle 8 3 2 5 6 6 10 R Daniel Sprong - - - - - - 8 D Noah Dobson - - - - - - 13 L Jakub Vrana 7 0 0 0 -7 2 10 C Derick Brassard 8 0 3 3 1 2 14 R Richard Panik 7 1 0 1 -2 4 12 R Josh Bailey 8 1 6 7 5 0 16 C Philippe Maillet - - - - - - 13 C Mathew Barzal 8 3 4 7 7 6 17 L Ilya Kovalchuk 7 0 1 1 0 2 14 R Tom Kuhnhackl 3 0 1 1 2 0 19 C Nicklas Backstrom 4 0 1 1 0 0 15 R Cal Clutterbuck 8 1 0 1 2 0 20 C Lars Eller 4 0 1 1 -4 0 16 L Andrew Ladd - - - - - - 21 R Garnet Hathaway 7 0 0 0 -3 12 17 L Matt Martin 8 2 0 2 1 8 24 C Connor McMichael - - - - - - 18 L Anthony Beauvillier 8 4 3 7 2 4 26 C Nic Dowd 7 0 0 0 -4 2 21 L Otto Koivula - - - - - - 27 D Alexander Alexeyev - - - - - - 24 D Scott Mayfield 8 0 2 2 6 10 33 D Radko Gudas 4 0 2 2 -1 2 25 D Devon Toews 8 0 4 4 4 2 34 D Jonas Siegenthaler 6 0 0 0 -7 0 27 L Anders Lee 8 3 0 3 6 11 42 D Martin Fehervary 2 0 0 0 0 0 28 L Michael Dal Colle - - - - - - 43 R Tom Wilson 7 1 2 3 -2 23 29 C Brock Nelson 8 3 3 6 4 6 47 L Beck Malenstyn - - - - - - 32 L Ross Johnston - - - - - - 62 L Carl Hagelin 7 0 1 1 -4 2 34 D Thomas Hickey - - - - - - 64 C Brian Pinho 2 0 0 0 -1 0 38 D Sebastian Aho - - - - - - 72 C Travis Boyd 4 1 0 1 0 0 44 C Jean-Gabriel Pageau 8 4 2 6 6 2 74 D John Carlson 4 0 6 6 -8 2 47 R Leo Komarov 5 0 1 1 2 4 77 R T.J. Oshie 7 3 0 3 -5 13 53 C Casey Cizikas 8 0 1 1 -1 4 78 D Tyler Lewington - - - - - - 55 D Johnny Boychuk 1 0 0 0 0 0 92 C Evgeny Kuznetsov 7 3 2 5 -2 4 Senior VP and General Manager Brian MacLellan President & General Manager Lou Lamoriello Head Coach Todd Reirden Assistant GMs Chris Lamoriello, Steve Assistant Coaches Scott Arniel, Reid Cashman, Pellegrini Blaine Forsythe, Brett Head Coach Barry Trotz Leonhardt (Video) Associate Coach Lane Lambert Goaltending Coach Scott Murray Assistant Coaches / Goalie Coach John Gruden, Jim Hiller, Piero Video Analyst Tim Ohashi Greco Tonight's Officials Referees Wes McCauley (4), Frederick L'Ecuyer (17), Linesmen Derek Nansen (70), Matt MacPherson (83), Eric Furlatt (27)* Devin Berg (87)* Supervisor Rob Shick Video Judge Ntl. Anthem * Denotes Standby Official. Today's Schedule NYI @ WSH : 8:00 DAL @ CGY : 8:30 Washington Capitals: Roster Active (31 Players) # Name Pos Ht. Wt. Born