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New York Islanders Playoff Game Notes

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New York Islanders Playoff Game Notes Fri, Apr 12, 2019 Round 1 Game 2 New York Islanders 1 - 0 Pittsburgh Penguins 0 - 1 Team Game: 2 1 - 0 (Home) Team Game: 2 0 - 0 (Home) Home Game: 2 0 - 0 (Road) Road Game: 2 0 - 1 (Road) # Goalie GP W L OT GAA SV% # Goalie GP W L OT GAA SV% 1 Thomas Greiss - - - - - - 1 Casey DeSmith - - - - - - 40 Robin Lehner 1 1 0 0 2.77 .932 30 Matt Murray 1 0 1 0 3.75 .879 35 Tristan Jarry - - - - - - # P Player GP G A P +/- PIM # P Player GP G A P +/- PIM 2 D Nick Leddy 1 1 0 1 1 0 2 D Chad Ruhwedel - - - - - - 3 D Adam Pelech 1 0 1 1 0 0 3 D Olli Maatta 1 0 0 0 -2 0 4 D Thomas Hickey - - - - - - 4 D Justin Schultz 1 1 1 2 0 0 6 D Ryan Pulock 1 0 0 0 1 2 5 D Zach Trotman - - - - - - 7 R Jordan Eberle 1 1 1 2 2 0 7 C Matt Cullen 1 0 0 0 0 0 11 C Tanner Fritz - - - - - - 8 D Brian Dumoulin 1 0 1 1 -2 0 12 R Josh Bailey 1 1 0 1 1 0 10 L Garrett Wilson 1 0 0 0 0 0 13 C Mathew Barzal 1 0 1 1 2 0 12 C Dominik Simon 1 0 1 1 1 0 14 R Tom Kuhnhackl 1 0 0 0 0 0 17 R Bryan Rust 1 0 0 0 -2 0 15 R Cal Clutterbuck 1 0 0 0 -1 0 19 C Jared McCann 1 0 0 0 0 0 16 L Andrew Ladd - - - - - - 27 C Nick Bjugstad 1 0 0 0 0 0 17 L Matt Martin 1 0 0 0 -1 0 28 D Marcus Pettersson 1 0 0 0 1 2 18 L Anthony Beauvillier 1 0 0 0 1 0 44 D Erik Gudbranson 1 0 0 0 1 0 21 D Luca Sbisa - - - - - - 46 C Zach Aston-Reese 1 0 0 0 -1 0 24 D Scott Mayfield 1 0 0 0 -2 2 53 C Teddy Blueger - - - - - - 25 D Devon Toews 1 0 1 1 0 0 58 D Kris Letang 1 0 1 1 0 2 27 L Anders Lee 1 0 1 1 1 2 59 L Jake Guentzel 1 0 0 0 -1 0 28 L Michael Dal Colle - - - - - - 71 C Evgeni Malkin 1 1 1 2 1 2 29 C Brock Nelson 1 1 0 1 -1 2 72 R Patric Hornqvist 1 0 0 0 0 0 32 L Ross Johnston - - - - - - 73 D Jack Johnson - - - - - - 44 D Dennis Seidenberg - - - - - - 81 R Phil Kessel 1 1 1 2 1 2 47 R Leo Komarov 1 0 1 1 0 2 87 C Sidney Crosby 1 0 0 0 -1 0 51 C Valtteri Filppula 1 0 1 1 1 0 53 C Casey Cizikas 1 0 0 0 -2 0 55 D Johnny Boychuk 1 0 0 0 2 0 President & General Manager Lou Lamoriello Executive VP and General Manager Jim Rutherford Assistant GMs Chris Lamoriello, Steve Assistant GMs Bill Guerin, Jason Karmanos Pellegrini Head Coach Mike Sullivan Head Coach Barry Trotz Assistant Coaches Sergei Gonchar, Jacques Associate Coach Lane Lambert Martin, Mark Recchi Assistant Coaches / Goalie Coach John Gruden, Scott Gomez, Goaltending Coach / Video Coach Mike Buckley / Andy Saucier Piero Greco Tonight's Officials Referees Brian Pochmara (16), Wes McCauley (4), Linesmen Scott Cherrey (50), Devin Berg (87) Tim Peel (20)* Supervisor Rob Shick Video Judge Eric Peck Ntl. Anthem Angelica Salem * Denotes Standby Official. Today's Schedule CBJ @ TBL : 7:00 PIT @ NYI : 7:30 VGK @ SJS : 7:30 STL @ WPG : 8:30 New York Islanders: Roster Active (27 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 Thomas Hickey D 6' 0" 183 Feb 8, 1989 Calgary, AB, CAN 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 11 Tanner Fritz C 5' 11" 192 Aug 20, 1991 Grande Prairie, AB, CAN 12 Josh Bailey R 6' 1" 212 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 Luca Sbisa D 6' 3" 204 Jan 30, 1990 Ozieri, ITA 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 40 Robin Lehner G 6' 4" 240 Jul 24, 1991 Gothenburg, SWE 44 Dennis Seidenberg D 6' 0" 199 Jul 18, 1981 Schwenningen, DEU 47 Leo Komarov R 5' 11" 209 Jan 23, 1987 Narva, EST 51 Valtteri Filppula C 6' 0" 196 Mar 20, 1984 Vantaa, FIN 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 27 Players Total Avg: 6' 1" 207 Age: 28.6 Goal Streaks Assist Streaks Point Streaks No active streaks No active streaks No active streaks Pittsburgh Penguins: Roster Active (25 Players) # Name Pos Ht. Wt. Born Birth Place 1 Casey DeSmith G 6' 0" 181 Aug 13, 1991 Rochester, NH, USA 2 Chad Ruhwedel D 5' 11" 191 May 7, 1990 San Diego, CA, USA 3 Olli Maatta D 6' 2" 206 Aug 22, 1994 Jyväskylä, FIN 4 Justin Schultz D 6' 2" 193 Jul 6, 1990 Kelowna, BC, CAN 5 Zach Trotman D 6' 3" 217 Aug 26, 1990 Carmel, IN, USA 7 Matt Cullen C 6' 1" 202 Nov 2, 1976 Virginia, MN, USA 8 Brian Dumoulin D 6' 4" 207 Sep 6, 1991 Biddeford, ME, USA 10 Garrett Wilson L 6' 2" 199 Mar 16, 1991 Barrie, ON, CAN 12 Dominik Simon C 5' 11" 190 Aug 8, 1994 Prague, CZE 17 Bryan Rust R 5' 11" 192 May 11, 1992 Pontiac, MI, USA 19 Jared McCann C 6' 1" 185 May 31, 1996 Stratford, ON, CAN 27 Nick Bjugstad C 6' 6" 215 Jul 17, 1992 Minneapolis, MN, USA 28 Marcus Pettersson D 6' 3" 177 May 8, 1996 Skellefteå, SWE 30 Matt Murray G 6' 4" 178 May 25, 1994 Thunder Bay, ON, CAN 35 Tristan Jarry G 6' 2" 194 Apr 29, 1995 Surrey, BC, CAN 44 Erik Gudbranson D 6' 5" 217 Jan 7, 1992 Ottawa, ON, CAN 46 Zach Aston-Reese C 6' 0" 204 Aug 10, 1994 Staten Island, NY, USA 53 Teddy Blueger C 6' 0" 185 Aug 15, 1994 Riga, LVA 58 Kris Letang D 6' 0" 201 Apr 24, 1987 Montreal, QC, CAN 59 Jake Guentzel L 5' 11" 180 Oct 6, 1994 Omaha, NE, USA 71 Evgeni Malkin C 6' 3" 195 Jul 31, 1986 Magnitogorsk, RUS 72 Patric Hornqvist R 5' 11" 189 Jan 1, 1987 Sollentuna, SWE 73 Jack Johnson D 6' 1" 227 Jan 13, 1987 Indianapolis, IN, USA 81 Phil Kessel R 6' 0" 202 Oct 2, 1987 Madison, WI, USA 87 Sidney Crosby C 5' 11" 200 Aug 7, 1987 Cole Harbour, NS, CAN 25 Players Total Avg: 6' 1" 197 Age: 28.1 Goal Streaks Assist Streaks Point Streaks No active streaks No active streaks No active streaks New York Islanders: Playoff Statistics Pos # Player GP G A P +/- PIM PP SH GW S % TOI/g FO% Hits Blks R 7 Jordan Eberle 1 1 1 2 2 0 0 0 0 5 20.0 16:38 0.00 0 0 D 2 Nick Leddy 1 1 0 1 1 0 0 0 0 1 100.0 21:04 0.00 3 1 R 12 Josh Bailey 1 