An Introduction to Hockey Analytics with R

# An Introduction to Hockey Analytics with R
## Meghan Hall

UConn Sports Analytics Symposium<br> October 9, 2021 <br> <br> <svg viewBox="0 0 512 512" style="height:1em;position:relative;display:inline-block;top:.1em;" xmlns="http://www.w3.org/2000/svg">  <path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"></path></svg> [@MeghanMHall](https://www.twitter.com/MeghanMHall) <br> <svg viewBox="0 0 496 512" style="height:1em;position:relative;display:inline-block;top:.1em;" xmlns="http://www.w3.org/2000/svg">  <path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"></path></svg>  [meghall6](https://github.com/meghall06) <br> <svg viewBox="0 0 640 512" style="height:1em;position:relative;display:inline-block;top:.1em;" xmlns="http://www.w3.org/2000/svg">  <path d="M624 416H381.54c-.74 19.81-14.71 32-32.74 32H288c-18.69 0-33.02-17.47-32.77-32H16c-8.8 0-16 7.2-16 16v16c0 35.2 28.8 64 64 64h512c35.2 0 64-28.8 64-64v-16c0-8.8-7.2-16-16-16zM576 48c0-26.4-21.6-48-48-48H112C85.6 0 64 21.6 64 48v336h512V48zm-64 272H128V64h384v256z"></path></svg>  [meghan.rbind.io](https://meghan.rbind.io/)

---
layout: true
<div class="my-footer"><span>tinyurl.com/ucsas21</span></div>
---

# About ~~me~~ you

<br>

---

---

<br>

data scientist at Zelus Analytics

]

courses + tutorials + workshops
]

---

# Today's agenda

<br>

.large[Explore how R makes hockey analysis easier]<br>
.medium[Data manipulation, via the ⭐`tidyverse`⭐ and data visualization]

<br>

<br>

---

# Data sources

<br>

---

# Data sources

.large[Aggregate data freely available for most leagues]<br>
.medium[league websites, eliteprospects.com]<br>
.medium[some event data for AHL & CHL]<br>
.medium[no TOI 😑]

<br>

<br>

.large[Specialty sources, usually for a fee]<br>
.medium[[Their Hockey Counts](https://theirhockeycounts.com/index.html#about)]<br>
.medium[[CHL microstats](https://www.patreon.com/user/overview?u=13951676)]<br>
.medium[[NHL microstats](https://www.patreon.com/CSznajder)]<br>

---

# hockeyR

<br>

<br>

---

# Today's packages

```r
library(tidyverse)
library(janitor)
library(hockeyR)
library(sportyR)
library(gt)
library(gtExtras)
library(ggtext)
```

---

# hockeyR

sample functions from `hockeyR`

```r
scrape_game(2020020322)

scrape_day(day = "2021-02-27")

scrape_season(season = 2020, type = "REG")
```

--
<br>
today's data

```r
pbp <- scrape_day(day = "2021-02-27")
```

---

# What is play-by-play data?

.medium[`pbp` from `hockeyR` has 105 variables]<br>
One row per event, with location (`x` and `y`), players on ice, etc.

---

# What is play-by-play data?

.medium[`pbp` from `hockeyR` has 105 variables]<br>
One row per event, with location (`x` and `y`), players on ice, etc.

<br>

---

# The data we want

```r
powerplay <- pbp %>% 
  mutate(length = lead(period_seconds) - period_seconds,
         PP_team = case_when((event_team_type == "home" & 
                                strength_state == "5v4") | 
                               (event_team_type == "away" & 
                                  strength_state == "4v5") 
                             ~ home_abbreviation,
                             TRUE ~ away_abbreviation)) %>% 
  filter(strength_state %in% c("5v4","4v5") & 
           (length > 0 | event_type %in% c("GOAL","SHOT"))) %>% 
  select(event_type, event_team_abbr, event_team_type, 
         home_abbreviation, away_abbreviation, PP_team,
         length, strength_state, x:y_fixed, home_on_1:away_on_7, 
         event_idx, game_id, period) %>% 
  remove_empty("cols")
```