Birth Place 1 Pheonix Copley G 6' 4" 200 Jan 18, 1992 North Pole, AK, USA 3 Nick Jensen D 6' 1" 196 Sep 21, 1990 Rogers, MN, USA 4 Brenden Dillon D 6' 4" 225 Nov 13, 1990 New Westminster, BC, CAN 6 Michal Kempny D 6' 1" 195 Sep 8, 1990 Hodonin, CZE 8 Alex Ovechkin L 6' 3" 236 Sep 17, 1985 Moscow, RUS 9 Dmitry Orlov D 5' 11" 208 Jul 23, 1991 Novokuznetsk, RUS 10 Daniel Sprong R 5' 11" 191 Mar 17, 1997 Amsterdam, NLD 13 Jakub Vrana L 6' 0" 195 Feb 28, 1996 Prague, CZE 14 Richard Panik R 6' 2" 202 Feb 7, 1991 Martin, SVK 16 Philippe Maillet C 5' 10" 190 Nov 7, 1992 Lachenai, QC, CAN 17 Ilya Kovalchuk L 6' 3" 222 Apr 15, 1983 Tver, RUS 19 Nicklas Backstrom C 6' 1" 206 Nov 23, 1987 Gävle, SWE 20 Lars Eller C 6' 2" 205 May 8, 1989 Rodovre, DNK 21 Garnet Hathaway R 6' 3" 210 Nov 23, 1991 Kennebunkport, ME, USA 24 Connor McMichael C 6' 0" 183 Jan 15, 2001 Ajax, ON, CAN 26 Nic Dowd C 6' 1" 195 May 27, 1990 Huntsville, AL, USA 27 Alexander Alexeyev D 6' 4" 210 Nov 15, 1999 St. Petersburg, RUS 33 Radko Gudas D 6' 0" 205 Jun 5, 1990 Prague, CZE 34 Jonas Siegenthaler D 6' 3" 210 May 6, 1997 Zurich, CHE 41 Vitek Vanecek G 6' 2" 187 Jan 9, 1996 Havlickuv Brod, CZE 42 Martin Fehervary D 6' 2" 200 Oct 6, 1999 Bratislava, SVK 43 Tom Wilson R 6' 4" 220 Mar 29, 1994 Toronto, ON, CAN 47 Beck Malenstyn L 6' 3" 200 Feb 4, 1998 Delta, BC, CAN 62 Carl Hagelin L 6' 0" 185 Aug 23, 1988 Sodertalje, SWE 64 Brian Pinho C 6' 1" 193 May 11, 1995 Beverly, MA, USA 70 Braden Holtby G 6' 2" 214 Sep 16, 1989 Lloydminster, SK, CAN 72 Travis Boyd C 6' 0" 190 Sep 14, 1993 Hopkins, MN, USA 74 John Carlson D 6' 3" 217 Jan 10, 1990 Natick, MA, USA 77 T.J. Oshie R 6' 0" 195 Dec 23, 1986 Everett, WA, USA 78 Tyler Lewington D 6' 2" 200 Dec 5, 1994 Edmonton, AB, CAN 92 Evgeny Kuznetsov C 6' 2" 197 May 19, 1992 Chelyabinsk, RUS 31 Players Total Avg: 6' 1" 202 Age: 28.0 Injured Reserve List (1 Players) 30 Ilya Samsonov G 6' 3" 208 Feb 22, 1997 Magnitogorsk, RUS Goal Streaks Assist Streaks Point Streaks EVGENY KUZNETSOV (2 / 2 Games) JOHN CARLSON (6 / 4 Games) JOHN CARLSON (0-6-6 / 4 Games) EVGENY KUZNETSOV (2-1-3 / 2 Games) ALEX OVECHKIN (4-1-5 / 3 Games) New York Islanders: Roster Active (30 Players) # Name Pos Ht. Wt. Born Birth