1 0 1 1 0 0 0 1 1 100.0 19:12 0.00 1 0 C 29 Brock Nelson 1 1 0 1 -1 2 1 0 0 4 25.0 20:13 42.10 1 1 D 3 Adam Pelech 1 0 1 1 0 0 0 0 0 3 0.0 23:05 0.00 2 2 C 13 Mathew Barzal 1 0 1 1 2 0 0 0 0 4 0.0 15:22 50.00 1 1 D 25 Devon Toews 1 0 1 1 0 0 0 0 0 3 0.0 19:37 0.00 1 0 L 27 Anders Lee 1 0 1 1 1 2 0 0 0 2 0.0 13:35 75.00 5 0 R 47 Leo Komarov 1 0 1 1 0 2 0 0 0 1 0.0 13:03 75.00 4 1 C 51 Valtteri Filppula 1 0 1 1 1 0 0 0 0 2 0.0 15:30 75.00 0 0 D 6 Ryan Pulock 1 0 0 0 1 2 0 0 0 0 0.0 22:27 0.00 1 1 R 14 Tom Kuhnhackl 1 0 0 0 0 0 0 0 0 1 0.0 17:42 0.00 4 2 R 15 Cal Clutterbuck 1 0 0 0 -1 0 0 0 0 3 0.0 17:01 0.00 6 0 L 17 Matt Martin 1 0 0 0 -1 0 0 0 0 1 0.0 11:39 0.00 7 0 L 18 Anthony Beauvillier 1 0 0 0 1 0 0 0 0 1 0.0 11:01 0.00 1 1 D 24 Scott Mayfield 1 0 0 0 -2 2 0 0 0 1 0.0 18:32 0.00 2 4 C 53 Casey Cizikas 1 0 0 0 -2 0 0 0 0 0 0.0 15:45 50.00 2 0 D 55 Johnny Boychuk 1 0 0 0 2 0 0 0 0 0 0.0 22:38 0.00 1 3 # Player GP Min GAA W L OT SO GA SVS SV% G A PIM 1 Thomas Greiss - - - - - - - - - - - - - 40 Robin Lehner 1 65 2.77 1 0 0 0 3 41 .932 0 0 0 Pittsburgh Penguins: Playoff Statistics Pos # Player GP G A P +/- PIM PP SH GW S % TOI/g FO% Hits Blks D 4 Justin Schultz 1 1 1 2 0 0 0 0 0 3 33.3 21:19 0.00 2 2 C 71 Evgeni Malkin 1 1 1 2 1 2 1 0 0 6 16.7 18:53 64.28 2 0 R 81 Phil Kessel 1 1 1 2 1 2 0 0 0 5 20.0 20:56 0.00 1 0 D 8 Brian Dumoulin 1 0 1 1 -2 0 0 0 0 4 0.0 19:40 0.00 3 0 C 12 Dominik Simon 1 0 1 1 1 0 0 0 0 1 0.0 12:36 50.00 2 1 D 58 Kris Letang 1 0 1 1 0 2 0 0 0 4 0.0 28:38 0.00 3 4 D 3 Olli Maatta 1 0 0 0 -2 0 0 0 0 0 0.0 18:44 0.00 0 0 C 7 Matt Cullen 1 0 0 0 0 0 0 0 0 0 0.0 10:27 62.50 3 1 L 10 Garrett Wilson 1 0 0 0 0 0 0 0 0 1 0.0 08:29 0.00 2 0 R 17 Bryan Rust 1 0 0 0 -2 0 0 0 0 1 0.0 14:47 0.00 3 2 C 19 Jared McCann 1 0 0 0 0 0 0 0 0 3 0.0 17:05 33.33 1 0 C 27 Nick Bjugstad 1 0 0 0 0 0 0 0 0 4 0.0 18:02 25.00 8 0 D 28 Marcus Pettersson 1 0 0 0 1 2 0 0 0 3 0.0 21:07 0.00 1 0 D 44 Erik Gudbranson 1 0 0 0 1 0 0 0 0 1 0.0 16:58 0.00 3 2 C 46 Zach Aston-Reese 1 0 0 0 -1 0 0 0 0 1 0.0 08:43 0.00 4 1 L 59 Jake Guentzel 1 0 0 0 -1 0 0 0 0 0 0.0 21:11 0.00 3 0 R 72 Patric Hornqvist 1 0 0 0 0 0 0 0 0 5 0.0 16:51 0.00 1 0 C 87 Sidney Crosby 1 0 0 0 -1 0 0 0 0 2 0.0 22:43 41.66 1 0 # Player GP Min GAA W L OT SO GA SVS SV% G A PIM 1 Casey DeSmith - - - - - - - - - - - - - 30 Matt Murray 1 64 3.75 0 1 0 0 4 29 .879 0 0 0 Pittsburgh Penguins @ New York Islanders Team Records Pittsburgh Penguins New York Islanders Last game: Wednesday AT NY ISLANDERS (4-3 L) Wednesday VS PITTSBURGH (4-3 W) Next game: Sunday VS NY ISLANDERS Sunday AT PITTSBURGH Overall record/streak: 0 - 1 - 1 / Lost 1 1 - 0 - 0 / Win 1 / Undef 1 Home record/streak: 0 - 0 - 0 / Lost 0 1 - 0 - 0 / Win 1 / Undef 1 Road record/streak: 0 - 1 - 1 / Lost 1 0 - 0 - 0 / Lost 0 1-Goal Games: 0 - 1 - 0 1 - 0 - 0 2-Goal Games 0 - 0 0 - 0 3-Goal Games 0 - 0 0 - 0 Scoring first 0 - 0 - 0 1 - 0 - 0 Opponent scoring first 0 - 1 - 0 0 - 0 - 0 Leading after 1 period 0 - 0 - 0 1 - 0 - 0 Trailing after 1 period 0 - 1 - 0 0 - 0 - 0 Tied after 1 period 0 - 0 - 0 0 - 0 - 0 Leading after 2 periods 0 - 0 - 0 0 - 0 - 0 Trailing after 2 periods 0 - 0
