February 5, 2007

Hooking, Holding and Tripping

In the new NHL three penalties took a new level of importance: Hooking, Holding and Tripping. This post looks at the hooking, holding and tripping rates (combined) for individuals and teams. No one generally looks at these three penalties very often. Only one number is generally reported to the NHL: Penalty Minutes and Quantity of penalties, which includes many other penalties. I find this information interesting. I don't have too much to say about it, so most of this post is data. I should mention I scaled ice time differently for PP, SH andEV due to the fact the rates are different, these scale factors were poorly estimated though. As per usual all stats ("the rates") are penalties per hour, so Madden has 0.0687 hooks, holds and trips per hour. I included a NUM column so you can see how few of these calls each player actually gets.

Individual results
NFILastnamePENNUMTEAM
1JMADDEN0.06871N.J
2JLEHTINEN0.07431DAL
3ILAPERRIERE0.09201COL
4PMARTIN0.09602N.J
5SWALKER0.13472CAR
6PBOUCHARD0.13842MIN
7SSULLIVAN0.14382NSH
8IWHITE0.14752TOR
9JO'NEILL0.15952TOR
10SRUCCHIN0.16062ATL
11SSAMSONOV0.16212MTL
12AOVECHKIN0.16233WSH
13VKOZLOV0.16983ATL
14APICARD0.17582PHI
15DLANGKOW0.18293CGY
16BBURNS0.18352MIN
17BRICHARDS0.20134T.B
18BSMOLINSKI0.20953CHI
19JPANDOLFO0.21243N.J
20JLUPUL0.21423EDM
21JDUMONT0.21563NSH
22JTHORNTON0.22394S.J
23PKARIYA0.22524NSH
24WWOLSKI0.23033COL
25JLILES0.23053COL
26MRIBEIRO0.23793DAL
27TKABERLE0.23825TOR
28MGRIER0.23843S.J
29JJOKINEN0.24163DAL
30ASTEEN0.24283TOR
31RSUTER0.25514NSH
32CWHITE0.26114N.J
33RWHITNEY0.26575PIT
34DHEATLEY0.26685OTT
35ZMICHALEK0.26805PHX
36MFISHER0.26933OTT
37RUMBERGER0.28223PHI
38CPRONGER0.28635ANA
39JIGINLA0.28704CGY
40MST. LOUIS0.29066T.B
41MVLASIC0.29705S.J
42LSMID0.29764EDM
43SGAGNE0.29995PHI
44EPERRIN0.30014T.B
45BSUTHERBY0.30103WSH
46SDOAN0.30574PHX
47THUNTER0.30873NYI
48MBELL0.30883S.J
49RREGEHR0.31145CGY
50SVEILLEUX0.31343MIN
51DPENNER0.31894ANA
52BRAFALSKI0.31917N.J
53PRISSMILLER0.31933S.J
54JVANDERMEER0.32034CHI
55MPARRISH0.32314MIN
56SZUBOV0.32336DAL
57MHOSSA0.32526ATL
58BHEDICAN0.32594CAR
59BRADIVOJEVIC0.33104MIN
60LVISNOVSKY0.33147L.A
61PEAVES0.33334OTT
62BSTUART0.33675BOS
63BGUERIN0.33825STL
64MBERGERON0.35315EDM
65SKAPANEN0.36264PHI
66GLATENDRESSE0.36764MTL
67SWEBER0.36926NSH
68ROLESZ0.37104FLA
69BLUKOWICH0.37135N.J
70MMICHALEK0.37945S.J
71TZAJAC0.38065N.J
72TWHITE0.38235MIN
73TPREISSING0.38255OTT
74MSATAN0.38796NYI
75VPELTONEN0.39114FLA
76IKOVALCHUK0.39148ATL
77RSCUDERI0.39245PIT
78PDATSYUK0.39326DET
79MCARLE0.39706S.J
80LSTEMPNIAK0.39845STL
81ZPARISE0.39966N.J
82RBRIND'AMOUR0.40167CAR
83MSTURM0.40285BOS
84AMCDONALD0.40376ANA
85EBELANGER0.40385CAR
86ONOLAN0.40425PHX
87PSCHAEFER0.40445OTT
88JARNOTT0.40465NSH
89SPAHLSSON0.40465ANA
90BLEBDA0.40585DET
91KMCLAREN0.40795S.J
92JWILLIAMS0.40827CAR
93AMILLER0.41016L.A
94CDRURY0.41396BUF
95VPROSPAL0.41447T.B
96PRANGER0.41487T.B
97PMARLEAU0.41707S.J
98AFOOTE0.41747CBJ
99YPERREAULT0.41775PHX
100AFROLOV0.41927L.A
101KHUSELIUS0.42436CGY
102TAMONTE0.42525CGY
103ABABCHUK0.43186CAR
104RNASH0.43936CBJ
105GZANON0.43954NSH
