Player Fouls Steven Adams 204 LaMarcus Aldridge 179 Jarrett Allen 184 Al-Farouq Aminu 143 Kyle Anderson 112 Giannis Antetokounmpo 232 Carmelo Anthony 32 Ryan Arcidiacono 171 Trevor Ariza 130 D.J. Augustin 115 Deandre Ayton 209 Marvin Bagley 120 Lonzo Ball 114 Harrison Barnes 122 Will Barton 82 Nicolas Batum 140 Kent Bazemore 170 Bradley Beal 226 Patrick Beverley 265 Eric Bledsoe 156 Bogdan Bogdanovic 142 Bojan Bogdanovic 138 Devin Booker 200 Avery Bradley 167 Mikal Bridges 201 Malcolm Brogdon 102 Jaylen Brown 186 Reggie Bullock 109 Alec Burks 62 Jimmy Butler 111 Kentavious Caldwell-Pope 137 Isaiah Canaan 46 Clint Capela 168 DeMarre Carroll 114 Willie Cauley-Stein 227 Wilson Chandler 94 Jordan Clarkson 112 John Collins 199 Darren Collison 138 Mike Conley 123 DeMarcus Cousins 109 Robert Covington 126 Allen Crabbe 102 Jae Crowder 170 Stephen Curry 166 Anthony Davis 132 Dewayne Dedmon 214 DeMar DeRozan 177 Spencer Dinwiddie 187 Luka Doncic 137 Damyean Dotson 135 Goran Dragic 81 Andre Drummond 272 Kris Dunn 166 Kevin Durant 155 Wayne Ellington 92 Joel Embiid 211 Kenneth Faried 74 Terrance Ferguson 231 Dorian Finney-Smith 186 Bryn Forbes 159 Evan Fournier 225 De'Aaron Fox 204 Danilo Gallinari 129 Marc Gasol 217 Rudy Gay 159 Paul George 214 Taj Gibson 186 Shai Gilgeous-Alexander 175 Rudy Gobert 231 Aaron Gordon 172 Eric Gordon 143 Jerami Grant 214 Danny Green 171 Draymond Green 197 Jeff Green 160 Blake Griffin 199 Tim Hardaway 141 James Harden 244 Montrezl Harrell 255 Gary Harris 113 Joe Harris 182 Tobias Harris 184 Josh Hart 147 Gordon Hayward 104 Buddy Hield 202 George Hill 35 Jrue Holiday 148 Justin Holiday 164 Rodney Hood 146 Al Horford 126 Danuel House 80 Dwight Howard 34 Kevin Huerter 155 R.J. Hunter 3 Serge Ibaka 211 Joe Ingles 180 Brandon Ingram 149 Kyrie Irving 167 Jonathan Isaac 143 Jaren Jackson 220 Josh Jackson 209 Reggie Jackson 208 LeBron James 94 Tyler Johnson 97 Nikola Jokic 228 DeAndre Jordan 167 Cory Joseph 131 Enes Kanter 167 Kevin Knox 175 Kyle Kuzma 170 Jeremy Lamb 140 Zach LaVine 140 Walt Lemon 14 Kawhi Leonard 87 Caris LeVert 77 Damian Lillard 148 Brook Lopez 189 Kevin Love 54 Kyle Lowry 166 Lauri Markkanen 122 Wesley Matthews 160 CJ McCollum 172 Khris Middleton 172 Darius Miller 165 Paul Millsap 183 Nikola Mirotic 107 Donovan Mitchell 208 E'Twaun Moore 112 Marcus Morris 181 Markieff Morris 117 Monte Morris 102 Emmanuel Mudiay 103 Jamal Murray 153 Larry Nance 192 Jusuf Nurkic 250 Victor Oladipo 72 Cedi Osman 195 Kelly Oubre 181 Jabari Parker 145 Chris Paul 146 Elfrid Payton 81 Otto Porter 108 Bobby Portis 145 Julius Randle 246 J.J. Redick 129 Josh Richardson 200 Austin Rivers 207 Rajon Rondo 100 Derrick Rose 57 Terrence Ross 119 Ricky Rubio 180 D'Angelo Russell 141 Domantas Sabonis 239 JaKarr Sampson 8 Dario Saric 182 Tomas Satoransky 172 Dennis Schroder 189 Collin Sexton 186 Landry Shamet 49 Iman Shumpert 92 Pascal Siakam 241 Ben Simmons 209 Marcus Smart 201 Dennis Smith 129 Jayson Tatum 168 Jeff Teague 90 Garrett Temple 204 Klay Thompson 157 Tristan Thompson 89 Karl-Anthony Towns 292 P.J. Tucker 252 Myles Turner 195 Jonas Valanciunas 64 Fred VanVleet 110 Noah Vonleh 174 Nikola Vucevic 157 Dwyane Wade 118 Dion Waiters 72 Kemba Walker 131 John Wall 71 Taurean Waller-Prince 141 T.J. Warren 119 Russell Westbrook 245 Derrick White 145 Andrew Wiggins 153 Lou Williams 80 Marvin Williams 156 Justise Winslow 177 Delon Wright 50 Thaddeus Young 194 Trae Young 140 Cody Zeller 164 The variable Fouls in the dataset NBAPlayers2019 shows the total number of fouls during the 2018-2019 season for all players in the NBA (National Basketball Association) who played at least 24 minutes per game that season. We use this group as a sample of all NBA players in all seasons who play regularly. Use this information to test whether there is evidence that NBA players who play regularly have a mean number of fouls in a season less than 160 (or roughly 2 fouls per game). State the null and alternative hypotheses= ? Give the test statistic and the p-value. Round your answer for the test statistic to two decimal places and your answer for the p-value to three decimal places. test statistic = ? p-value = ? Does the sample provide evidence that NBA players who play regularly have a mean number of fouls in a season less than 160 (or roughly 2 fouls per game)?

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Estimation

A new framework of data analysis where the new statistical methods are used for interpreting the results and analyzing the data is known as estimation in statistics.