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    Anaheim Ducks Boston Bruins POS PLAYER GP G A PTS +/- PIM POS PLAYER GP G A PTS +/- PIM F Ryan Getzlaf 74 15 58 73 7 49 F Brad Marchand 80 39 46 85 18 81 F Ryan Kesler 82 22 36 58 8 83 F David Pastrnak 75 34 36 70 11 34 F Corey Perry 82 19 34 53 2 76 F David Krejci 82 23 31 54 -12 26 F Rickard Rakell 71 33 18 51 10 12 F Patrice Bergeron 79 21 32 53 12 24 F Patrick Eaves~ 79 32 19 51 -2 24 D Torey Krug 81 8 43 51 -10 37 F Jakob Silfverberg 79 23 26 49 10 20 F Ryan Spooner 78 11 28 39 -8 14 D Cam Fowler 80 11 28 39 7 20 F David Backes 74 17 21 38 2 69 F Andrew Cogliano 82 16 19 35 11 26 D Zdeno Chara 75 10 19 29 18 59 F Antoine Vermette 72 9 19 28 -7 42 F Dominic Moore 82 11 14 25 2 44 F Nick Ritchie 77 14 14 28 4 62 F Drew Stafford~ 58 8 13 21 6 24 D Sami Vatanen 71 3 21 24 3 30 F Frank Vatrano 44 10 8 18 -3 14 D Hampus Lindholm 66 6 14 20 13 36 F Riley Nash 81 7 10 17 -1 14 D Josh Manson 82 5 12 17 14 82 D Brandon Carlo 82 6 10 16 9 59 F Ondrej Kase 53 5 10 15 -1 18 F Tim Schaller 59 7 7 14 -6 23 D Kevin Bieksa 81 3 11 14 0 63 F Austin Czarnik 49 5 8 13 -10 12 F Logan Shaw 55 3 7 10 3 10 D Kevan Miller 58 3 10 13 1 50 D Shea Theodore 34 2 7 9 -6 28 D Colin Miller 61 6 7 13 0 55 D Korbinian Holzer 32 2 5 7 0 23 D Adam McQuaid 77 2 8 10 4 71 F Chris Wagner 43 6 1 7 2 6 F Matt Beleskey 49 3 5 8 -10 47 D Brandon Montour 27 2 4 6 11 14 F Noel Acciari 29 2 3 5 3 16 D Clayton Stoner 14 1 2 3 0 28 D John-Michael Liles 36 0 5 5 1 4 F Ryan Garbutt 27 2 1 3 -3 20 F Jimmy Hayes 58 2 3 5 -3 29 F Jared Boll 51 0 3 3 -3 87 F Peter Cehlarik 11 0 2 2
  • 1988-1989 Panini Hockey Stickers Page 1 of 3 ‰ 1 Road to the Cup

    1988-1989 Panini Hockey Stickers Page 1 of 3 ‰ 1 Road to the Cup

    1988-1989 Panini Hockey Stickers Page 1 of 3 1 Road to the Cup Calgary Flames Edmonton Oilers St. Louis Blues 2 Flames logo 50 Oilers logo 98 Blues logo 3 Flames uniform 51 Oilers uniform 99 Blues uniform 4 Mike Vernon 52 Grant Fuhr 100 Greg Millen 5 Al MacInnis 53 Charlie Huddy 101 Brian Benning 6 Brad McCrimmon 54 Kevin Lowe 102 Gordie Roberts 7 Gary Suter 55 Steve Smith 103 Gino Cavallini 8 Mike Bullard 56 Jeff Beukeboom 104 Bernie Federko 9 Hakan Loob 57 Glenn Anderson 105 Doug Gilmour 10 Lanny McDonald 58 Wayne Gretzky 106 Tony Hrkac 11 Joe Mullen 59 Jari Kurri 107 Brett Hull 12 Joe Nieuwendyk 60 Craig MacTavish 108 Mark Hunter 13 Joel Otto 61 Mark Messier 109 Tony McKegney 14 Jim Peplinski 62 Craig Simpson 110 Rick Meagher 15 Gary