106JLANGENBRUNNER0.43957N.J
107BSOPEL0.44005L.A
108RVRBATA0.44156CHI
109SHANNAN0.44198S.J
110SWEISS0.44285FLA
111PELIAS0.44347N.J
112NSCHULTZ0.44607MIN
113MCAMMALLERI0.44907L.A
114VKOZLOV0.45316NYI
115FBEAUCHEMIN0.45487ANA
116JBLAKE0.45857NYI
117AKOPITAR0.46048L.A
118SMONTADOR0.46294FLA
119LNAGY0.46407PHX
120PNUMMELIN0.46556MIN
121BCAMPBELL0.46579BUF
122BBOYES0.46636BOS
123JWISNIEWSKI0.46815CHI
124NALEXEEV0.46916T.B
125MROZSIVAL0.46928NYR
126NHAGMAN0.47055DAL
127NLIDSTROM0.470910DET
128TVANEK0.47167BUF
129PDEMITRA0.47177MIN
130VLECAVALIER0.47219T.B
131BBETTS0.47725NYR
132JSTUMPEL0.47827FLA
133SO'DONNELL0.47827ANA
134BCLYMER0.47896WSH
135SBRYLIN0.48157N.J
136DSYDOR0.48167DAL
137BGIONTA0.48168N.J
138MJOHNSON0.48816MTL
139NHAVELID0.48849ATL
140AMESZAROS0.49289OTT
141DHAMHUIS0.49558NSH
142DWIDEMAN0.50058STL
143DLEGWAND0.50587NSH
144MSTRAKA0.50749NYR
145NZHERDEV0.51376CBJ
146GROBERTS0.51636FLA
147AMIETTINEN0.51716DAL
148ACARTER0.52216CBJ
149FKUBA0.52509T.B
150JCHEECHOO0.52547S.J
151RHAINSEY0.52569CBJ
152WMITCHELL0.52866VAN
153JCORVO0.52898OTT
154DHATCHER0.52929PHI
155TSELANNE0.53018ANA
156JGORGES0.53146S.J
157MGELINAS0.53216FLA
158KBALLARD0.53257PHX
159TMOEN0.53526ANA
160WREDDEN0.53607OTT
161MNYLANDER0.53969NYR
162ABRUNETTE0.54258COL
163MNORSTROM0.54299L.A
164DBOYLE0.543513T.B
165CCHELIOS0.54386DET
166JSIM0.54576ATL
167CNEIL0.55007OTT
168MSCHNEIDER0.55338DET
169JMELICHAR0.55456PIT
170FSJOSTROM0.55766PHX
171SO'BRIEN0.55947ANA
172CKUNITZ0.55988ANA
173KTIMONEN0.561210NSH
174DFRITSCHE0.56216CBJ
175JODUYA0.56678N.J
176MSILLINGER0.56808NYI
177PBERGERON0.56859BOS
178TPLEKANEC0.56947MTL
179AHEMSKY0.57207EDM
180DMORRIS0.57719PHX
181MLAPOINTE0.58027CHI
182RTORRES0.58407EDM
183AFERENCE0.58598CGY
184JPOMINVILLE0.58628BUF
185BPOTHIER0.586410WSH
186ZCHARA0.590312BOS
187TDALEY0.59228DAL
188CPHILLIPS0.593010OTT
189DKALININ0.59419BUF
190SHARTNELL0.59678NSH
191BSEABROOK0.60159CHI
192DALFREDSSON0.603510OTT
193SSALO0.60438VAN
194BALLEN0.607710FLA
195DBROWN0.60789L.A
196BMCLEAN0.61006COL
197JSPEZZA0.61398OTT
198PKUBINA0.61477TOR
199PAXELSSON0.61507BOS
200AKOTALIK0.61628BUF
201MSKOULA0.621910MIN
202CRIVET0.623310MTL
203DPHANEUF0.623913CGY
204SSOURAY0.625911MTL
205OSAPRYKIN0.62697PHX
206NPRATT0.63077T.B
207SAVERY0.63159L.A
208GMURRAY0.632410BOS
209SHORCOFF0.632410EDM
210SSTAIOS0.64309EDM
211TARNASON0.64348COL
212SGOMEZ0.64399N.J
213PCAJANEK0.64418STL
214NHORTON0.650810FLA
215MDANDENAULT0.65636MTL
216MKOMISAREK0.660910MTL
217SEMINGER0.66209WSH
218PPRUCHA0.66227NYR
219KRACHUNEK0.66289NYR
220BCLARK0.665012COL
221MGREEN0.66519WSH
222JSMITH0.665310EDM
223DKEITH0.669212CHI
224AVOLCHENKOV0.672010OTT
225HZETTERBERG0.672911DET
226BORPIK0.67377PIT
227BJACKMAN0.67418STL
228KJOHNSSON0.678012MIN
229SCROSBY0.678211PIT
230VVISHNEVSKI0.678510ATL
231PSYKORA0.679110EDM
232MRECCHI0.680411PIT
233MCOOKE0.68268VAN
234BSHANAHAN0.689511NYR
235TNUMMINEN0.690011BUF
236PMARA0.694511BOS
237RHAMRLIK0.699412CGY
238RWHITNEY0.707912CAR
239NKAPANEN0.70847ATL
240KSKRASTINS0.709211COL
241ESTAAL0.714513CAR
242JFRANZEN0.71627DET
243AMARKOV0.717013MTL
244MSAVARD0.721012BOS
245MERAT0.731011NSH
246MCULLEN0.73119NYR
247KKLEE0.732311COL
