Code:

Upon posting this thread it has been revealed that Taylor McDavid and Ace Redding is in the HoF, but was missing in the thread I scraped from. Also Aidan Richa[b]n[/b] has been mentioned as not being in the HoF when they have in fact been inducted!

Code:

Before delving into this thread, I would recommend reading my previous Historian's post where I introduced the decision tree method used and expanded upon in this analysis.

Read more here

Introduction

Many of the players in the SHL strive towards greatness. One of the more prestigious rewards you can achieve for a great career is being selected into the Hall of Fame. As of writing this post, only 136 of more than 2000 players have been honored this way making it a very exclusive group. So what makes a Hall of Fame career? Is it longevity? Multiple individual awards? High productivity? Or is it something intangible that is difficult to predict? Within this post I hope to find a model that can shed some light on different aspects of a great career and correctly predict whether or not a player is destined for the Hall of Fame or not.

Data set

The data that is used throughout this analysis is the career data from both STHS and FHM aggregated by Luke and available for download via the SHL Github under csv/history_skaters.csv. The same data was used in the earlier post on predicting the position for a skater.

The list of HoF players are found via HOF Players by Draft thread. I have also scraped the Awards History thread to acquire the number of wins and nominations for every individual trophy the league awards. This results in a final data set comprising of 65 variables, 29 of which are awards information, and one class variable that is of interest to predict; whether or not the player is in the Hall of Fame. As mentioned earlier there are only 136 players that have been inducted in the Hall of Fame, and only 112 of these are skaters. Compared to the number of players (2014) that have played at least one season in the SHL as a forward or defenseman up until season 56, this is only around 5.5%. This small number of HoF skaters might prove troublesome to predict, but more on that later.

Basic visualizations

The initial assumption is that the longer career a skater has, the higher the chances of them being inducted in the HoF, so we should see an association between high values for the career statistics and presence in the HoF. The first statistic to look at is the number of games played:

Fig. 1 - Violin plot showing difference in distribution of games played between non-HoF and HoF skaters. The white markers are the quartiles of each group of observations.

The violin plot shows the distribution of observations along the y-axis, where a wider form means a larger percentage of observations in the area. The bottom triangle shows the first quartile, meaning that 25 percent of the observations in the respective group lies below this value. The circle show the median or midpoint of the observations. 50 percent lies below and above this value. Finally the top triangle shows the third quartile that indicates that 75 percent of the observations lie below this value. As we would expect, the majority of skaters (more than 75 percent) in the HoF have played around 100 more games than 75 percent of the skaters not in the HoF. There are some few outliers in both groups; in the HoF, Turd Ferguson, Sergei Karpotsov and Brandon Holmes have all played less than 200 games; and Brandon Cant, Brendan Gibbon and Taylor McDavid all have played more than 1100 games without being inducted in the HoF. The outliers in the HoF class might be attributed to a lack of data from the first seasons. Another possible reason is that the first seasons of the league did not have as many games, meaning that players from these draft classes has accumulated fewer games in the same amount of seasons compared to skaters from later seasons.


Fig. 2 - Violin plot showing quartiles and difference in distribution of points earned between non-HoF and HoF skaters.

The distribution of points also gives a clear indication that a long and consistent point production should be one of the more important aspects for a HoF induction. As was the case for the number of games played, the number of points also has some outliers; with Turd Ferguson, Brandon Holmes and Alex Reay from the HoF class having less than 150 points, and Chester Cunningham, Trevor Wilson, Ace Redding and Taylor McDavid surpassing 700 points but are not in the HoF.


Fig. 3 - Violin plot showing quartiles and difference in distribution of number of award wins and nominations between non-HoF and HoF skaters.

When it comes to awards there is a clear difference once again on the number of nominations and wins between the two groups of skaters. There are around 20 skaters in the HoF who has never won an award, but only Jed Lloren, Niklas Stryker, Pavol Skvoznak, Nikolaus Scholz, Nicholas Pedersen, John Falkirk and Dave Smith have never received any nominations for awards. In the other group Theo Morgan (currently active), Damian Littleton and Danny Foster have won more than 5 awards each and is not currently in the HoF. 

Methodology

The method that will be used for this analysis is decision trees, as explained in the earlier post. One important aspect of this method is that the algorithm will only include the variables that it deems splits up the data best into its homogenous groups. What this means in practice is that if you include multiple variables that in essence should explain the same thing, the resulting model will still become relatively simple and only select one, or a few, of the variables with the best predictive power.

Unbalanced labels

I mentioned earlier that there will arise problems on account of the very small number of skaters in the HoF. The goal of the classifier is to create a model that has predicts the lowest amount of erroneous labels, but if the original data set already has a very small amount of one label, the classifier starts off with a very low misclassification rate. In this case if the root node is used as the final model, all skaters will be predicted as not being in the HoF resulting in a misclassification rate of the ratio of Hall of Famers to skaters, around 5.5% (accuracy of around 94.5%). Any split that the model does will have a hard time improving on this number unless the data contain very specific relationships that can easily be modeled, which is rare.

One way to handle this type of error is to change the way we value different kinds of false predictions. By default we value both kinds of errors the same, predicting a non HoF skater as in the HoF is just as bad as predicting a HoF not being one. We can instead say that one type of error is worse than the other, for instance:

Tab. 1 - Example of a loss matrix


This loss matrix defines the cost of predicting a HoF skater (row) as not being in the HoF (column) as 10 times worse than vice versa (non-HoF as HoF).

Another way is to look at another measure than the accuracy (1 - misclassification rate) when evaluating the model as the measure will heavily favor the majority label. We still base the evaluation on the predictions from the model which can be presented in a confusion matrix containing the number of observations in every combination of true and predicted labels.

Tab. 2 - Example of a confusion matrix


The accuracy is counted as the sum of the diagonal frequencies (f_00 and f_11) divided by the sum of all frequencies. As is the case here, if one of the labels is much more frequent than the other the accuracy will be more influenced by this term. Instead we can look at the label specific accuracies, called sensitivity and precision. The sensitivity looks at the rows of the confusion matrix, whereas the precision looks at the columns of the matrix.

sensitivity of label 1 = f_11 / (f_10 + f_11) so the rate of true labels that have been predicted to the label.
precision of label 1 = f_11 / (f_01 + f_11) so the rate of predicted labels that actually are from the true label.

A model suffering from unbalanced labels will have two very varied values for sensitivity and precision, one much higher than the other. So instead of trying to maximizing the overall accuracy of the model, the model evaluation can instead focus on getting as high values as possible for the sensitivity or precision of both labels. Redefining the loss matrix can help the algorithm focus in on evening out the values of these measures (ex. sensitivity) over the different labels, but unfortunately it will also negatively impact the other measure (ex. precision). If one were to used the example loss matrix in table 1, sensitivity of the minority label will become larger as the cost of predicting a HoF into non-HoF is increased, i.e. more predictions will correspond to the true label. On the other hand the sensitivity of the majority class and the precision of the minority class has a risk of becoming worse, as the cost of predicting a non-HoF skater as a HoF is now weighted lower in the evaluation.

So if we still use the accuracy as the main measure of evaluating a model's performance, the two earlier methods of mitigating the problem of unbalanced labels will unfortunately not be completely solved. However, this is enough methodology for this thread.

One thing to note before we get into the results is that the data has been split into 70% training set and 30% test set, containing 1423 and 591 skaters respectively.

Results

Given the initial look at some of the data, the initial assumption is that the model will be a simple one that hopefully can perform well but you never know what type of hidden relations exist.

Career statistics

I first started by just modelling the aggregated career statistics from the regular season against the response variable.


Fig. 4 - Tree diagram showing the result of the decision tree model based on aggregated career statistics from the regular season. The darker the color of the respective side, the more homogenous node.

This model was surprising in two ways. Firstly the number of earned points and games played only occur twice as a splitting criteria and not on a large section of the data. The first split is actually done on power play points which separates 7% of the data to the right, in turn containing 62% skaters in the HoF. One can argue that points and power play points are of a similar nature and looking at these two variables, the Pearson correlation coefficient between them is 0.97, indicating that they do in fact have a very strong (linear positive) relationship and in essence describe the same information. Another interesting note is that the number of penalty minutes and fights won is used as a splitting criterion in a few nodes, where lower values lead to the model predicting the skater as not being in the HoF. Only two of the nine total splits that the model makes says that larger values is more probable a HoF skater, which relates back to the initial assumption that a long career gives a player a good chance of being inducted.

Tab. 3 - The confusion matrix from the model based solely on career statistics from the regular season.


As can be seen in the confusion matrix there are not that many skaters that are predicted wrong, and the overall accuracy is around 97.9%, however the model is only able to predict around 76.8% of the HoF skaters as such. Examples of the 19 skaters that are in the HoF but were not predicted to the same label are Aidan Richan, Jeff Dar, Sergei Karpotsov, and Turd Ferguson. Many of them are from the first couple of seasons of the league and haven't amassed the same number of games or productions as the majority of the HoF.

Looking at the 11 skaters who were erroneously predicted to be in the HoF, skaters such as Brandon Cant, Taylor McDavid, Lord Vader, The Dude, they all have amassed around or far more than 700 games and have a relatively good production. 

Award winners and nominees

The second model I tested was only using the award data, both the individual awards and the aggregated number of wins and nominations for each skater.


Fig. 5 - Resulting decision tree based only on the awards data.

Once again the resulting model is quite simple with few splits. As expected the number of wins is a very important splitting criterion with three of the five first splits using it. Considering the individual awards, being nominated for the Aidan Richard trophy actually reduces the chance of being inducted in the HoF, and this might be in connection with the namesake not being in the HoF.

Tab. 4 - Confusion matrix for the awards data model.


Given the simple nature of the data, only counting the number of wins and nominations, the relative good performance of the model surprised me. The overall accuracy (96.5%) and sensitivity (62.2%) is worse than the first model.

Combine the data

So the third and final model that I tested with the default loss matrix is when the two data sets were combined. As they independently could produce good-quality models with some difficulties in predicting the minority label, maybe combining the two could explain the minor discrepancies in relation found in the respective models.


Fig. 6 - Resulting decision tree from the combined data set using both career statistics and awards.

The resulting model performs as expected, using variables from both types of data. Specifically the number of awards won is an important aspect being used quite early in the split. Surprisingly a larger number of penalty minutes and penalty majors gives a skater a larger chance of being in the HoF, but once again the interpretation of these splits is that it is an effect of a longer career.

Tab. 5 - Confusion matrix for the model with combined data.


The confusion matrix in table 5 show that the model actually outperforms the others by a mile. The accuracy is around 98.7% but the largest improvement can be seen in the sensitivity of the minority label, a whopping 93.9% of the HoF has been predicted to the same label. The HoF skaters that the model failed to predict was Daniel Merica, Jackson Rogers-Tanaka, Lucas Smith, Phil Schenn and Turd Ferguson. The model still had issues with predicting some of the same non-HoF skaters as previous, mislabelling Taylor McDavid, Brandon Cant, and Tor Tuck, but also current players such as Tony Pepperoni, Ola Wagstrom, Lil' Manius, and Piotr Czerkawski.

Changing the loss matrix

So initially I thought that the loss matrix had to be revised in order to get a good prediction of the minority class, but after correctly figuring out the data set and combining the two types of data the model presented just above performed above expectations. Nonetheless I wanted to test if the result can be improved upon with changing the cost of different false predictions and I used the loss matrix defined in table 1. The model becomes at once more complex:


Fig. 7 - Resulting model when using the adjusted loss matrix on the same data as figure 6.

The splits that are done initially in the model are more conservative compared to the earlier model, resulting in larger parts of the data being moved to the right hand side of the figure. This conservative approach means that the model requires multiple splits to end up with leaves that are more or less perfect, at least for the majority class. We can see that the leaves have different predictions compared to what we are used to, for example the third leaf from the left contains only 36% of HoF skaters but the entire node has been predicted as HoF. This is because of the adjusted loss matrix, where a HoF skater is worth 10 times more than a non HoF-skater and thereby needs to be predicted correctly.

Tab. 6 - Confusion matrix for the model with adjustments made to the loss matrix.


Looking at the confusion matrix it is very clear that the model is perfectly predicting the minority label, a perfect 100% sensitivity, however knowing that a predicted HoF skater actually is in the HoF is much worse than before. Only two thirds of the predicted HoF skaters is predicted correctly, and this was one of the aforementioned drawbacks of using this proposed solution for unbalanced labels. Overall the model also became worse with only around 97.1% accuracy.

Using per game statistics

One of the aspects that was prominent in the earlier models was that players from the earlier seasons where there were a comparably smaller number of games played had some difficulty being predicted correctly if they were in the HoF. One way to improve the model is to transform all of the career statistics (except games played) to a per game basis, i.e. every value is divided by the number of games the skater has played in their career. This transformation is done to only the career statistics, awards and games played are kept as a summation over their career.


