A Compilation of my Favorite Women's Hockey Resources
I've posted these scattered around and figured it be fun to make a masterpost! im almost certainly missing some, so please feel free to add
A lot of these websites have tip jars, subscriptions, and more, and if you use them a lot, I highly recommend sending some money their way
Elite prospects <- Track many women's leagues and their stats, including international, historical, collegiate. you can also go to eliteprospects.com/womens to see transactions occuring between women's league. they also have an app now!
Giants in the crease <- Tracks goaltender statistics including quality starts and goals saved above average for PWHL, SDHL, and has historical CWHL and PHF stats.
Kyle Cushman's master spreadsheet <- includes depth charts, a game score model, breaks down stats by special teams, translates a lot of basic stats to over 60 stats to adjust for ice time, tracks attendance and stats for each team, and more.
Capbuddy <- PWHL contract information including rosters, who’s on reserve, injuries, and more in a super clean format
hockey-statistics.com/pwhl/ <- PWHL statistics including raw data you can download for game data, play by play, players, teams, and schedule, then some visualization. Includes an expected goal model, individual shot charts for skaters and goalies, and more
pwhl-insights <- similar to above, statistics for individual games, teams, and players. Includes game pace, a gamescore model, fenwick/corsi/high danger chances/scoring chances on a team level, individual shot charts, and takes a lot of the stuff from the pwhl game day app and makes it cleaner and easier to pull from
PWHL play by play scraper in python <- if you want to make some insights of your own, good github link. Creator also has a good article on an expected goal model here
The Ice Garden PWHL signing tracker <- Lets you know who extended with their team, who signed with a different pwhl team, and what kind of signing it was, and how many years
Mike Murphy, John Bouchard, and Gilles Dignard's 2024 PWHL stat spreadsheet <- Season 1 PWHL stats including scoring events, shot attempts, power play breakout data and more
I am probably missing some due to language barrier, so once again, if there's any you'd like to add go for it!
Swedish hockey stats website <- Includes on ice goals for v goals against, shot efficency, face off percentage, attendance, etc for regular season, playoffs, and relegation/promotion play
Auroraliiga stats and rosters from the leijonat website <- includes standings, rosters, game information, and player statistics (including time on ice) for Auroraliiga regular season and playoffs. Option to toggle the language to English at the bottom of the page and even has the statistics downloadable!
Postfinance Women's League official stat page <- not gonna lie they're kind of giving us nothing here but you do get a few crumbs
EWHL statistics <- Basic EWHL statistics including face off percentage, scoring efficency, special team stats and spectators
DFEL statistics <- Official German league stats which includes shots on goal, power play/penalty kill information, suspension and penalty news, and more
NCAA statistics website <- Can toggle between D1 and D3, please note a lot of colleges and conferences also have their own stat pages that are sometimes cleaner and more in depth so worth googling. Usually on individual college website you can find things like total shots and face offs
USCHO <- Standings, Stats, polls, includes D1 and D3. Stats are easily searchable, which is nice if you, say, just want to see all the seniors and can search "sr,"
Clean Sheet Hockey's commitment and transfer list <- D1 hockey, there's a few different transfer and commitment lists on the internet but i LOVE clean sheet's for how, well, clean and organized it is and that they include context for different players
USports statistics website <- Includes shots on goal, has the ability to save as csv or copy which I love
IIHF tourament page <- you can navigate to different tournaments over different years and levels (click the three dots to get to U18 worlds, on the right hand side you can navigate different years) and will guide you to the website for each one, most of which include a statistical page. A lot of the top division tournaments track shot locations and time on ice if you select a specific game, scroll down to the bottom of the left side bar, and look for "official game sheets"
IIHF Asia and Oceania tournaments <- Same idea as above, but this specific shows events like the Women's Asia Cup and Women's Asia Championship
Page of resources from WHKYHAC <- a lot of these are google drive or github links to things ranging from shot location data through olympics to transition data from the PWHPA. Also has historical CWHL statistics. Check out their youtube to see the projects people did!
theirhockeycounts.com <- historical PHF and CWHL statistics, with some college and international statistics too. A little more in depth than what is on elite prospects, including tracking primary assists
Collegehockeystats.net <- D1 women's hockey stats, rosters, schedules from 1999 to 2021
CWHL tracker <- nice and clean website with old CWHL statistic
Ice Garden's 2018 women's hockey statistics primer <- Primer itself still a good intro, and at the bottom are some websites hosting old statistics or projects from PHF / CWHL days. some links are dead (ie the old CWHL website) but can probably be found on a internet archive search
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