248AJOHNSON0.73257CBJ
249RKESLER0.73258VAN
250CARMSTRONG0.73909PIT
251CKILGER0.74188TOR
252JMODRY0.744010DAL
253MNASLUND0.749712VAN
254FTYUTIN0.752812NYR
255DMARKOV0.75309DET
256ATANGUAY0.753111CGY
257HSEDIN0.753312VAN
258JHEWARD0.75618WSH
259AKOVALEV0.758512MTL
260SBARNES0.75979DAL
261JHECHT0.760410BUF
262AALBERTS0.763611BOS
263RFEDOTENKO0.768611T.B
264RDVORAK0.770910STL
265DSEDIN0.777512VAN
266AVERMETTE0.77969OTT
267GDE VRIES0.779714ATL
268CSARICH0.783211T.B
269AHILBERT0.78417NYI
270RSALEI0.787315FLA
271JWILLIAMS0.78739DET
272BROLSTON0.787614MIN
273AERIKSSON0.790412CBJ
274JBOUWMEESTER0.793116FLA
275NPAETSCH0.79337BUF
276OJOKINEN0.793414FLA
277BSALVADOR0.800411STL
278EMALKIN0.801112PIT
279THOLMSTROM0.801810DET
280BMCCABE0.802317TOR
281CEHRHOFF0.803313S.J
282ECOLE0.804313CAR
283JMAYERS0.80488STL
284PSTASTNY0.811611COL
285EJOVANOVSKI0.811714PHX
286RBLAKE0.815416L.A
287SNIEDERMAYER0.826317ANA
288HGILL0.827312TOR
289RJONES0.82839PHI
290KMALTBY0.83088DET
291LKUKKONEN0.83149CHI
292TLYDMAN0.833011BUF
293DTJARNQVIST0.833510EDM
294JMCCLEMENT0.83478STL
295MKNUBLE0.842812PHI
296DCLEARY0.856910DET
297JPITKANEN0.858216PHI
298SMORRISONN0.860412WSH
299CCLARK0.861912WSH
300DROY0.862411BUF
301KTKACHUK0.864413STL
302MZIDLICKY0.866315NSH
303NKRONVALL0.868812DET
304AWARD0.875913NYR
305MRUCINSKY0.876912STL
306BWITT0.877713NYI
307DWEIGHT0.881414STL
308PDUPUIS0.88949MIN
309MZIGOMANIS0.89029PHX
310CGRATTON0.89769FLA
311JSAKIC0.901515COL
312BHOLIK0.902312ATL
313MLOMBARDI0.908312CGY
314MMALHOTRA0.913410CBJ
315DZUBRUS0.914615WSH
316FPISANI0.918712EDM
317CBACKMAN0.919310STL
318KBIEKSA0.919617VAN
319SGONCHAR0.920019PIT
320CKELLY0.923511OTT
321DBRIERE0.924516BUF
322JSPACEK0.929115BUF
323EBREWER0.932517STL
324RKLESLA0.936915CBJ
325JSTOLL0.947913EDM
326BGERVAIS0.959211NYI
327PSHARP0.962012CHI
328APONIKAROVSKY0.976111TOR
329RNIEDERMAYER0.976112ANA
330MHEJDUK0.977713COL
331DARKHIPOV0.981011CHI
332DVYBORNY0.985516CBJ
333DARMSTRONG0.990012L.A
334MGREENE0.991812EDM
335RSMYTH0.993613EDM
336MRYDER1.002314MTL
337MKOIVU1.002415MIN
338PBOUCHER1.009116DAL
339SHILL1.014017NYI
340JDIPENTA1.017410ANA
341MSUNDIN1.024715TOR
342SFEDOROV1.025313CBJ
343SKOIVU1.025815MTL
344MSTAJAN1.027613TOR
345BWILLSIE1.031211L.A
346BMORRISON1.041015VAN
347MVAN RYN1.047516FLA
348RLANG1.048815DET
349JJAGR1.049820NYR
350CSCHUBERT1.052610OTT
351JHALPERN1.057413DAL
352DJANIK1.057913T.B
353AYASHIN1.065613NYI
354RMARTINEK1.067814NYI
355MAFINOGENOV1.072315BUF
356FMODIN1.078515CBJ
357TPOTI1.084319NYI
358ASEMIN1.094716WSH
359OVAANANEN1.124813COL
360KCARNEY1.133413MIN
361NWALLIN1.143612CAR
362LKRAJICEK1.151918VAN
363RBONK1.160213MTL
364KDRAPER1.161914DET
365MOHLUND1.166823VAN
366BBATTAGLIA1.200012TOR
367CCONROY1.214415L.A
368TRUUTU1.218515CHI
369SDONOVAN1.218613BOS
370MCOMMODORE1.236920CAR
371BMEZEI1.243713FLA
372SHNIDY1.257914ATL
373JCHIMERA1.314315CBJ
374TMARCHANT1.354214ANA
375RWARRENER1.371914CGY
376CBROWN1.404913S.J
377GWESLEY1.414615CAR
378DMOORE1.421814PIT
379APEREZHOGIN1.422914MTL
380KCALDER1.432916PHI
381MREASONER1.520415EDM
382JBULIS1.556818VAN
383SROBIDAS1.652525DAL
384MMALIK1.669719NYR
385JCULLIMORE1.827817CHI
386WPRIMEAU2.033521BOS