Fig. 8 - Decision tree with per game statistic instead of sum.

Tab. 7 - Confusion matrix from model with per game statistics.


The resulting model is a bit more complex than the earlier one, and performs worse when it comes to the sensitivity of the minority label (81.7%) and overall accuracy (98.4%), but better on the precision of the minority class (89.3%). Only eight skaters have been predicted as HoF caliber, and they include Taylor McDavid (once again), Buster Killington, Raven Silverwing and Yuri Boyka.

Checking overfitting on the test set

Before we delve into the conclusions of all this modelling it is imperative to check whether or not the chosen model(s) have been overfitted to the data. During the fitting of the model a validation process has been used to define when to stop splitting nodes, so the evaluation metrics on the test set should be similar to the earlier presented values.

Tab. 8 - Summary of evaluation metrics on the test set


The models performance is more similar on the test set compared to the values and differences seen in the training. This result indicates that the models generally explains the same relationships in the data and has similar difficulties in correctly predicting the minority label. Both models failed to predict 8 out of 30 skaters that are in the HoF, and similarly 11 and 12 skaters respectively was mislabeled as being in the HoF.

Conclusions

So what can we learn from all of this modelling. Well two things I found very interesting was that if you have a long career with a good production pace, you are not a shoe-in for the HoF, you also need seasons where you win some individual hardware. A high number of games played and points were present in both the chosen models, but for the summed data special teams and penalty minutes had a positive relation with the chance of being inducted in the HoF. No specific award was deemed important for this model, just that the skater had won something, but in the per game model specifically winning the Jeff Dar Trophy increased your chances of being in the HoF. Also a nomination for the Lance Uppercut Trophy was seen as important for increasing the chances.

Looking at the individual skaters, one can argue that the models have been fooled when current players are present in the model, meaning that they haven't had the chance of being inducted in the HoF and so the model will not be able to predict them correctly if they are currently on a HoF career pace. Theo Morgan (@Otrebor13), Andreas Kvalheim (@raymond3000), Ola Wagstrom (@StamkosFan), Tony Pepperoni (@"TommySalami"), Lil' Manius (@Bonk), Oliver Cleary (@Buster), Rex Kirkby (@Acsolap), and Piotr Czerkawski (@majesiu) has been predicted as HoF inductees based on these models. In order to create a proper model, more filtering of the data should have been done, filtering out skaters who haven't had a chance of being inducted. A couple of players stood out as having a Hall of Fame careers but alas have not had the privilege. Aidan Richan (who has a trophy named after them), Taylor McDavid, Corey Bearss, Maxim Horvat, Jack Tanner are present in both models' predictions of being in the Hall of Fame when they are not.

Some reflections I had now when writing all of this was that I should have used the historical data for training the model and the current players as the data set to test who has the highest chance to be inducted into the Hall of Fame when given the chance. This way it would be clear to the model that the true labels are present in the training data and what the model can be used for becomes much more well-defined.

Code:

Words: ~3800 x2 week

Kenneth Lind (S78-)

Tomas Lind (S57-S78)

Tomas Lind, CAR, MAN, SWE
---------------------------------------------------------------------------------------------------
Drafted 13th overall (2nd Round) by Carolina Kraken in the S57 SMJHL Entry Draft
Drafted 18th overall (1st Round) by Manhattan Rage in the S58 SHL Entry Draft
S57-S59 WJC GM of Sweden
S57 Rookie All Star Team
S57 WJC Silver
S59 Cristoph Klose Award for the Top Forward
S60 WJC Silver
S60 Assistant Captain
S60 Elias Armia
S60 Damian Littleton Trophy Winner for the Analytics App
S62-63 co-GM of Carolina
S64- co-GM of Manhattan
S64 IIHF Silver
S66 Lance Uppercut Award Nominees (with CoA)
S66 Damian Littleton Award Nominee
S67 Damian Littleton Award Nominee
S68 Damian Littleton Award Winner
S68 IIHF Gold
S69 IIHF Silver
S70 IIHF Silver
S72 IIHF Bronze
S73 IIHF Gold
S75 IIHF Gold



@Stadacona


@sköldpaddor @High Stick King @Ragnar

Great article. The Lance Uppercut is not a player award though so I'm not sure why it was included.

 
Steve Harrington | LW | Edmonton Blizzard
// EDMONTON BLIZZARD //
S79 Total Whiteout (Most Improved)
S78 Signed with EDM in Free Agency
===================================
// CHICAGO SYNDICATE //
S75 SHL75: #45 Steve Harrington
S75 Traded to CHI
===================================
// TAMPA BAY BARRACUDA //
S74 Traded to TBB
===================================
// TORONTO NORTH STARS //
S73 Signed with TOR in Free Agency
===================================
// BUFFALO STAMPEDE //
S71 Challenge Cup
S71-S72 Alternate Captain
S65 All-Star
S64 All-SHL 3rd Team
S64 All-Star
S62 All-SHL 1st Team
S62 All-Star
S62 Ron Mexico Nominee
S61 All-Star
S61 All-SHL 2nd Team
S60 Challenge Cup
S60 Helping Hand - The Maples
S56 All-Rookie Team S56 Ryan Jesster Nominee
S53 SHL Draft 3rd Overall
===================================
// NEWFOUNDLAND BERSERKERS //
S55 Brodie Witzel Nominee
S55 Four Star Cup
S55 Co-Captain
S52-S54 Alternate Captain
S52 SMJHL Draft 4th Overall
===================================
// DEUTSCHLAND //
S74 Gold Medal
S72 Gold Medal
S70 Gold Medal
S58 Bronze Medal
S57 Bronze Medal

===================================
// SHL //
S68 Joe McKeil
S64 Damian Littleton (Trading Cards Team)

These articles are quickly becoming some of my favourite pieces in recent times!

Robin Nyckel || D || San Francisco Pride || TPE: 1000 
SMJHL Team: Colorado Raptors // St. Louis Scarecrows
SHL Team: San Francisco Pride
------------------------- SMJHL Regular Season Career Totals -------------------------
264 GP | 37 G | 92 A | 129 P | +33 | 178 PIM | 358 H | 423 SB
------------------------- SMJHL Playoff Career Totals -------------------------
31 GP | 5 G | 9 A | 14 P | +7 | 19 PIM | 35 H | 46 SB
------------------------- SHL Regular Season Career Totals -------------------------
198 GP | 13 G | 44 A | 57 P | -7 | 91 PIM | 127 H | 287 SB
------------------------- SHL Playoff Career Totals -------------------------
25 GP | 2 G | 6 A | 8 P | -17 | 12 PIM | 15 H | 47 SB
------------------------- Transactions -------------------------
S69 SMJHL Entry Draft, Drafted 6th OA by the Colorado Raptors
S70 SHL Entry Draft, Drafted 16th OA by the San Francisco Pride
S72 Four Star Cup
S76 Challenge Cup



Henrik Lekberg Osterman || W/C || Retired || Peak TPE: 2136
SMJHL Team: Colorado Raptors
SHL Team: San Francisco Pride
------------------------- SMJHL Regular Season Career Totals -------------------------
200 GP | 52 G | 76 A | 128 P | 0.64 PPG | -15 | 76 PIM | 235 H | 31 SB
------------------------- SMJHL Playoff Totals -------------------------
36 GP | 9 G | 13 A | 22 P | 0.61 PPG | +7 | 14 PIM | 50 H | 6 SB
------------------------- SHL Regular Season Career Totals -------------------------
1058 GP | 256 G | 504 A | 760 P | -174 | 436 PIM | 1439 H | 1259 SB
------------------------- SHL Playoffs Career Totals -------------------------
92 GP | 11 G | 29 A | 40 P | -17 | 12 PIM | 110 H | 79 SB
------------------------- Transactions -------------------------
S49 SMJHL Entry Draft, Drafted 52nd OA by the Colorado Raptors
S50 SHL Entry Draft, Drafted 3rd OA by the San Francisco Pride
------------------------- Awards & Honours -------------------------
S51 Vyacheslav Onoprienko Trophy Winner
S52 SMJHL All-Star Team
S58 Finalist for the Jeff Darr Award
S58 Finalist for the Aiden Richan Award
S59 3rd All-star Team
S59 Winner of the Jeff Darr Award
S60 Finalist for the Jeff Darr Award
S61 Finalist for the Jeff Darr Award
S73 Class Hall of Fame

Justice for Foster

Thank you all for the amazing sigs & player cards
 

S31 Eduard Selich  || F || Buffalo Stampede || Peak: 1252
Name: Eduard Selich
Hometown: Fulda, Germany
Height: 5'11"
Weight: 195 lbs
Number: 19
Age: 29
------------------------------------------------------------
Regular Season Career Statistics:
SMJHL:
S30 PGF | GP 50 | G 15 | A 12 | P 27 |  -3 | PIM 8 | HIT 38 | SB 5 |
S31 PGF | GP 50 | G 21 | A 20 | P 41 |  -6 | PIM 18 | HIT 42 | SB 20 |
SHL:
S32 BUF | GP 50 | G 17 | A 19 | P 36 |  +11 | PIM 6 | HIT 54 | SB 13 |
S33 BUF | GP 50 | G 21 | A 25 | P 46 |  +14 | PIM 12 | HIT 44 | SB 21 |
S34 BUF | GP 50 | G 28 | A 35 | P 63 |  +23 | PIM 2 | HIT 3 | SB 22 |
S35 BUF | GP 50 | G 17 | A 17 | P 34 |  -6 | PIM 12 | HIT 13 | SB 17 |
S36 BUF | GP 50 | G 23 | A 24 | P 47 |  +3 | PIM 2 | HIT 37 | SB 15 |
S37 BUF | GP 50 | G 21 | A 27 | P 48 |  +9 | PIM 25 | HIT 74 | SB 15 |
S38 BUF | GP 50 | G 28 | A 27 | P 55 |  +4 | PIM 44 | HIT 42 | SB 12 |
S39 BUF | GP 50 | G 18 | A 21 | P 39 |  +1 | PIM 10 | HIT 48 | SB 23 |
S40 BUF | GP 50 | G 7 | A 15 | P 22 |  -26 | PIM 9 | HIT 48 | SB 11 |
S41 BUF | GP 50 | G 18 | A 17 | P 35 |  +10 | PIM 2 | HIT 5 | SB 11 |
S42 BUF | GP 50 | G 20 | A 21 | P 41 |  +10 | PIM 0 | HIT 5 | SB 10 |
S43 SEA | GP 50 | G 19 | A 19 | P 38 |  +8 | PIM 12 | HIT 47 | SB 7 |
------------------------------------------------------------
Playoff Career Statistic:
SMJHL:
S30 PGF | GP 17 | G 8 | A 13 | P 21 | +7 | PIM 2 | HIT 10 | SB 3 |
S31 PGF | GP 4 | G 0 | A 1 | P 1 | -5 | PIM 0 | HIT 4 | SB 2 |
SHL:
S32 BUF | Did not qualify
S33 BUF | GP 5 | G 4 | A 1 | P 5 | +1 | PIM 0 | HIT 0 | SB 0 |
S34 BUF | Did not qualify
S35 BUF | GP 4 | G 2 | A 2 | P 4 | -3 | PIM 0 | HIT 5 | SB 1 |
S36 BUF | GP 7 | G 6 | A 2 | P 8 | +6 | PIM 2 | HIT 10 | SB 1 |
S37 BUF | GP 7 | G 2 | A 0 | P 2 | -3 | PIM 0 | HIT 12 | SB 0 |
S38 BUF | Did not qualify
S39 BUF | Did not qualify
S40 BUF | Did not qualify
S41 BUF | GP 7 | G 2 | A 1 | P 3 | -4 | PIM 0 | HIT 1 | SB 2 |
S41 BUF | GP 5 | G 1 | A 1 | P 2 | -7 | PIM 0 | HIT 0 | SB 0 |
S43 SEA | GP 6 | G 3 | A 0 | P 3 | -3 | PIM 4 | HIT 7 | SB 2 |
------------------------------------------------------------
IIHF Round Robin Career Statistic:
S30 GER | GP 10 | G 0 | A 0 | P 0 | -4 | PIM 2 | HIT 3 | SB 0 |
S31 GER | GP 10 | G 2 | A 1 | P 3 | +2 | PIM 2 | HIT 4 | SB 1 |
S32 GER | GP 10 | G 5 | A 4 | P 9 | +4 | PIM 0 | HIT 2 | SB 3 |
S33 GER | GP 10 | G 2 | A 1 | P 3 | +4 | PIM 2 | HIT 4 | SB 2 |
S41 GER | GP 10 | G 4 | A 1 | P 5 | -2 | PIM 0 | HIT 0 | SB 1 |
S42 GER | GP 10 | G 1 | A 2 | P 3 | -2 | PIM 0 | HIT 9 | SB 1 |
------------------------------------------------------------
IIHF Medal Round Career Statistic:
S30 GER | GP 1 | G 0 | A 0 | P 0 | +0 | PIM 0 | HIT 0 | SB 0 |
S31 GER | GP 3 | G 0 | A 0 | P 0 | -2 | PIM 0 | HIT 1 | SB 0 |
S32 GER | GP 3 | G 1 | A 2 | P 3 | +4 | PIM 0 | HIT 0 | SB 0 |
S33 GER | GP 1 | G 0 | A 0 | P 0 | -1 | PIM 0 | HIT 1 | SB 0 |
S41 GER | GP 1 | G 0 | A 0 | P 0 | -1 | PIM 0 | HIT 0 | SB 0 |
------------------------------------------------------------
Transactions:
S30 | Drafted #20 in the SMJHL Entry Draft by the Prince George Firebirds
S30 | Signed a 1yr/1.5M deal with  Prince George Firebirds
S31 | Drafted #2 in the SHL Entry Draft by the Buffalo Stampede
S31 | Signed a 2yr/2M deal with Buffalo Stampede
S32 | Signed an 23yr/23M extension with Buffalo Stampede
S34 | Contract Adjustment: 3yr/9M deal with Buffalo Stampede
S41 | Signed an 1yr/3M extension with Buffalo Stampede
------------------------------------------------------------
Noteable events:
S30 | Voted Alternate Captain of Prince George Firebirds
S30 | Organized WJC
S30 | Got the call to play for Team Germany
S30 | Won Zach Miller Trophy (Most Dedicated)
S30 | Won Ron Bolt Trophy (Most Sportsmanlike)
S30 | Won Ronan O'Keefe Trophy (Playoff Points Leader)
S30 | Voted S30 PGF Team MVP
S31 | Voted Captain of Prince George Firebirds
S31 | Named Germany Federation Head and won the Silver Medal
S31 | Nominated for Brandon Holmes Trophy (Top Defensive Forward)
S31 | Nominated for Zach Miller Trophy ( Most Dedicated)
S32 | Voted Alternate Captain of Buffalo Stampede
S32 | Nominated for the Ryan Jesster Trophy ( ROTY)
S32 | Named to the SHL All-Rookie Team
S32 | won the Gold Medal with team Germany
S33 | Named Buffalo Stampede Co-GM
S33 | Damien Littleton Trophy Nominee
S33 | Won Lance Uppercut Award
S34 | Named 1st Team All-Star in the SHL
S34 | Damien Littleton Trophy Nominee
S34 | Aidan Richan Trophy Nominee
S42 | Named Buffalo Stampede Co-GM