Place 1 Thomas Greiss G 6' 2" 232 Jan 29, 1986 Fussen, DEU 2 Nick Leddy D 6' 0" 207 Mar 20, 1991 Eden Prairie, MN, USA 3 Adam Pelech D 6' 3" 218 Aug 16, 1994 Toronto, ON, CAN 4 Andy Greene D 5' 11" 190 Oct 30, 1982 Trenton, MI, USA 6 Ryan Pulock D 6' 2" 217 Oct 6, 1994 Dauphin, MB, CAN 7 Jordan Eberle R 5' 11" 187 May 15, 1990 Regina, SK, CAN 8 Noah Dobson D 6' 4" 184 Jan 7, 2000 Summerside, PE, CAN 10 Derick Brassard C 6' 1" 202 Sep 22, 1987 Hull, QC, CAN 12 Josh Bailey R 6' 1" 200 Oct 2, 1989 Bowmanville, ON, CAN 13 Mathew Barzal C 6' 0" 187 May 26, 1997 Coquitlam, BC, CAN 14 Tom Kuhnhackl R 6' 2" 196 Jan 21, 1992 Landshut, DEU 15 Cal Clutterbuck R 5' 11" 216 Nov 18, 1987 Welland, ON, CAN 16 Andrew Ladd L 6' 3" 192 Dec 12, 1985 Maple Ridge, BC, CAN 17 Matt Martin L 6' 3" 220 May 8, 1989 Windsor, ON, CAN 18 Anthony Beauvillier L 5' 11" 182 Jun 8, 1997 Sorel-Tracy, QC, CAN 21 Otto Koivula L 6' 4" 219 Sep 1, 1998 Nokia, FIN 24 Scott Mayfield D 6' 5" 223 Oct 14, 1992 St. Louis, MO, USA 25 Devon Toews D 6' 1" 191 Feb 21, 1994 Abbotsford, BC, CAN 27 Anders Lee L 6' 3" 231 Jul 3, 1990 Edina, MN, USA 28 Michael Dal Colle L 6' 3" 204 Jun 20, 1996 Woodbridge, ON, CAN 29 Brock Nelson C 6' 3" 212 Oct 15, 1991 Warroad, MN, USA 32 Ross Johnston L 6' 5" 235 Feb 18, 1994 Charlottetown, PE, CAN 33 Christopher Gibson G 6' 2" 207 Dec 27, 1992 Karkkila, FIN 34 Thomas Hickey D 6' 0" 183 Feb 8, 1989 Calgary, AB, CAN 38 Sebastian Aho D 5' 11" 177 Feb 17, 1996 Umea, SWE 40 Semyon Varlamov G 6' 2" 205 Apr 27, 1988 Samara, RUS 44 Jean-Gabriel Pageau C 5' 10" 180 Nov 11, 1992 Ottawa, ON, CAN 47 Leo Komarov R 5' 11" 209 Jan 23, 1987 Narva, EST 53 Casey Cizikas C 5' 11" 195 Feb 27, 1991 Toronto, ON, CAN 55 Johnny Boychuk D 6' 2" 227 Jan 19, 1984 Edmonton, AB, CAN 30 Players Total Avg: 6' 1" 204 Age: 29.0 Goal Streaks Assist Streaks Point Streaks MATHEW BARZAL (2 / 2 Games) No active streaks MATHEW BARZAL (2-0-2 / 2 Games) Washington Capitals: Playoff Statistics Pos # Player GP G A P +/- PIM PP SH GW S % TOI/g FO% Hits Blks D 74 John Carlson 4 0 6 6 -8 2 0 0 0 8 0.0 25:10 0.00 4 5 L 8 Alex Ovechkin 7 4 1 5 2 2 1 0 1 27 14.8 21:18 0.00 32 6 C 92 Evgeny Kuznetsov 7 3 2 5 -2 4 2 0 0 19 15.8 20:06 37.00 7 2 R 77 T.J.