Division Graphs
What the graphs below show is the distribution of the above rates for different teams. The graphs are just estimated curves from a histogram of the individual rates. If there's more spread (like Vancouver) it means that the team has some excellent players and some terrible players. The other extreme is a tiny spread, such as New Jersey. You can also see the approximate averages for the teams from the graphs.








This is just a messy graph of all the teams together. I post it only so you can see the context of some of the divisional graphs above.
Team Stats
I figured since the graphs might be hard to read that I could post some of the numerical results.


TEAMCountMeanStDevMinimumMaximumRange
ANA140.62180.30780.28631.35421.0679
ATL110.58250.32920.16061.25791.0973
BOS120.7540.4610.3372.0341.697
BUF140.71520.19900.41391.07230.6584
CAR120.6770.4040.1351.4151.280
CBJ140.76840.27970.41741.31430.8969
CGY110.5980.3380.1831.3721.189
CHI120.7590.4470.2101.8281.618
COL130.63620.30370.09201.12481.0328
DAL130.6280.4250.0741.6531.578
DET150.72440.22320.39321.16190.7687
EDM150.72310.32960.21421.52041.3062
FLA150.66770.25540.37101.24370.8727
L.A130.64180.28170.33141.21440.8830
MIN150.54450.29870.13841.13340.9950
MTL140.73150.32800.16211.42291.2608
N.J140.36900.16520.06870.64390.5752
NSH130.44690.21160.14380.86630.7225
NYI120.75240.29780.30871.08430.7756
NYR120.75730.33390.46921.66971.2005
OTT160.56260.21990.26681.05260.7858
PHI90.6240.4030.1761.4331.257
PHX110.53230.19320.26800.89020.6222
PIT100.71270.31370.26571.42181.1561
S.J140.47830.30440.22391.40491.1810
STL140.73150.19400.33820.93250.5943
T.B130.52860.23490.20131.05790.8566
TOR120.6670.3790.1481.2001.053
VAN120.88870.29300.52861.55681.0282
WSH110.66760.27530.16231.09470.9324

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