Otto Selich||GM||GER S31-S34(26-9-2)||BUF(S33-S34,S42-)||1 Gold & 2x Silver
-----------------------------------------------------------
Round Robin Career Statistics:
S31 GER | 6-4-0 | 18 points | #1 seed Group A
S32 GER | 8-1-1 | 22 points | #1 seed Group A
S33 GER | 7-3-0 | 21 points | #1 seed Group A
------------------------------------------------------------
Medal Round Career Statistics:
S31 GER | 2-1-0 | Silver medal | lost to USA in the Gold medal game
S32 GER | 3-0-0 | won Gold Medal
S33 GER | 0-0-1 | lost in Quarterfinals to Finland


S45 Alexander Selich || D || || Colorado Raptors || Peak: 2134
Name: Alexander Selich
Hometown: Fulda, Germany
Height: 6'10"
Weight: 280 lbs
Number: 19
Age: 18
------------------------------------------------------------
Regular Season Career Statistics:
SMJHL:
S43 KEL | GP 9 | G 1 | A 1 | P 2 |  1 | PIM 0 | HIT 4 | SB 0 |
S44 COL | GP 50 | G 12 | A 14 | P 26 |  8 | PIM 4 | HIT 23 | SB 11 |
S45 COL | GP 50 | G 17 | A 16 | P 33 |  2 | PIM 12 | HIT 35 | SB 7 |
------------------------------------------------------------
Playoff Career Statistic:
SMJHL:
S43 KEL | GP 6 | G 1 | A 0 | P 1 | 0 | PIM 2 | HIT 2 | SB 0 |
S44 COL | GP 16 | G 7 | A 5 | P 12 | +3 | PIM 2 | HIT 3 | SB 6 |
------------------------------------------------------------
IIHF Round Robin Career Statistic:
S43 GER | GP 14 | G 0 | A 3 | P 3 | 2 | PIM 4 | HIT 7 | SB 0 |
S44 GER | GP 14 | G 1 | A 1 | P 2 | -10 | PIM 8 | HIT 7 | SB 4 |
------------------------------------------------------------
IIHF Medal Round Career Statistic:
S43 GER | GP 1 | G 0 | A 0 | P 0 | +0 | PIM 0 | HIT 1 | SB 0 |
S44 GER | GP 2 | G 2 | A 1 | P 3 | +1 | PIM 2 | HIT 2 | SB 0 |
Transactions:
S44 | Drafted #1 in the SMJHL Entry Draft by the Colorado Raptors
S44 | Signed a 1yr/3M deal with  Colorado Raptors
S45 | Drafted #22 in the SHL Entry Draft by the Buffalo Stampede
S45 | Signed a 3yr/1M deal with Buffalo Stampede
Noteable events:

3. Buffalo Stampede , Eduard Selich 5 (Maximilian Wachter, Alexis Metzler) at 16:25
5. Buffalo Stampede , Eduard Selich 6 (Steven Stamkos Jr., Brynjar Tusk) at 19:48
8. Buffalo Stampede , Eduard Selich 7 (Brynjar Tusk, Alexis Metzler) at 13:55
9. Buffalo Stampede , Eduard Selich 8 (Anton Fedorov, Mikelis Grundmanis) at 15:12
10. Buffalo Stampede , Eduard Selich 9 (Dickie Pecker) at 19:43 (Empty Net)

I believe you have done some excellent work here. My people will read your work when they arrive.

Signature courtesy of sulovilen.  May his name be exalted in Sardangian lore.

Wow this is in depth

S2, S5, S18, S22 Challenge Cup Champion
Hall Of Famers: (S7) Alex Reay | (S28) Daniel Merica

LW- Daniel Merica | Rage | Hall of Fame
REGULAR SEASON STATS:
S15 | SEA | 50 GP | 11 G | 9 A | 20 PTS |15 H | 2 GWG
S16 | SEA | 50 GP | 8 G  | 7 A  | 15 PTS | 9 H
S17 | SEA | 50 GP | 18 G | 17 A | 35 PTS | 20 H | 3 GWG
S18 | SEA | 50 GP | 17 G | 24 A | 41 PTS | 89 H | 3 GWG
S19 | SEA | 50 GP | 17 G | 33 A | 50 PTS | 23 H | 2 GWG
S20 | SEA | 52 GP | 24 G | 23 A | 47 PTS | 52 H | 5 GWG
S21 | MAN| 52 GP | 22 G | 31 A | 53 PTS | 41 H | 6 GWG
S22 | MAN| 52 GP | 23 G | 35 A | 58 PTS |154 H| 1 GWG
S23 | MAN| 52 GP | 22 G | 23 A | 45 PTS | 105 H| 2 GWG
S24 | MAN| 52 GP | 16 G | 21 A | 37 PTS | 95 H | 1 GWG
S25 | MAN| 50 GP | 17 G | 20 A | 37 PTS |92 H
S26 | TEX | 50 GP | 18 G | 20 A | 38 PTS | 37 h
AWARDS
S15 SMJHL MVP
S18 Challenge Cup Champion
S21 1st Team All-Star
S22 1st Team All-Star
S22 Challenge Cup Champion
S28 1st Ballot Hall of Famer


LW- Daniel Merica Jr. | Stampede |  TPE: 1,013
SMJHL REGULAR SEASON STATS:
S59 | ANA | 66 GP | 9 G | 6 A | 15 P | 100.4 PDO |               
S60 | ANA | 66 GP | 14 G | 16 A | 30 P | 100.2 PDO |
S61 | STL | 66 GP | 17 G | 12 A | 29 P | 99.2 PDO
AWARDS:
S61 WJC GOLD MEDAL+ GWG
SMJHL TRANSACTIONS:
S59: Drafted 22nd Overall by Anaheim Outlaws
S61: Traded to St. Louis Scarecrows
SHL TRANSACTIONS:
S60: Drafted 16th Overall by Winnipeg Aurora
S62: Traded to Buffalo Stampede for S65 2nd



Thanks to Ragnar, Wasty and myself for the sigs.

A couple of players stood out as having a Hall of Fame careers but alas have not had the privilege. Aidan Richard (who has a trophy named after them), Taylor McDavid, Corey Bearss, Maxim Horvat, Jack Tanner are present in both models' predictions of being in the Hall of Fame when they are not.

Aidan Richard is a typo, the award is the Aidan Richan and his namesake is in the HoF.

Great work though, very interesting read!

Käri Bärköv || LW || Calgary Dragons || RETIRED  
Age: 18
Height: 5'11"
Weight: 175 lbs
Number: 93
------------------------------------------------------------
Height: 5'11"
Weight: 175 lbs
>Number: 93
------------------------------------------------------------
Regular Season Statistics:
S10 VAN: GP: 40 G: 29 A: 25 P: 54 +/-: 21 H: 77 PIM: 42
S11 CHI:   GP: 40 G: 16 A: 14 P: 30 +/-: -39 H: 66 PIM: 10
S12 CGY: GP: 50 G: 5 A: 6 P: 11 +/-: -16 H: 57 PIM: 2
S13 CGY: GP: 50 G: 8 A: 13 P: 21 +/-: 20 H: 34 PIM: 24  
S14 CGY: GP: 50 G: 13 A: 13 P: 26 +/-: 5 H: 73 PIM: 32
S15 CGY: GP: 50 G: 10 A: 31 P: 41 +/-: 5 H: 128 PIM: 54
S16 CGY: GP: 50 G: 19 A: 15 P: 34 +/-: 0 H: 97 PIM: 16
S17 CGY: GP: 50 G: 23 A: 25 P: 48 +/-: +6 H: 136 PIM: 17
S18 CGY: GP: 50 G: 14 A: 21 P: 35  +/-: -11 H: 130 PIM: 32
S19 CGY: GP: 50 G: 16 A: 17 P: 33 +/-: +4 H: 143 PIM: 47
S20 CGY: GP: 50 G: 20 A: 26  P: 46 +/-: +14 H: 113 PIM: 32
S21 CGY: GP: 50 G: 12 A: 19 P: 31 +/-: 4 H: 146 PIM: 76
S22 CGY/EDM: GP: 51 G: 10 A: 12 P: 22 +/-: -7 H: 102
PIM: 43

------------------------------------------------------------
Playoff Statistics:
S10 VAN: GP: 12 G: 6 A: 9 P: 15 +/-: 6 H: 28 PIM: 25 FO: 50.00%
S11 CHI:  GP: 6 G: 5 A: 4 P: 9 +/-: 2 H: 12 PIM: 2
S12 CGY: GP: 4 G: 0 A: 2 P: 2 +/-: 3 H: 4 PIM: 0  
S13 CGY: GP: 11 G: 2 A: 1 P: 3 +/-: 4 H: 6 PIM: 4  
S14 CGY: GP: 6 G: 1 A: 1 P: 2 +/-: -3 H: 13 PIM: 10
S15 CGY: GP: 14 G: 2 A: 3 P: 5 +/-: -1 H: 28 PIM: 12
S16 CGY: GP: 11 G: 7 A: 7 P: 14 +/-: 5 H: 29 PIM: 2
S17 CGY: GP: 6 : G: 3 A: 3 P: 6 =/-: +0 H: 26
PIM: 0
S18 CGY: GP: 4 G: 3 A: 0 P: 3 +/-: -1 H: 10 PIM: 0
S19 CGY: GP: 7 G: 2 A: 1 P: 3 +/- 0 H: 16 PIM: 8
S22 CGY: GP: 12 G: 0 A: 2 P: 2 +/-: 6 H:19 PIM: 12
------------------------------------------------------------
IHF Statistics:
WJC Finland Season 10: GP: 14 G: 5 A: 2 P: 7 +/-: -13 H: 17 PIM: 4
WJC Finland Season 11: GP:9 G: 5 A: 6 P: 11 +/-: -5 PIM: 2
IHF Finland (career totals): GP: 35 G: 13 A: 19 P: 32 +/-: +4 H: 64  PIM: 8
------------------------------------------------------------
[pbl]Transactions:
Signed with Vancouver Whalers for 2 Million
Named Assistant Captain of the Vancouver Whalers
Drafted 22nd overall by the Calgary Dragons in the S11 SHL Entry Draft
Signed 3 year 11 million ELC with Calgary Dragons
Named Assistant Captain of the Chicago Hitmen
Named CO-GM of the Vancouver Whalers
Named CO-GM of the Calgary Dragons
Named Head GM of the Calgary Dragons
------------------------------------------------------------
Awards:
S10 NWJHL Championship
S10 IHF WJ Bronze Medal
Season 11 Michael Haan trophy winner for most dedicated player
Season 13 IHF Silver Medal
Season 13 JJ Krever award for best GM (shared with Kain Webb)
Season 13 IHF Silver Medal
Season 14 JJ Krever runner up
Season 14 IHF Silver Medal
Season 15 Aidan Richan winner
Season 17 First All-Star Team
Season 17 Aidan Richan winner
Season 18 IHF Bronze Medal
Season 18 Damian Littleton Nominee