---

# The data we want

<table class="table" style="font-size: 16px; width: auto !important; margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> event_type </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> PP_team </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> length </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> home_on_1 </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> home_on_2 </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> game_id </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> event_idx </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> FACEOFF </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> Jacob.Bryson </td>
   <td style="text-align:left;"> Curtis.Lazar </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> SHOT </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> Jacob.Bryson </td>
   <td style="text-align:left;"> Curtis.Lazar </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> CHANGE </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 34 </td>
   <td style="text-align:left;"> Jacob.Bryson </td>
   <td style="text-align:left;"> Cody.Eakin </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 39 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> CHANGE </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 3 </td>
   <td style="text-align:left;"> Cody.Eakin </td>
   <td style="text-align:left;"> Tobias.Rieder </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 40 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> CHANGE </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 5 </td>
   <td style="text-align:left;"> Cody.Eakin </td>
   <td style="text-align:left;"> Tobias.Rieder </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 41 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> CHANGE </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 10 </td>
   <td style="text-align:left;"> Curtis.Lazar </td>
   <td style="text-align:left;"> Rasmus.Ristolainen </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 42 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> GIVEAWAY </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 31 </td>
   <td style="text-align:left;"> Curtis.Lazar </td>
   <td style="text-align:left;"> Rasmus.Ristolainen </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 43 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> BLOCKED_SHOT </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 4 </td>
   <td style="text-align:left;"> Curtis.Lazar </td>
   <td style="text-align:left;"> Rasmus.Ristolainen </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 44 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> SHOT </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 0 </td>
   <td style="text-align:left;"> Curtis.Lazar </td>
   <td style="text-align:left;"> Rasmus.Ristolainen </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 45 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> FACEOFF </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 6 </td>
   <td style="text-align:left;"> Jacob.Bryson </td>
   <td style="text-align:left;"> Cody.Eakin </td>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 50 </td>
  </tr>
</tbody>
</table>

---

# The question we have

<br>

<br>

---

# The data we have

what is missing and what structure do we need?

---

# Changing the level of observation

```r
player <- powerplay %>% 
  mutate(PP_1 = ifelse(PP_team == home_abbreviation, home_on_1, 
                       away_on_1),
         PP_2 = ifelse(PP_team == home_abbreviation, home_on_2, 
                       away_on_2),
         PP_3 = ifelse(PP_team == home_abbreviation, home_on_3, 
                       away_on_3),
         PP_4 = ifelse(PP_team == home_abbreviation, home_on_4, 
                       away_on_4),
         PP_5 = ifelse(PP_team == home_abbreviation, home_on_5, 
                       away_on_5)) %>% 
  select(game_id, event_idx, contains("PP"), length) %>% 
  pivot_longer(PP_1:PP_5, values_to = "player")
```

---

# Changing the level of observation

<table class="table" style="font-size: 16px; width: auto !important; margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> game_id </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> event_idx </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> PP_team </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> length </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> name </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> player </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_1 </td>
   <td style="text-align:left;"> Kevin.Hayes </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_2 </td>
   <td style="text-align:left;"> James.van.Riemsdyk </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_3 </td>
   <td style="text-align:left;"> Ivan.Provorov </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_4 </td>
   <td style="text-align:left;"> Sean.Couturier </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_5 </td>
   <td style="text-align:left;"> Joel.Farabee </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_1 </td>
   <td style="text-align:left;"> Kevin.Hayes </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_2 </td>
   <td style="text-align:left;"> James.van.Riemsdyk </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_3 </td>
   <td style="text-align:left;"> Ivan.Provorov </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_4 </td>
   <td style="text-align:left;"> Sean.Couturier </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_5 </td>
   <td style="text-align:left;"> Joel.Farabee </td>
  </tr>
</tbody>
</table>