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    New York Islanders Game Notes Sat, Mar 20, 2021 NHL Game #484 New York Islanders 19 - 8 - 4 (42 pts) Philadelphia Flyers 15 - 10 - 3 (33 pts) Team Game: 32 12 - 1 - 2 (Home) Team Game: 29 7 - 5 - 2 (Home) Home Game: 16 7 - 7 - 2 (Road) Road Game: 15 8 - 5 - 1 (Road) # Goalie GP W L OT GAA SV% # Goalie GP W L OT GAA SV% 30 Ilya Sorokin 9 6 2 1 2.20 .910 34 Alex Lyon - - - - - - 33 Jakub Skarek - - - - - - 37 Brian Elliott 14 7 4 0 2.97 .892 40 Semyon Varlamov 22 13 6 3 2.17 .923 79 Carter Hart 19 8 6 3 3.70 .880 # P Player GP G A P +/- PIM # P Player GP G A P +/- PIM 2 D Nick Leddy 31 1 20 21 1 2 5 D Philippe Myers 20 0 6 6 -9 8 3 D Adam Pelech 31 2 7 9 12 18 6 D Travis Sanheim 27 1 8 9 -9 8 4 D Andy Greene 31 0 2 2 6 4 8 D Robert Hagg 21 1 1 2 0 10 6 D Ryan Pulock 31 0 12 12 9 4 9 D Ivan Provorov 28 4 10 14 5 6 7 R Jordan Eberle 31 9 10 19 6 8 10 C Andy Andreoff 6 0 0 0 -6 9 8 D Noah Dobson 28 3 9 12 6 4 11 R Travis Konecny 22 7 11 18 5 10 11 C Austin Czarnik 4 0 0 0 -1 0 12 L Michael Raffl 23 3 4 7 -3 14 12 R Josh Bailey 31 3 13 16 6 2 13 C Kevin Hayes 28 9 12 21 3 10 13 C Mathew Barzal 31 9 15 24 12 36 14 C Sean Couturier 18 6 13 19 5 4 15 R Cal Clutterbuck 29 3 5 8 -2 2 19 C Nolan Patrick 28 3 3 6 -13 16 17 L Matt Martin 31 5 4 9 2 16 21 C Scott Laughton 25 7 9 16 8 12 18 L Anthony Beauvillier 22 2 4 6 4 6 23 L Oskar Lindblom 24 4 5 9 -5 2 20 L Kieffer Bellows 12 3 0 3 1 4 25 L James van Riemsdyk 28 13 16 29 6 10 24 D Scott Mayfield 31 2 6 8 -3 24 28 C Claude Giroux 26 7 16 23 1 10 25 D Sebastian Aho 3 1 1 2 -1 2 39 D Nate Prosser
  • Feature Selection and Dimension Reduction

    Feature Selection and Dimension Reduction

    DATA SCIENCE REPORT SERIES Feature Selection and Data Reduction (DRAFT) Patrick Boily1,2,3,4, Olivier Leduc1, Andrew Macfie3, Aditya Maheshwari3, Maia Pelletier1 Abstract Data mining is the collection of processes by which we can extract useful insights from data. Inherent in this definition is the idea of data reduction: useful insights (whether in the form of summaries, sentiment analyses, etc.) ought to be “smaller” and “more organized” than the original raw data. The challenges presented by high data dimensionality (the so-called curse of dimensionality) must be addressed in order to achieve insightful and interpretable analytical results. In this report, we introduce the basic principles of dimensionality reduction and a number of feature selection methods (filter, wrapper, regularization), discuss some current advanced topics (SVD, spectral feature selection, UMAP) and provide examples (with code). Keywords feature selection, dimension reduction, curse of dimensionality, principal component analysis, manifold hypothesis, manifold learning, regularization, subset selection, spectral feature selection, uniform manifold approximation and projection Funding Acknowledgement Parts of this report were funded by a University of Ottawa grant to develop teaching material in French (2019-2020). These were subsequently translated into English before being incorporated into this document. 1Department of Mathematics and Statistics, University of Ottawa, Ottawa 2Sprott School of Business, Carleton University, Ottawa 3Idlewyld Analytics and Consulting