------------------------------------------------------------

Parker Smeb || RD || Chicago Syndicate || 1473 TPE
SMJHL Regular Season Statistics:
S45 COL: GP: 50 G: 14 A: 13 P: 27 +/-: 9 H: 68 SB: 5
S46 COL:  GP: 40 G: 22 A: 19 P: 41 +/-: 2 H: 127 SB: 3
SMJHL Play-Off Statistics:
S45 COL: GP: 16 G: 6 A: 4 P: 10 +/-: 8 H: 13 SB: 0
S46 COL: GP: 7 G: 2 A: 0 P: 2  +/-: 1 H: 20 SB: 3
SHL Regular Season Statistics:
S47 CHI: GP: 50 G: 10 A: 18 P: 28 +/-: -12 H: 138 SB: 11
S48 CHI: 50 G: 8 A: 9 P: 17 +/-: -19 H: 119 SB: 8  
S49 CHI: GP: 50 G: 14 A: 20 P: 34 +/-: 5 H: 77 SB: 15
SHL Play-Off Statistics
S47 CHI: GP: 9 G: 1 A: 3 P: 4 +/-: -3 H: 9 SB: 0
International Statistics:
S45 WJ WOR GP: 21 G: 4 A: 5 P: 9 +/-: -1 H: 51 SB: 3
S46 WJ WOR GP: 30 G: 11 A: 7 P: 18 +/-: -5 H: 62 SB: 4
S47 JPN GP: 12 G: 5 A: 2 P: 7 +/-: -4 H: 34 SB: 4
S48 JPN GP: 12 G: 4 A: 3 P: 7 +/-: -9 H: 50 SB: 4
S49 JPN GP: 12 G: 4 A: 1 P: 5 +/-:+2 H: 37 SB: 4
CAREER: GP: 87 G: 28 A: 18 P: 46 +/-: -17 H: 234 SB: 19




------------------------------------------------------------

"“HA HA! THIS GAME WILL NEVER END! I POSSESS THE SOUL OF EVERY GOALIE ON TEAM B!! CREW 4 LIFE!! SIGN WITH EDMONTON FOR THE CUP!!!” cackled Belial as he placed a Fedora on his head."
SMJHL Commisioner S17-S26
Calgary Dragons GM S14-S23

Great article. The Lance Uppercut is not a player award though so I'm not sure why it was included.

Yes I realized now that some GMs had used their player name for that part of their career as well. My assumption was that these awards would be filtered out because of the difference in scope of award.

Kenneth Lind (S78-)

Tomas Lind (S57-S78)

Tomas Lind, CAR, MAN, SWE
---------------------------------------------------------------------------------------------------
Drafted 13th overall (2nd Round) by Carolina Kraken in the S57 SMJHL Entry Draft
Drafted 18th overall (1st Round) by Manhattan Rage in the S58 SHL Entry Draft
S57-S59 WJC GM of Sweden
S57 Rookie All Star Team
S57 WJC Silver
S59 Cristoph Klose Award for the Top Forward
S60 WJC Silver
S60 Assistant Captain
S60 Elias Armia
S60 Damian Littleton Trophy Winner for the Analytics App
S62-63 co-GM of Carolina
S64- co-GM of Manhattan
S64 IIHF Silver
S66 Lance Uppercut Award Nominees (with CoA)
S66 Damian Littleton Award Nominee
S67 Damian Littleton Award Nominee
S68 Damian Littleton Award Winner
S68 IIHF Gold
S69 IIHF Silver
S70 IIHF Silver
S72 IIHF Bronze
S73 IIHF Gold
S75 IIHF Gold



@Stadacona


@sköldpaddor @High Stick King @Ragnar

A couple of players stood out as having a Hall of Fame careers but alas have not had the privilege. Aidan Richard (who has a trophy named after them), Taylor McDavid, Corey Bearss, Maxim Horvat, Jack Tanner are present in both models' predictions of being in the Hall of Fame when they are not.

Aidan Richard is a typo, the award is the Aidan Richan and his namesake is in the HoF.

Great work though, very interesting read!

Fixed the typo, I'll have to double check the model. The data says clearly that Richan is in the HoF so I might've just mixed up the predictions.

Kenneth Lind (S78-)

Tomas Lind (S57-S78)

Tomas Lind, CAR, MAN, SWE
---------------------------------------------------------------------------------------------------
Drafted 13th overall (2nd Round) by Carolina Kraken in the S57 SMJHL Entry Draft
Drafted 18th overall (1st Round) by Manhattan Rage in the S58 SHL Entry Draft
S57-S59 WJC GM of Sweden
S57 Rookie All Star Team
S57 WJC Silver
S59 Cristoph Klose Award for the Top Forward
S60 WJC Silver
S60 Assistant Captain
S60 Elias Armia
S60 Damian Littleton Trophy Winner for the Analytics App
S62-63 co-GM of Carolina
S64- co-GM of Manhattan
S64 IIHF Silver
S66 Lance Uppercut Award Nominees (with CoA)
S66 Damian Littleton Award Nominee
S67 Damian Littleton Award Nominee
S68 Damian Littleton Award Winner
S68 IIHF Gold
S69 IIHF Silver
S70 IIHF Silver
S72 IIHF Bronze
S73 IIHF Gold
S75 IIHF Gold



@Stadacona


@sköldpaddor @High Stick King @Ragnar

How do you make a hall of Fame goalie

Aleister Cain - S42-S57
HOF GOALIE- CLASS OF S60- SECOND BALLOT
S54 CHALLENGE CUP
S54 RAZOV

Ville Kurri - S57-S70
BEST SMJHL DEFENSIVE FORWARD S60
That's pretty much it

|  |

How do you make a hall of Fame goalie

I can try to look into that next! One issue that might arise is that the number of goalies in the Hall of Fame is very low and might not give the model enough information to find the relationships.

Kenneth Lind (S78-)

Tomas Lind (S57-S78)

Tomas Lind, CAR, MAN, SWE
---------------------------------------------------------------------------------------------------
Drafted 13th overall (2nd Round) by Carolina Kraken in the S57 SMJHL Entry Draft
Drafted 18th overall (1st Round) by Manhattan Rage in the S58 SHL Entry Draft
S57-S59 WJC GM of Sweden
S57 Rookie All Star Team
S57 WJC Silver
S59 Cristoph Klose Award for the Top Forward
S60 WJC Silver
S60 Assistant Captain
S60 Elias Armia
S60 Damian Littleton Trophy Winner for the Analytics App
S62-63 co-GM of Carolina
S64- co-GM of Manhattan
S64 IIHF Silver
S66 Lance Uppercut Award Nominees (with CoA)
S66 Damian Littleton Award Nominee
S67 Damian Littleton Award Nominee
S68 Damian Littleton Award Winner
S68 IIHF Gold
S69 IIHF Silver
S70 IIHF Silver
S72 IIHF Bronze
S73 IIHF Gold
S75 IIHF Gold



@Stadacona


@sköldpaddor @High Stick King @Ragnar

You guys are using all this data but @JSS already figured out all you have to do it become the HOF committee head to get into the HOF.

This is really good, cool work!

Oliver Castillon | Nevada Battleborn | Los Angeles Panthers | Peak TPE: TBD
  Center | #77 | Height: 6 ft., 1 in. | Weight: 200 lbs.
  Birthplace: Montpellier, FRA
---------------------------------------------------------
International Records
---------------------------------------------------------
|WJC | SWE | S69 | 12 GP | 0 G | 2 A | 2 P | -11 +/- | 10 SOG | 7 Hits | 1 SB | 7 GA | 9 TA | 41.2% FOW|
|WJC | ICE | S70 | 12 GP | 3 G | 1 A | 4 P | 2 +/- | 9 SOG | 21 Hits | 5 SB | 5 GA | 2 TA | 00.0% FOW|
|WJC | RHI | S71 | 12 GP | 2 G | 1 A | 3 P | -1 +/- | 6 SOG | 8 Hits | 6 SB | 3 GA | 3 TA | 36.7% FOW|
|IIHF | FRA | S71 | 12 GP | 0 G | 1 A | 1 P | 0 +/- | 8 SOG | 11 Hits | 0 SB | 6 GA | 2 TA | 50.0% FOW|
|IIHF | FRA | S72 | 12 GP | 1 G | 3 A | 4 P | -1 +/- | 7 SOG | 6 Hits | 1 SB | 4 GA | 5 TA | 46.0% FOW|
|IIHF | FRA | S73 | 12 GP | 2 G | 3 A | 5 P | 1 +/- | 21 SOG | 4 Hits | 6 SB | 7 GA | 10 TA | 48.6% FOW|
|IIHF | FRA | S74 | 12 GP | 3 G | 2 A | 5 P | -9 +/- | 29 SOG | 3 Hits | 8 SB | 4 GA | 9 TA | 62.4% FOW|
|IIHF | FRA | S75 | 12 GP | 3 G | 2 A | 5 P | -3 +/- | 24 SOG | 6 Hits | 10 SB | 6 GA | 7 TA | 52.4% FOW|
|IIHF | FRA | S76 | 12 GP | 4 G | 1 A | 5 P | 2 +/- | 21 SOG | 7 Hits | 3 SB | 4 GA | 5 TA | 53.9% FOW|
|IIHF | FRA | S77 | 12 GP | 0 G | 6 A | 6 P | 4 +/- | 14 SOG | 12 Hits | 6 SB | 6 GA | 12 TA | 52.0% FOW|
---------------------------------------------------------
SMJHL Records
---------------------------------------------------------
|SMJHL | NBB | S69 | 9 GP | 0 G | 3 A | 3 P | -7 +/- | 13 SOG | 7 Hits | 3 SB | 0 GA | 5 TA | 40.4% FOW| <-- DFA Season
|SMJHL | COL | S70 | 66 GP | 16 G | 30 A | 46 P | 12 +/- | 109 SOG | 110 Hits | 38 SB | 39 GA | 32 TA | 53.0% FOW|
|SMJHL | NBB | S71 | 66 GP | 21 G | 35 A | 56 P | 5 +/- | 169 SOG | 157 Hits | 43 SB | 60 GA | 56 TA | 41.1% FOW|
---------------------------------------------------------
SHL Records
---------------------------------------------------------
|SHL | LAP | S72 | 66 GP | 14 G | 22 A | 36 P | -1 +/- | 124 SOG | 52 Hits | 32 SB | 62 GA | 33 TA | 40.4% FOW|
|SHL-P | LAP | S72 | 11 GP | 3 G | 2 A | 5 P | -5 +/- | 26 SOG | 5 Hits | 5 SB | 7 GA | 3 TA | 41.2% FOW|
|SHL | LAP | S73 | 66 GP | 18 G | 25 A | 43 P | -3 +/- | 136 SOG | 36 Hits | 29 SB | 40 GA | 40 TA | 49.1% FOW|
|SHL-P | LAP | S73 | 8 GP | 2 G | 3 A | 5 P | -5 +/- | 17 SOG | 9 Hits | 6 SB | 7 GA | 9 TA | 50.6% FOW|
|SHL | LAP | S74 | 66 GP | 17 G | 35 A | 52 P | 10 +/- | 169 SOG | 47 Hits | 27 SB | 74 GA | 30 TA | 55.9% FOW|
|SHL-P | LAP | S74 | 6 GP | 4 G | 1 A | 5 P | -3 +/- | 12 SOG | 3 Hits | 2 SB | 4 GA | 4 TA | 55.3% FOW|
|SHL | LAP | S75 | 66 GP | 30 G | 24 A | 54 P | 4 +/- | 167 SOG | 57 Hits | 25 SB | 44 GA | 45 TA | 48.8% FOW|
|SHL-P | LAP | S75 | 18 GP | 6 G | 10 A | 16 P | 12 +/- | 35 SOG | 11 Hits | 9 SB | 12 GA | 17 TA | 54.7% FOW|
|SHL | LAP | S76 | 66 GP | 39 G | 34 A | 73 P | 35 +/- | 240 SOG | 64 Hits | 23 SB | 58 GA | 32 TA | 52.3% FOW|
|SHL-P | LAP | S76 | 12 GP | 7 G | 9 A | 16 P | 4 +/- | 43 SOG | 12 Hits | 7 SB | 8 GA | 4 TA | 44.4% FOW|
|SHL | LAP | S77 | 66 GP | 24 G | 27 A | 51 P | 16 +/- | 197 SOG | 117 Hits | 37 SB | 73 GA | 34 TA | 52.8% FOW|
|SHL-P | LAP | S77 | 13 GP | 6 G | 11 A | 17 P | 5 +/- | 33 SOG | 22 Hits | 18 SB | 12 GA | 11 TA | 59.3% FOW|
|SHL | LAP | S78 | 66 GP | 30 G | 43 A | 73 P | 49 +/- | 180 SOG | 102 Hits | 41 SB | 64 GA | 41 TA | 64.9% FOW|
|SHL-P | LAP | S78 | 24 GP | 12 G | 14 A | 26 P | 16 +/- | 62 SOG | 39 Hits | 14 SB | 24 GA | 18 TA | 48.3% FOW|
---------------------------------------------------------
Events
---------------------------------------------------------
S69: Signed as a Draftable Free Agent with the Nevada Battleborn.
S69: Loaned from Team Rhine to Team Sweden to play in the WJC Tournament.
S70: Drafted 2OA by the Colorado Raptors
S70: Loaned from Team Rhine to Team Ice to play in the WJC Tournament.
S70: Won WJC Bronze with Team Ice.
S71: Drafted 6OA by the Los Angeles Panthers!
S71: Traded from Colorado to Nevada for S73 3rd & Derek Fitz.
S72: Called Up to the Los Angeles Panthers.
✪✪S75: CHALLENGE CUP CHAMPION WITH THE LOS ANGELES PANTHERS!✪✪
✪✪S78: CHALLENGE CUP CHAMPION WITH THE LOS ANGELES PANTHERS!✪✪