Roberts 63 Esa Tikkanen 111 Brian Sutter 16 Flames team photo (left) 64 Oilers team photo (left) 112 Blues team photo (left) 17 Flames team photo (right) 65 Oilers team photo (right) 113 Blues team photo (right) Chicago Blackhawks Los Angeles Kings Toronto Maple Leafs 18 Blackhawks logo 66 Kings logo 114 Maple Leafs logo 19 Blackhawks uniform 67 Kings uniform 115 Maple Leafs uniform 20 Bob Mason 68 Glenn Healy 116 Alan Bester 21 Darren Pang 69 Rolie Melanson 117 Ken Wregget 22 Bob Murray 70 Steve Duchense 118 Al Iafrate 23 Gary Nylund 71 Tom Laidlaw 119 Luke Richardson 24 Doug Wilson 72 Jay Wells 120 Borje Salming 25 Dirk Graham 73 Mike Allison 121 Wendel Clark 26 Steve Larmer 74 Bobby Carpenter 122 Russ Courtnall 27 Troy Murray
  • For Immediate Release Contacts: Aaron Sickman (651) 602-6009 Friday, March 19, 2021 Megan Kogut (651) 312-3439

    For Immediate Release Contacts: Aaron Sickman (651) 602-6009 Friday, March 19, 2021 Megan Kogut (651) 312-3439

    For Immediate Release Contacts: Aaron Sickman (651) 602-6009 Friday, March 19, 2021 Megan Kogut (651) 312-3439 TOP TEN CANDIDATES FOR 2021 MR. HOCKEY AWARD ANNOUNCED HENRY BOUCHA RECIPIENT OF MR. HOCKEY AMBASSADOR AWARD SAINT PAUL, Minn. – The Minnesota All Sports Alliance today announced the Top Ten Candidates for the 37th Annual Mr. Hockey Award are: Carter Batchelder (Eden Prairie), Cam Boche (Lakeville South), Jackson Hallum (St. Thomas Academy), Kyle Kukkonen (Maple Grove), Luke Levandowski (Rosemount), Luke Mittelstadt (Eden Prairie), Henry Nelson (Maple Grove), Joe Palodichuk (Hill-Murray), Jack Peart (Grand Rapids) and Joey Pierce (Hermantown). The Minnesota All Sports Alliance also announced today that Aksel Reid (Blake), Alex Timmons (Gentry Academy) and Jack Wieneke (Maple Grove) are the finalists for The Frank Brimsek Award, in recognition of the state’s top senior goaltender. Henry Boucha is the recipient of the fourth annual Mr. Hockey Ambassador Award, given to an influential leader dedicated to the growth and development of hockey in Minnesota. The 37th annual Mr. Hockey Awards Banquet will be held virtually starting at 4 p.m. on Monday, April 5 at TRIA Rink in downtown Saint Paul and hosted by Katie Emmer. Click here for the Zoom link. The Minnesota State High School League Boys’ Hockey Tournament will be held at Xcel Energy Center March 30-31 and April 2-3. The Minnesota Wild sponsor the Mr. Hockey Awards Banquet. The Mr. Hockey Award is hosted, coordinated, and presented by the Minnesota All Sports Alliance. The Mr. Hockey Award is given to the outstanding senior high school boys’ hockey player in the state of Minnesota and is selected by a panel of National Hockey League Scouts, Junior Scouts/Coaches and selected media members from around the state.
  • 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