---

# Adding position data

```r
roster <- get_rosters(team = "all", season = 2021)
```
--

```r
position <- roster %>% 
  select(player, position) %>% 
  unique()
```
--
<table class="table" style="font-size: 16px; width: auto !important; margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> player </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> position </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Andrew Agozzino </td>
   <td style="text-align:left;"> LW </td>
  </tr>
  <tr>
   <td style="text-align:left;"> David Backes </td>
   <td style="text-align:left;"> C </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Simon Benoit </td>
   <td style="text-align:left;"> D </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sam Carrick </td>
   <td style="text-align:left;"> C </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Max Comtois </td>
   <td style="text-align:left;"> LW </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Chase De Leo </td>
   <td style="text-align:left;"> C </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nicolas Deslauriers </td>
   <td style="text-align:left;"> LW </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jamie Drysdale </td>
   <td style="text-align:left;"> D </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Haydn Fleury </td>
   <td style="text-align:left;"> D </td>
  </tr>
</tbody>
</table>

---

# Adding position data

```r
position %>% 
  get_dupes(player)
```

```
## # A tibble: 2 x 3
##   player        dupe_count position
##   <chr>              <int> <chr>   
## 1 Sebastian Aho          2 F       
## 2 Sebastian Aho          2 D
```

```r
position <- position %>% 
  filter(!(player == "Sebastian Aho" & position == "D"))

position <- position %>% 
  mutate(player = str_replace_all(player, " ", "."),
         player = str_replace_all(player, "-", "."),
         player = str_replace_all(player, "'", "."))
```

---

# Adding position data

joining data by name can be 🥴

```r
player %>% 
  left_join(position, by = "player") %>% 
  filter(is.na(position)) %>% 
  select(player) %>% 
  unique()
```

---

# Adding position data

```r
position <- position %>% 
  mutate(player = case_when(player == "Joshua.Norris" ~ "Josh.Norris",
                      player == "Mitch.Marner" ~ "Mitchell.Marner",
                      player == "Callan.Foote" ~ "Cal.Foote",
                      player == "Nicholas.Caamano" ~ "Nick.Caamano",
                      player == "Alexander.Wennberg" ~ "Alex.Wennberg",
                      player == "Dominik.Kubalík" ~ "Dominik.Kubalik",
                      player == "Mathew.Dumba" ~ "Matt.Dumba",
                      TRUE ~ player))
```

```r
player <- player %>% 
  left_join(position, by = "player") %>% 
  mutate(forward = ifelse(str_detect(position, "D"), 0, 1))
```

---

# Adding position data

<table class="table" style="font-size: 16px; width: auto !important; margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> game_id </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> event_idx </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> PP_team </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> length </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> name </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> player </th>
   <th style="text-align:left;font-weight: bold;color: white !important;background-color: #661414 !important;"> position </th>
   <th style="text-align:right;font-weight: bold;color: white !important;background-color: #661414 !important;"> forward </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_1 </td>
   <td style="text-align:left;"> Kevin.Hayes </td>
   <td style="text-align:left;"> RW </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_2 </td>
   <td style="text-align:left;"> James.van.Riemsdyk </td>
   <td style="text-align:left;"> LW </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_3 </td>
   <td style="text-align:left;"> Ivan.Provorov </td>
   <td style="text-align:left;"> D </td>
   <td style="text-align:right;"> 0 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_4 </td>
   <td style="text-align:left;"> Sean.Couturier </td>
   <td style="text-align:left;"> C </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 37 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 18 </td>
   <td style="text-align:left;"> PP_5 </td>
   <td style="text-align:left;"> Joel.Farabee </td>
   <td style="text-align:left;"> LW </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_1 </td>
   <td style="text-align:left;"> Kevin.Hayes </td>
   <td style="text-align:left;"> RW </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_2 </td>
   <td style="text-align:left;"> James.van.Riemsdyk </td>
   <td style="text-align:left;"> LW </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_3 </td>
   <td style="text-align:left;"> Ivan.Provorov </td>
   <td style="text-align:left;"> D </td>
   <td style="text-align:right;"> 0 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_4 </td>
   <td style="text-align:left;"> Sean.Couturier </td>
   <td style="text-align:left;"> C </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:right;"> 2020020322 </td>
   <td style="text-align:right;"> 38 </td>
   <td style="text-align:left;"> PHI </td>
   <td style="text-align:right;"> 7 </td>
   <td style="text-align:left;"> PP_5 </td>
   <td style="text-align:left;"> Joel.Farabee </td>
   <td style="text-align:left;"> LW </td>
   <td style="text-align:right;"> 1 </td>
  </tr>
</tbody>
</table>

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