Thanks @enigmatic, @Carpy48, @Bayley, @Ragnar, @sulovilen, & @dasboot for the signatures!

Danny Marston | St. Louis Scarecrows | Toronto North Stars | Peak TPE: 1909
  Center | #34 | Height: 6 ft., 2 in. | Weight: 205 lbs.
  Birthplace: Lithia, FL, USA
---------------------------------------------------------
St. Louis Records
---------------------------------------------------------
| S51 | 62 GP | 14 G |  20 A | 34 Pts |  -12 +/- | 128 SOG | 10.94 Sh% | 17 Hits |    8 SB |
| S52 | 67 GP | 13 G |  27 A | 40 Pts | +15 +/- | 113 SOG | 11.50 Sh% | 70 Hits |  12 SB |
| S53 | 64 GP |   7 G |  38 A | 45 Pts |    -9 +/- | 144 SOG |  4.87 Sh% | 46 Hits | 111 SB |15 GvA|25 TkA|
| S54 | 57 GP | 15 G |  35 A | 50 Pts |     0 +/- | 130 SOG | 11.54 Sh% | 48 Hits |  59 SB |19 GvA|16 TkA|
---------------------------------------------------------
Toronto Records
---------------------------------------------------------
| S55 | 50 GP |  8 G  | 17 A | 25 Pts |  -35 +/- |  78 SOG |10.26 Sh% | 67 Hits |  77 SB | 19 GvA |13 TkA|
| S56 | 50 GP |  6 G  | 17 A | 23 Pts |  -  1 +/- | 103 SOG|  5.83 Sh% |  54 Hits |  38 SB | 34 GvA |10 TkA|
| S57 | 66 GP | 17 G | 25 A | 42 Pts |  13 +/-  | 156 SOG|10.90 Sh% |113 Hits|  66 SB | 34 GvA |  9 TkA|
| S58 | 85 GP | 23 G | 40 A | 63 Pts |  29 +/-  | 250 SOG|11.22 Sh% |143 Hits|117 SB | 42 GvA |34 TkA|
| S59 | 66 GP | 16 G | 31 A | 47 Pts |  23 +/-  | 172 SOG|  9.30 Sh% |107 Hits|  88 SB | 28 GvA |  9 TkA|
| S60 | 70 GP | 30 G | 43 A | 73 Pts |    9 +/-  | 217 SOG|13.82 Sh% |  74 Hits|110 SB | 32 GvA |31 TkA|
| S61 | 71 GP | 19 G | 52 A | 71 Pts |    4 +/-  | 207 SOG|  9.18 Sh% |  66 Hits|116 SB | 41 GvA |21 TkA|
| S62 | 70 GP |   9 G | 33 A | 42 Pts |  -9 +/-  | 184 SOG|  4.89 Sh% |  77 Hits|122 SB | 38 GvA |36 TkA|
| S63 | 71 GP | 29 G | 30 A | 59 Pts |    9 +/-  | 225 SOG|12.89 Sh% |  57 Hits|104 SB | 43 GvA |27 TkA|
---------------------------------------------------------
Winnipeg Records
---------------------------------------------------------
| S64 | 70 GP | 17 G | 28 A | 45 Pts |-28 +/-  | 165 SOG|10.30 Sh% |122 Hits|129 SB | 42 GvA |27 TkA|
---------------------------------------------------------
Team USA Records
---------------------------------------------------------
| S51 WJC  | 28 GP | 5 G |  7 A | 12 Pts | +8 +/- | 39 SOG |12.82 Sh% | 35 Hits |  2 SB |
| S52 WJC  | 22 GP | 1 G |  6 A |   7 Pts | +6 +/- | 24 SOG |  4.17 Sh% | 15 Hits |  0 SB |
| S53 WJC  | 21 GP | 3 G |  2 A |   5 Pts |   0 +/- | 37 SOG |  8.11 Sh% | 11 Hits | 25 SB |  1 GvA  | 3 TkA |
| S54 WJC  | 22 GP | 6 G |10 A | 16 Pts | -5 +/- | 62 SOG |  9.68 Sh% | 21 Hits | 37 SB | 11 GvA  | 8 TkA |
| S55 IIHF  | 20 GP | 1 G |  2 A |   3 Pts | -7 +/- | 28 SOG |   3.57 Sh% | 20 Hits |   5 SB |   6 GvA  |  5 TkA |
| S56 IIHF  | 20 GP | 0 G |  3 A |   3 Pts |  0 +/- |   8 SOG |  0.00 Sh%  | 20 Hits | 10 SB |   2 GvA  |  3 TkA |
| S57 IIHF  | 21 GP | 3 G |  2 A |   5 Pts |  4 +/- | 20 SOG | 15.00 Sh% |   9 Hits |   5 SB |   2 GvA  |  4 TkA |
| S58 IIHF  | 20 GP | 2 G |  7 A |   9 Pts |  0 +/- | 49 SOG |   4.10 Sh% | 26 Hits | 28 SB |   6 GvA  |  3 TkA |
| S59 IIHF  | 20 GP | 5 G |  8 A | 13 Pts |  6 +/- | 49 SOG | 10.18 Sh% | 31 Hits |13 SB | 13 GvA  |  4 TkA |
| S60 IIHF  | 19 GP | 7 G |13 A | 20 Pts |13 +/- | 51 SOG | 14.40 Sh% | 26 Hits |   9 SB |   7 GvA  |  8 TkA |
| S61 IIHF  | 20 GP | 8 G |11 A | 19 Pts |  4 +/- | 56 SOG | 14.31 Sh% | 31 Hits |   9 SB |   6 GvA  | 22 TkA|
| S62 IIHF  | 20 GP | 5 G |  5 A | 10 Pts | -1 +/- | 52 SOG |    9.60 Sh% |  25 Hits | 13 SB |   5 GvA  | 24 TkA|
| S63 IIHF  | 20 GP | 5 G |  5 A | 10 Pts | -1 +/- | 52 SOG |    9.60 Sh% |  25 Hits | 13 SB |   5 GvA  | 24 TkA|
---------------------------------------------------------
Events
---------------------------------------------------------
S51: Drafted 13OA in Round 2 by the St. Louis Scarecrows.
S52: Drafted 9OA in Round 1 by the Minnesota Chiefs.
S52: Named Assistant Captain of the St. Louis Scarecrows.
S52: Won Luke Riggs Award; STL Award for Best Locker Room Presence.
S53: Traded from MIN to TOR.
S53: Named Captain of the St. Louis Scarecrows.
S53: Won Brandon Holmes Award; SMJHL Award for Best Defensive Forward.
S53: Won Mika Kandinsky Award; STL Award for Best Two-Way Forward.
S54: Extended contract with Toronto through S57.
✪ S54: WJC Team USA Gold Medalist ✪
S55: SHL All-Rookie Team
S55: Won 5 of 14 Toronto Team Awards
S57: Extended contract with Toronto through S61.
S60: Named to the Eastern Conference All-Star Team.
S62: Named Assistant Captain of the Toronto North Stars.
S63: Named Captain of Team USA for IIHF.
✪ S63: IIHF Team USA Gold Medalist ✪
S64: Signed in Free Agency with the Winnipeg Aurora.
S65: Officially Retired.


Shiny Shuckle | Colorado Raptors | Winnipeg Aurora | Peak TPE: 499
Goalie | #30 | Height: 6 ft., 0 in. | Weight: 200 lbs.
Hatched: Route 9A, New York, NY, USA
---------------------------------------------------------
Colorado Records
---------------------------------------------------------
|S64| 28 GP | 1618 MP | 19 -   4 - 3 |   684 SHA |   74 GA | 2.74 GAA | 1 SO | 0.892 SV%| 
|S65| 56 GP | 3254 MP | 33 - 20 - 1 | 1606 SHA | 168 GA | 3.10 GAA | 4 SO | 0.895 SV%| 
|S66| 59 GP | 3470 MP | 40 - 14 - 3 | 1612 SHA | 152 GA | 2.63 GAA | 3 SO | 0.906 SV%| 
|S67| 54 GP | 3073 MP | 30 - 23 - 1 | 1724 SHA | 186 GA | 3.63 GAA | 3 SO | 0.892 SV%| 
---------------------------------------------------------
SHL Level Records
---------------------------------------------------------
|S67| BAP |  9 GP | 389 MP | 3 - 3 - 0 | 214 SHA | 28 GA | 4.32 GAA | 1 SO | 0.869 SV%| 
|S68| WPG|13 GP | 777 MP |11- 2 - 0 | 298 SHA | 21 GA | 1.62 GAA | 1 SO | 0.930 SV%| 
|S69| WPG|13 GP | 730 MP |12- 0 - 0 | 271 SHA | 16 GA | 1.31 GAA | 3 SO | 0.941 SV%| 
---------------------------------------------------------
Finland Records
---------------------------------------------------------
|S64| WJC | 10 GP | 567 MP | 5 - 2 - 2 | 196 SHA | 14 GA | 1.48 GAA | 3 SO | 0.929 SV%| 
|S65| WJC |   6 GP | 338 MP | 2 - 3 - 1 | 185 SHA | 26 GA | 4.62 GAA | 0 SO | 0.859 SV%| 
|S66| WJC | 14 GP | 803 MP | 5 - 8 - 0 | 428 SHA | 34 GA | 2.54 GAA | 3 SO | 0.921 SV%| 
|S67| WJC | 16 GP | 970 MP | 6 - 9 - 1 | 422 SHA | 48 GA | 2.97 GAA | 0 SO | 0.886 SV%| 
---------------------------------------------------------
Events
---------------------------------------------------------
S64: Drafted 22OA in Round 2 by the Colorado Raptors.
S64: Transferred to Finland for International Tournaments.
S64: Won Silver Medal with WJC Finland as the Backup Goaltender.
S65: Drafted 45OA in Round 3 by the Winnipeg Aurora.
S66: Co-Winner of the Matt Lewis-Flood Trophy; SMJHL Award for Highest Team Save Percentage.
S66: Winner of the Cedric Robinson Trophy; SMJHL Award for Best Goalie.
S66: Nominated for the Ideen Fallah Award; SMJHL Award for Award Committee MVP.
S67: Traded to Baltimore from Winnipeg.
S67: Made 1st SHL Start for Baltimore Platoon Against the Hamilton Steelhawks (11/2 5-4W(SO)).
S68: Traded to Winnipeg from Baltimore.
S69: Announced retirement.


Site Jobs: Daniel J. Marston
---------------------------------------------------------
S51/S52: WJC GM for Team USA.
S52/S53: WJC Co-GM for Team USA.
S54: Became the General Manager of the St. Louis Scarecrows.
S60: Retired from Management of the St. Louis Scarecrows.
S62: Interim General Manager of the Toronto North Stars.
S65: Hired as IIHF Broadcaster (IIHF Simmer).
S69: Hired as Co-Head of Broadcasting (Head Simmer).  
S70: Nominated for Damian Littleton Achievement Award.
S72: Nominated for Damian Littleton Achievement Award.
---------------------------------------------------------
St. Louis Records
---------------------------------------------------------
S54 | 26 W | 23 L | 1 OTL | 53 Pts | 147 GF | 148 GA |
          East 3rd; League 5th; Lost in Round 1 to CAR (G7)
S55 | 18 W | 28 L | 4 OTL | 40 Pts | 113 GF | 162 GA |
          East 4th; League 9th; Lost in Round 1 to VAN (G4)
S56 | 18 W | 29 L | 3 OTL | 39 Pts | 119 GF | 173 GA |
          East 5th; League 11th; Lost in Round 1 to MET (G7)
S57 | 25 W | 36 L | 5 OTL | 55 Pts | 163 GF | 206 GA |
          East 5th; League 11th; Won in Round 1 to KEL (G7), Lost in Round 2 to ANC (G4) 
S58 | 19 W | 40 L | 7 OTL | 45 Pts | 170 GF | 254 GA |
          East 5th; League 11th; Lost in Round 1 to ANC (G6) 
S59 | 20 W | 40 L | 6 OTL | 46 Pts | 161 GF | 241 GA |
          East 6th; League 11th; Lost in Round 1 to QCC (G7) 
S60 | 28 W | 30 L | 8 OTL | 64 Pts | 202 GF | 214 GA |
          East 5th; League 9th; Won in Round 1 to DET (G4), Lost in Round 2 to VAN (G7) 

This was a great read, love the in depth analysis. Your articles are some of the best on the site and always interesting to read.

Axel Kirby || RW || 22 || Los Angeles Panthers
Name: Axel Kirby
Age: 19
Height: 6'0"
Weight: 180 lbs
Number: 22
------------------------------------------------------------
Regular Season Statistics
S66: SMJHL CAR | GP: 66 | G: 13 | A: 21 | P: 34 | +/-: -27 | SOG: 112 | HIT: 127 | SB: 12 | PIM: 20 |
S67: SMJHL CAR | GP: 66 | G: 15 | A: 34 | P: 49 | +/-: -43 | SOG: 116 | HIT: 131 | SB: 10 | PIM: 30 |
S68: SMJHL CAR | GP: 66 | G: 15 | A: 49 | P: 64 | +/-: 11 | SOG: 160 | HIT: 173 | SB: 23 | PIM: 32 |
S69: SMJHL CAR | GP: 66 | G: 12 | A: 37 | P: 49 | +/-: -3 | SOG: 105 | HIT: 131 | SB: 15 | PIM: 20 |
S70: SHL CGY | GP: 66 | G: 13 | A: 31 | P: 44 | +/-: 13 | SOG: 140 | HIT: 90 | SB: 5 | PIM: 16 |
------------------------------------------------------------
Playoff Statistics
S66: SMJHL CAR | GP: 4 | G: 0 | A: 1 | P: 1 | +/-: -4 | SOG: 6 | HIT: 8 | SB: 2 | PIM: 0 |
S68: SMJHL CAR | GP: 12 | G: 2 | A: 11 | P: 13 | +/-: 1 | SOG: 25 | HIT: 40 | SB: 4 | PIM: 2 |
S69: SMJHL CAR | GP: 19 | G: 4 | A: 9 | P: 13 | +/-: 9 | SOG: 38 | HIT: 40 | SB: 5 | PIM: 0 |
S70: SHL CGY | GP: 9 | G: 5 | A: 1 | P: 6 | +/-: 4 | SOG: 17 | HIT: 6 | SB: 0 | PIM: 0 |
------------------------------------------------------------
Awards/Accomplishments
------------------------------------------------------------
Transactions
S66 - Drafted 19th Overall in the SMJHL Draft by the Carolina Kraken
S66 - Signed 1 year/$4 million contract with the Carolina Kraken
S67 - Drafted 7th Overall in the SHL Draft by the Calgary Dragons
S67 - Signed 1 year/$3 million contract with the Calgary Dragons
S68 - Signed 2 year/$6 million contract with the Calgary Dragons
S70 - Signed 3 year/$11 million contract with the Calgary Dragons
S71 - Traded from the Calgary Dragons to the Los Angeles Panthers

 
Theo Morgan || RW || 96 || Retired (S46 - S65)
Name: Theo Morgan
Age: 22
Height: 6'2"
Weight: 210 lbs
Number: 96
------------------------------------------------------------
Regular Season Statistics
S46: SMJHL VAN | GP: 50 | G: 4 | A: 3 | P: 7 | +/-: -4 | SOG: 66 | HIT: 22 | SB: 0 | PIM: 10 |
S47: SMJHL VAN | GP: 50 | G: 15 | A: 12 | P: 27 | +/-: -2 | SOG: 136 | HIT: 44 | SB: 4 | PIM: 14 |
S48: SMJHL VAN | GP: 50 | G: 23 | A: 20 | P: 43 | +/-: 23 | SOG: 119 | HIT: 49 | SB: 0 | PIM: 14 |
S49: SHL LAP | GP: 50 | G: 12 | A: 12 | P: 24 | +/-: -17 | SOG: 162 | HIT: 20 | SB: 7 | PIM: 8 |
S50: SHL LAP | GP: 50 | G: 13 | A: 14 | P: 27 | +/-: -14 | SOG: 139 | HIT: 29 | SB: 8 | PIM: 10 |
S51: SHL LAP | GP: 50 | G: 20 | A: 12 | P: 32 | +/-: 7 | SOG: 122 | HIT: 4 | SB: 19 | PIM: 0 |
S52: SHL LAP | GP: 50 | G: 15 | A: 15 | P: 30 | +/-: 3 | SOG: 196 | HIT: 9 | SB: 7 | PIM: 4 |
S53: SHL LAP | GP: 50 | G: 21 | A: 19 | P: 40 | +/-: 18 | SOG: 135 | HIT: 51 | SB: 18 | PIM: 22 |
S54: SHL LAP | GP: 50 | G: 26 | A: 25 | P: 51 | +/-: -4 | SOG: 193 | HIT: 61 | SB: 3 | PIM: 8 |
S55: SHL EDM | GP: 50 | G: 37 | A: 32 | P: 69 | +/-: 40 | SOG: 229 | HIT: 60 | SB: 4 | PIM: 20 |
S56: SHL HAM | GP: 50 | G: 43* | A: 39 | P: 82 | +/-: 39 | SOG: 269 | HIT: 71 | SB: 11 | PIM: 16 |
S57: SHL HAM | GP: 66 | G: 33 | A: 39 | P: 72 | +/-: 39 | SOG: 270 | HIT: 94 | SB: 10 | PIM: 10 |
S58: SHL HAM | GP: 66 | G: 34 | A: 45 | P: 79 | +/-: 36 | SOG: 305 | HIT: 128 | SB: 20 | PIM: 12 |
S59: SHL HAM | GP: 66 | G: 48 | A: 54 | P: 102 | +/-: 49 | SOG: 306 | HIT: 126 | SB: 22 | PIM: 12 |
S60: SHL HAM | GP: 66 | G: 41 | A: 44 | P: 85 | +/-: 33 | SOG: 282 | HIT: 113 | SB: 16 | PIM: 14 |
S61: SHL HAM | GP: 66 | G: 39 | A: 45 | P: 84 | +/-: 45 | SOG: 304 | HIT: 75 | SB: 4 | PIM: 24 |
S62: SHL HAM | GP: 66 | G: 33 | A: 54 | P: 87 | +/-: 45 | SOG: 250 | HIT: 73 | SB: 12 | PIM: 10 |
S63: SHL HAM | GP: 66 | G: 19 | A: 39 | P: 58 | +/-: 51 | SOG: 193 | HIT: 89 | SB: 15 | PIM: 18 |
S64: SHL HAM | GP: 66 | G: 22 | A: 22 | P: 44 | +/-: 0 | SOG: 176 | HIT: 88 | SB: 21 | PIM: 16 |
S65: SHL HAM | GP: 66 | G: 23 | A: 22 | P: 45 | +/-: 8 | SOG: 142 | HIT: 99 | SB: 34 | PIM: 26 |
SHL Career Totals | GP: 994 | G: 479 | A: 532 | P: 1011 | +/-: 378 | SOG: 3673 | HIT: 1190 | SB: 231 | PIM: 222 |
* denotes current SHL records
------------------------------------------------------------
Playoff Statistics
S46: SMJHL VAN | GP: 5 | G: 4 | A: 0 | P: 4 | +/-: -1 | SOG: 16 | HIT: 3 | SB: 0 | PIM: 0 |
S47: SMJHL VAN | GP: 10 | G: 5 | A: 1 | P: 6 | +/-: 2 | SOG: 22 | HIT: 9 | SB: 1 | PIM: 4 |
S48: SMJHL VAN | GP: 19 | G: 5 | A: 7 | P: 12 | +/-: 6 | SOG: 22 | HIT: 17 | SB: 1 | PIM: 6 |
S53: SHL LAP | GP: 11 | G: 3 | A: 3 | P: 6 | +/-: 0 | SOG: 36 | HIT: 9 | SB: 7 | PIM: 4 |
S54: SHL LAP | GP: 12 | G: 9 | A: 3 | P: 12 | +/-: 1 | SOG: 35 | HIT: 16 | SB: 1 | PIM: 4 |
S55: SHL EDM | GP: 11 | G: 7 | A: 8 | P: 15 | +/-: 10 | SOG: 46 | HIT: 21 | SB: 1 | PIM: 0 |
S56: SHL HAM | GP: 18 | G: 14 | A: 9 | P: 23 | +/-: 8 | SOG: 84 | HIT: 20 | SB: 11 | PIM: 4 |
S57: SHL HAM | GP: 14 | G: 3 | A: 8 | P: 11 | +/-: 0 | SOG: 38 | HIT: 28 | SB: 17 | PIM: 0 |
S58: SHL HAM | GP: 19 | G: 11 | A: 8 | P: 19 | +/-: 3 | SOG: 80 | HIT: 31 | SB: 7 | PIM: 4 |
S59: SHL HAM | GP: 11 | G: 4 | A: 12 | P: 16 | +/-: -3 | SOG: 40 | HIT: 23 | SB: 3 | PIM: 0 |
S60: SHL HAM | GP: 10 | G: 4 | A: 4 | P: 8 | +/-: -1 | SOG: 35 | HIT: 19 | SB: 5 | PIM: 5 |
S61: SHL HAM | GP: 19 | G: 11 | A: 15 | P: 26 | +/-: 14 | SOG: 77 | HIT: 23 | SB: 3 | PIM: 0 |
S62: SHL HAM | GP: 22 | G: 5 | A: 6 | P: 11 | +/-: 2 | SOG: 67 | HIT: 29 | SB: 3 | PIM: 6 |
S63: SHL HAM | GP: 25 | G: 7 | A: 6 | P: 13 | +/-: 3 | SOG: 74 | HIT: 30 | SB: 13 | PIM: 6 |
S64: SHL HAM | GP: 17 | G: 5 | A: 8 | P: 13 | +/-: 3 | SOG: 55 | HIT: 34 | SB: 3 | PIM: 2 |
S65: SHL HAM | GP: 11 | G: 2 | A: 4 | P: 6 | +/-: -6 | SOG: 27 | HIT: 17 | SB: 9 | PIM: 6 |
SHL Career Totals | GP: 200 | G: 85 | A: 94 | P: 179 | +/-: 34 | SOG: 694 | HIT: 300 | SB: 83 | PIM: 41 |
------------------------------------------------------------
Awards/Achievements
S47 - Won WJC Gold Medal with Team Canada
S48 - Four Star Cup Champion with the Vancouver Whalers
S48 - Won WJC Gold Medal with Team Canada
S48 - Won DeMaricus Smyth Trophy as the WJC's Top Forward
S48 - Won Brady McIntyre Trophy as the WJC's Tournament MVP
S54 - Won IIHF Gold Medal with Team Canada
S55 - Won Jay McDonald Trophy for most goals (37)
S55 - Named an SHL 2nd All-Star Team
S55 - Won IIHF Bronze Medal with Team Canada
S56 - Broke FHM 50 Game Single Season Goal Record (43 Goals)
S56 - Won Challenge Cup with the Hamilton Steelhawks
S56 - Joins the Quad Gold Club
S56 - Won Sergei Karpotsov Trophy for most points (82)
S56 - Won Jay McDonald Trophy for most goals (43)
S56 - Won Sarmad Khan Trophy for MVP as voted by the players
S56 - Won Anton Razov Trophy as Playoff MVP
S56 - Won Ron Mexico Trophy as the SHL MVP
S56 - Named an SHL 1st Team All-Star
S56 - Won IIHF Gold Medal with Team Canada
S57 - Won IIHF Gold Medal with Team Canada
S58 - Won Challenge Cup with the Hamilton Steelhawks
S58 - Named an SHL 3rd Team All-Star
S58 - Won IIHF Gold Medal with Team Canada
S58 - Named IIHF Top Forward of the Tournament
S59 - First Player in SHL History to record 100+ points in a single season
S59 - Broke FHM 66 Game Single Season Points Record (102 Points)
S59 - Broke FHM 66 Game Single Season Goal Record (48 Goals)
S59 - Won Sergei Karpotsov Trophy for most points (102)
S59 - Won Jay McDonald Trophy for most goals (48)
S59 - Named an SHL 1st Team All-Star
S59 - Won Sarmad Khan Trophy for MVP as voted by the players
S59 - Won Ron Mexico Trophy as the SHL MVP
S61 - Won Challenge Cup with the Hamilton Steelhawks
S63 - Won Challenge Cup with the Hamilton Steelhawks
Transactions
S46 - Signed a 1 Year/$3 Million contract with the Vancouver Whalers
S46 - Named to Team Canada WJC Roster
S47 - Drafted 15th overall by the Los Angeles Panthers
S47 - Signed a 2 year/$4 Million contract with the Los Angeles Panthers
S47 - Named to Team Canada WJC Roster
S49 - Signed a 3 year/$10 Million contract with the Los Angeles Panthers
S52 - Signed a 2 year/$8 Million contract with the Los Angeles Panthers
S53 - Named to Team Canada IIHF Roster
S54 - Signed a 2 year/$10 Million contract with the Los Angeles Panthers
S55 - Traded from the Los Angeles Panthers to the Edmonton Blizzard
S56 - Signed a 2 year/$12 Million contract with the Hamilton Steelhawks
S58 - Signed a 2 year/$12 Million contract with the Hamilton Steelhawks
S60 - Signed a 2 year/$12 Million contract with the Hamilton Steelhawks
S62 - Signed a 1 year/$6 Million contract with the Hamilton Steelhawks
S63 - Signed a 1 year/$5 Million contract with the Hamilton Steelhawks
S64 - Signed a 1 year/$4 Million contract with the Hamilton Steelhawks
S65 - Signed a 1 year/$4 Million contract with the Hamilton Steelhawks

Chuck Winnfield || D || 76 || Retired (S13 - S23)
Name: Chuck Winnfield
Age: 19
Height: 6'1"
Weight: 206 lbs
Number: 76
------------------------------------------------------------
Regular Season Statistics
S13: NWJHL PGF | GP: 40 | G: 8 | A: 20 | P: 28 | +/-: 17 | HIT: 69 | SB: 54 | PIM: 26 |
S14: SHL NEW | GP: 50 | G: 5 | A: 17 | P: 22 | +/-: 16 | HIT: 72 | SB: 55 | PIM: 31 |
S15: SHL NEW | GP: 50 | G: 0 | A: 15 | P: 15 | +/-: 17 | HIT: 107 | SB: 62 | PIM: 48 |
S16: SHL NEW | GP: 50 | G: 4 | A: 30 | P: 34 | +/-: 34 | HIT: 109 | SB: 49 | PIM: 57 |
S17: SHL NEW | GP: 50 | G: 2 | A: 25 | P: 27 | +/-: 7 | HIT: 102 | SB: 54 | PIM: 58 |
S18: SHL LAP | GP: 50 | G: 6 | A: 32 | P: 38 | +/-: 6 | HIT: 133 | SB: 47 | PIM: 69 |
S19: SHL LAP | GP: 50 | G: 3 | A: 20 | P: 23 | +/-: 3 | HIT: 101 | SB: 49 | PIM: 47 |
S20: SHL LAP | GP: 50 | G: 4 | A: 19 | P: 23 | +/-: 14 | HIT: 109 | SB: 54 | PIM: 71 |
S21: SHL SEA | GP: 52 | G: 10 | A: 42 | P: 52 | +/-: 19 | HIT: 126 | SB: 54 | PIM: 69 |
S22: SHL SEA | GP: 52 | G: 8 | A: 20 | P: 28 | +/-: -5 | HIT: 123 | SB: 71 | PIM: 86 |
S23: SHL SEA | GP: 52 | G: 8 | A: 34 | P: 42 | +/-: 2 | HIT: 113 | SB: 63 | PIM: 81 |
------------------------------------------------------------
Playoff Statistics
S13: NWJHL PGF | GP: 6 | G: 2 | A: 5 | P: 7 | +/-: -1 | HIT: 9 | SB: 12 | PIM: 21 |
S14: SHL NEW | GP: 19 | G: 0 | A: 6 | P: 6 | +/-: 4 | HIT: 30 | SB: 27 | PIM: 15 |
S15: SHL NEW | GP: 7 | G: 0 | A: 3 | P: 3 | +/-: 2 | HIT: 15 | SB: 9 | PIM: 6 |
S16: SHL NEW | GP: 7 | G: 0 | A: 3 | P: 3 | +/-: 3 | HIT: 10 | SB: 8 | PIM: 2 |
S17: SHL NEW | GP: 4 | G: 0 | A: 3 | P: 3 | +/-: -3 | HIT: 8 | SB: 5 | PIM: 2 |
S19: SHL LAP | GP: 6 | G: 0 | A: 2 | P: 2| +/-: 3 | HIT: 15 | SB: 9 | PIM: 8 |
S20: SHL LAP | GP: 5 | G: 0 | A: 3 | P: 3 | +/-: 3 | HIT: 16 | SB: 2 | PIM: 23 |
S21: SHL SEA | GP: 14 | G: 2 | A: 3 | P: 5 | +/-: -4 | HIT: 42 | SB: 9 | PIM: 23 |
S22: SHL SEA | GP: 4 | G: 0 | A: 2 | P: 2 | +/-: -5 | HIT: 13 | SB: 6 | PIM: 2 |
------------------------------------------------------------
Awards/Accomplishments
S13 - Winner of the Quilha Agante Trophy as the best SMJHL defenseman
S21 - Winner of the Scott Stevens Trophy as the best SHL defenseman
------------------------------------------------------------
Transactions
S13 NWJHL Draft - Drafted 3rd Overall by the Prince George Firebirds
S14 SHL Draft - Selected 1st Overall by the New England Wolfpack
S14 - Signed 3year/15Million contract with the New England Wolfpack
S15 - Signed 2year/4Million contract with the New England Wolfpack
S17 - Traded from the New England Wolfpack to the Los Angeles Panthers
S20 - Traded from the Los Angeles Panthers to the Seattle Riot
S20 - Signed 2year/6Million contract with the Seattle Riot
Roberto Martucci || RW || 13 || Retired (S3 - S13) || Hall of Fame
Name: Roberto Martucci
Age: 18
Height: 6'0"
Weight: 204 lbs
Number: 13
------------------------------------------------------------
Regular Season Statistics
S3: NWJHL LET | GP: 87 | G: 31 | A: 30 | P: 61 | +/-: -27 | GWG: 6 | PIM: 65 | HIT: 170 |
S4: SHL HAM | GP: 40 | G: 9 | A: 8 | P: 17 | +/-: 13 | GWG: 1 | PIM: 34 | HIT: 46 |
S5: SHL HAM | GP: 44 | G: 8 | A: 14 | P: 22 | +/-: 7 | GWG: 2 | PIM: 59 | HIT: 55 |
S6: SHL HAM | GP: 60 | G: 22 | A: 21 | P: 43 | +/-: -8 | GWG: 3 | PIM: 120 | HIT: 101 |
S7: SHL HAM | GP: 50 | G: 18 | A: 26 | P: 44 | +/-: 5 | GWG: 2 | PIM: 33 | HIT: 95 |
S8: SHL HAM | GP: 50 | G: 25 | A: 32 | P: 57 | +/-: 4 | GWG: 4 | PIM: 70 | HIT: 73 |
S9: SHL HAM | GP: 50 | G: 33 | A: 35 | P: 68 | +/-: 24 | GWG: 6 | PIM: 37 | HIT: 85 |
S10: SHL HAM | GP: 50 | G: 27 | A: 41 | P: 68 | +/-: 24 | GWG: 4 | PIM: 2 | HIT: 82 |
S11: SHL HAM | GP: 50 | G: 32 | A: 32 | P: 64 | +/-: 10 | GWG: 3 | PIM: 6 | HIT: 83 |
S12: SHL HAM | GP: 50 | G: 17 | A: 26 | P: 43 | +/-: 19 | GWG: 4 | PIM: 4 | HIT: 22 |
S13: SHL HAM/TEX | GP: 50 | G: 18 | A: 23 | P: 41 | +/-: 24 | GWG: 3 | PIM: 2 | HIT: 19 |
-----S13: SHL HAM | GP: 16 | G: 2 | A: 4 | P: 6 | +/-: 1 | GWG: 1 | PIM: 0 | HIT: 10 |
-----S13: SHL TEX | GP: 34 | G: 16 | A: 19 | P: 35 | +/-: 23 | GWG: 2 | PIM: 2 | HIT: 9 |
Career Totals | GP: 494 | G: 209 | A: 258 | P: 467 | +/-: 122 | GWG: 32 | PIM: 367 | HIT: 661 |
------------------------------------------------------------
Playoff Statistics
S3: NWJHL LET GP: 4 | G: 4 | A: 1 | P: 5 | +/-: 6 | GWG: 1 | PIM: 5 | HIT: 6 |
S4: SHL HAM | GP: 5 | G: 0 | A: 1 | P: 1 | +/-: -1 | GWG: 0 | PIM: 7 | HIT: 5 |
S5: SHL HAM | GP: 12 | G: 4 | A: 3 | P: 7 | +/-: 4 | GWG: 1 | PIM: 17 | HIT: 17 |
S7: SHL HAM | GP: 14 | G: 4 | A: 4 | P: 8 | +/-: -4 | GWG: 2 | PIM: 7 | HIT: 29 |
S9: SHL HAM | GP: 17 | G: 8 | A: 7 | P: 15 | +/-: 2 | GWG: 2 | PIM: 2 | HIT: 15 |
S10: SHL HAM | GP: 13 | G: 5 | A: 6 | P: 11 | +/-: 0 | GWG: 1 | PIM: 0 | HIT: 13 |
S11: SHL HAM | GP: 15 | G: 11 | A: 16 | P: 27 | +/-: 11 | GWG: 3 | PIM: 2 | HIT: 26 |
S12: SHL HAM | GP: 5 | G: 1 | A: 3 | P: 4 | +/-: -3 | GWG: 0 | PIM: 2 | HIT: 2 |
S13: SHL TEX | GP: 6 | G: 1 | A: 1 | P: 2 | +/-: 0 | GWG: 0 | PIM: 0 | HIT: 1 |
Career Totals | GP: 87 | G: 34 | A: 41 | P: 75 | +/-: 9 | GWG: 9 | PIM: 37 | HIT: 108 |
------------------------------------------------------------
Transactions
Jan 13, 2011 - Signed by the Lethbridge Lions
Apr 4th, 2011 - Drafted 10th Overall in the S4 SHL Draft by the Hamilton Steelhawks
Apr 4th, 2011 - Signed 3yr/7mil contract with the Hamilton Steelhawks
Nov 1st, 2011 - Signed 4yr/8mil contract extension with Hamilton Steelhawks
July 1st, 2012 - Signed 4yr/15mil contract with the Hamilton Steelhawks
May 9th, 2013 - Traded from Hamilton to Texas
------------------------------------------------------------
Awards/Accomplishments
S4 - Selected for Team World
S4 SHL All Star
S5 - Selected for Team World and Assigned Co-GM
S5 - Won Bronze with Team World
S5 - Jersey Number 13 Retired by Washington Patriots
S5 - Patriots name Roberto Martucci Award for Most Dedicated Member
S5 SHL All Star
S5 All Star Game MVP
S6 - Named Hamilton Steelhawks Captain
S7 - IHF Team World Bronze Medalist
S6 SHL All Star
S7 - Nominated for Jeff Dar Trophy
S7 - Nominated for JJ Krever Trophy
S7 - Named to Team Canada
S7 - IHF Team Canada Silver Medalist
S7 SHL All Star
S8 - Named Hamilton Steelhawks Captain
S8 - Nominated for Ron Mexico Trophy
S8 SHL All Star
S8 - Named to Team Canada
S9 - Named Vancouver Whalers GM
S10 - Olympic Gold Medalist with Team Canada
S11 - Challenge Cup Champion with the Hamilton Steelhawks
S12 - Named to Team Canada
S17 - Inducted into the SHL Hall of Fame

A couple of players stood out as having a Hall of Fame careers but alas have not had the privilege. Aidan Richard (who has a trophy named after them), Taylor McDavid, Corey Bearss, Maxim Horvat, Jack Tanner are present in both models' predictions of being in the Hall of Fame when they are not.

Aidan Richard is a typo, the award is the Aidan Richan and his namesake is in the HoF.

Great work though, very interesting read!

would add to this that taylor mcdavid is also in the hall too

great article tho!

edit: nvm see it's already been caught

EMIL KARLSSON | C | MONTREAL PATRIOTES | 1490 TPE
NAME: Emil Karlsson
BIRTHPLACE: Örnsköldsvik, Sweden
HEIGHT: 6'3"
WEIGHT: 230 lbs
NUMBER: 28
------------------------------------------------------------
SHL CAREER STATS
S76 MTL: GP: 66, G: 18, A: 29, P: 47, +/-: -90, H: 71
S77 MTL: GP: 66, G: 19, A: 31, P: 50, +/-: -73, H: 70
S78 MTL: GP: 66, G: 26, A: 42, P: 68, +/-: -44, H: 78
S79 MTL: GP: 66, G: 29, A: 34, P: 63, +/-: -13, H: 64
S80 MTL: GP: , G: , A: , P: , +/-: , H:
TOT: GP: 264, G: 92, A: 136, P: 228, +/-: -220, H: 283
------------------------------------------------------------
SHL PLAYOFF STATS
S76 MTL: DNQ
S77 MTL: DNQ
S78 MTL: DNQ
S79 MTL: DNQ
S80 MTL:
------------------------------------------------------------
SMJHL CAREER STATS
S72 DET: GP: 8, G: 0, A: 0, P: 0, +/-: -8, H: 9
S73 DET: GP: 66, G: 18, A: 23, P: 41, +/-: -3, H: 73
S74 DET: GP: 66, G: 9, A: 24, P: 33, +/-: -7, H: 59
S75 DET: GP: 66, G: 17, A: 38, P: 55, +/-: 9, H: 90
TOT: GP: 206, G: 44, A: 85, P: 129, +/-: -9, H: 231
------------------------------------------------------------
SMJHL PLAYOFF STATS
S72 DET: DNQ
S73 DET: GP: 9, G: 1, A: 5, P: 6, +/-: -7, H: 9
S74 DET: GP: 17, G: 1, A: 7, P: 8, +/-: 4, H: 12
S75 DET: GP: 14, G: 5, A: 6, P: 11, +/-: -8, H: 15
TOT: GP: 40, G: 7, A: 18, P: 25, +/-: -11, H: 36
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IIHF CAREER STATS
------------------------------------------------------------
AWARDS/HONOURS:
S74: Four Star Cup champion (Detroit Falcons)
S74: WJC Gold Medal (Team Norden)
S75: WJC Gold Medal (Team Norden)
S78: SHL All Star
------------------------------------------------------------
TRANSACTIONS:
S72: Signed as UDFA with Detroit Falcons
S73: Drafted 16th overall by Detroit Falcons
S74: Drafted 6th overall by Montreal Patriotes
------------------------------------------------------------

ISAK SOGARD | D | RETIRED
NAME: Isak Sogard
BIRTHPLACE: Bergen, Norway
HEIGHT: 6'2"
WEIGHT: 220 lbs
NUMBER: 4
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SHL CAREER STATS
------------------------------------------------------------
SHL PLAYOFF STATS
------------------------------------------------------------
SMJHL CAREER STATS
S68 STL: GP: 7, G: 0, A: 3, P: 3, +/-: 1, H: 16
S69 KEL: GP: 0, G: 0, A: 0, P: 0, +/-: 0, H: 0
TOT: GP: 7, G: 0, A: 3, P: 3, +/-: 1, H: 16
------------------------------------------------------------
SMJHL PLAYOFF STATS
S68 STL: GP: 16, G: 0, A: 9, P: 9, +/-: 10, H: 16
S69 KEL: GP: 0, G: 0, A: 0, P: 0, +/-: 0, H: 0
TOT: GP: 16, G: 0, A: 9, P: 9, +/-: 10, H: 16
------------------------------------------------------------
IIHF CAREER STATS
------------------------------------------------------------
AWARDS/HONOURS:
------------------------------------------------------------
TRANSACTIONS:
S68: Signed as UDFA with St. Louis Scarecrows
S69: Drafted 2nd overall by Kelowna Knights
------------------------------------------------------------

KAARLO KEKKONEN | LW | RETIRED
NAME: Kaarlo Kekkonen
BIRTHPLACE: Akaa, Finland
HEIGHT: 6'4"
WEIGHT: 220 lbs
NUMBER: 82
---------------------------------------------------------
SHL CAREER STATS
S54 TEX: GP: 50, G: 5, A: 13, P: 18, +/-: -5, H: 12
S55 TEX: GP: 50, G: 10, A: 16, P: 26, +/-: -11, H: 19
S56 TEX: GP: 50, G: 21, A: 23, P: 44, +/-: 4, H: 23
S57 TEX: GP: 66, G: 26, A: 40, P: 66, +/-: 37, H: 23
S58 TEX: GP: 66, G: 28, A: 47, P: 75, +/-: 37, H: 15
S59 TEX: GP: 66, G: 31, A: 39, P: 70, +/-: 34, H: 27
S60 MTL: GP: 66, G: 29, A: 37, P: 66, +/-: -21, H: 55
S61 MTL: GP: 66, G: 30, A: 30, P: 60, +/-: -13, H: 89
S62 PHI: GP: 66, G: 40, A: 51, P: 91, +/-: 18, H: 47
S63 PHI: GP: 66, G: 21, A: 50, P: 71, +/-: 23, H: 58
S64 PHI: GP: 66, G: 35, A: 32, P: 67, +/-: 36, H: 51
S65 PHI: GP: 66, G: 21, A: 37, P: 58, +/-: 18, H: 57
S66 PHI: GP: 66, G: 18, A: 24, P: 42, +/-: -21, H: 142
S67 BUF: GP: 66, G: 20, A: 30, P: 50, +/-: -8, H: 69
S68 BUF: GP: 66, G: 17, A: 17, P: 34, +/-: -4, H: 117
TOT: GP: 942, G: 352, A: 486, P: 838, +/-: 124, H: 804
------------------------------------------------------------
SHL PLAYOFF STATS
S54 TEX: DNQ
S55 TEX: GP: 4, G: 2, A: 0, P: 2, +/-: -2, H: 2
S56 TEX: GP: 4, G: 0, A: 0, P: 0, +/-: -6 , H: 1
S57 TEX: GP: 5, G: 1, A: 1, P: 2, +/-: -3, H: 1
S58 TEX: GP: 12, G: 3, A: 6, P: 9, +/-: 2, H: 6
S59 TEX: GP: 16, G: 4, A: 7, P: 11, +/-: 3, H: 10
S60 MTL: DNQ
S61 MTL: DNQ
S62 PHI: GP: 6, G: 3, A: 4, P: 7, +/-: 5, H: 8
S63 PHI: GP: 6, G: 0, A: 0, P: 0, +/-: -1, H: 6
S64 PHI: GP: 4, G: 1, A: 0, P: 1, +/-: -7, H: 3
S65 PHI: GP: 7, G: 4, A: 3, P: 7, +/-: 4, H: 6
S66 PHI: GP: 7, G: 2, A: 4, P: 6, +/-: 1, H: 10
S67 BUF: GP: 4, G: 0, A: 1, P: 1, +/-: -2, H: 3
S68 BUF: GP: 17, G: 9, A: 4, P: 13, +/-: -6, H: 34
TOT: GP: 92, G: 29, A: 30, P: 59, +/-: -10, H: 87
------------------------------------------------------------
SMJHL CAREER STATS
S49 DET: GP:5, G: 0, A: 1, P: 1, +/-: -1, H: 0
S50 DET: GP: 50, G: 9, A: 12, P: 21, +/-: -6, H: 47
S51 DET: GP: 50, G: 16, A: 22, P: 38, +/-: 8, H: 42
S52 DET: GP: 50, G: 29, A: 33, P: 62, +/-: 19, H: 58
S53 DET: GP: 50, G: 19, A: 31, P: 50, +/-: 25 H: 5
TOT: GP: 205, G: 73, A: 99, P: 172, +/-: 45, H: 152
------------------------------------------------------------
SMJHL PLAYOFF STATS
S50 DET: GP: 10, G: 2, A: 3, P: 5, +/-: 1, H: 10
S51 DET: GP: 7, G: 2, A: 4, P: 6, +/-: -4, H: 8
S52 DET: GP: 10, G: 6, A: 3, P: 9, +/-: 6, H: 10
S53 DET: GP: 17, G: 3, A: 4, P: 7, +/-: 0, H: 7
TOT: GP: 44, G: 10, A: 10, P: 27, +/-: 3, H: 35
------------------------------------------------------------
IIHF CAREER STATS
S50 FIN: GP: 12, G: 3, A: 1, P: 4, +/-: -4, H: 1
S51 FIN: GP: 12, G: 0, A: 2, P: 2, +/-: -2, H: 5
S52 FIN: GP: 12, G: 1, A: 0, P: 1, +/-: -3, H: 3
S53 FIN: GP: 12, G: 1, A: 1, P: 2, +/-: -8, H: 1
S54 FIN: GP: 12, G: 3, A: 2, P: 5, +/-: -3, H: 0
S55 FIN: GP: 12, G: 1, A: 5, P: 6, +/-: -5, H: 2
S56 FIN: GP: 12, G: 0, A: 3, P: 3, +/-: -2, H: 0
S57 FIN: GP: 12, G: 5, A: 4, P: 9, +/-: -6, H: 0
S58 FIN: GP: 12, G: 5, A: 8, P: 13, +/-: -6, H: 4
S59 FIN: GP: 12, G: 3, A: 3, P: 6, +/-: -3, H: 12
S60 FIN: GP: 12, G: 11, A: 4, P: 15, +/-: 12, H: 12
S61 FIN: GP: 14, G: 7, A: 10, P: 17, +/-: 10, H: 12
S62 FIN: GP: 15, G: 6, A: 8, P: 14, +/-: 8, H: 8
S63 FIN: GP: 13, G: 4, A: 4, P: 8, +/-: 6, H: 6
TOT: GP: 174, G: 50, A: 55, P: 105, +/-: -6, H: 66
------------------------------------------------------------
AWARDS/HONOURS:
S52: 1st Team All SMJHL
S52: Jared Hanson Trophy (SMJHL Points Leader)
S52: Roberto Martucci Trophy (SMJHL Goals Leader)
S52: Raymond Lindsay Trophy (SMJHL Players MVP)
S52: Ideen Fallah Trophy (SMJHL Awards Committee MVP)
S53: 1st Team All SMJHL
S53: Ron Bolt Trophy (SMJHL Most Sportsmanlike)
S53: Four Star Cup champion (Detroit Falcons)
S59: Challenge Cup champion (Texas Renegades)
S60: Jeff Dar Trophy Nominee
S60: All SHL 3rd Team
S60: SHL All-Star
S61: IIHF Bronze Medal (Finland)
S61: SHL All-Star
S62: Ron Mexico (MVP) Nominee
S62: All SHL 2nd Team
S62: IIHF Gold Medal (Finland)
S62: SHL All-Star
S63: SHL All-Star
S64: SHL All-Star
S64: IIHF Gold Medal (Finland)
------------------------------------------------------------
TRANSACTIONS:
S50: Drafted 8th overall by Detroit Falcons
S51: Drafted 31st overall by Texas Renegades (GM Pick)
S51: Signed ELC with Texas, 3 seasons @ 8 mil
S54: Signed extension with Texas, 3 seasons @ 9 mil
S57: Signed extension with Texas, 3 seasons @ 12 mil
S60: Signed extension with Montreal, 2 seasons @ 8 mil
S62: Signed extension with Montreal, 1 season @ 4 mil
S62: Traded to Philadelphia Forge
S63: Signed extension with Philadelphia, 1 season @ 6 mil
S64: Signed extension with Philadelphia, 1 season @ 5 mil
S65: Signed extension with Philadelphia, 1 season @ 5 mil
S66: Signed extension with Philadelphia, 1 season @ 4 mil
S67: Signed as Free Agent with Buffalo, 2 seasons @ 8 mil
------------------------------------------------------------


DANIEL KARLSSON | RETIRED
NAME: Daniel Karlsson
BIRTHPLACE: Los Angeles, California
HEIGHT: 6'2"
WEIGHT: 210 lbsNUMBER: 7
------------------------------------------------------------
SHL CAREER STATS
S42 TEX: GP: 1, G: 0, A: 0, P: 0, +/-: 0, H: 0
S43 TEX: GP: 50, G: 4, A: 22, P: 26, +/-: -11, H: 73
S44 TEX: GP: 50, G: 8, A: 24, P: 32, +/-: 4, H: 64
S45 TEX: GP: 50, G: 6, A: 32, P: 38, +/-: 8, H: 60
S46 TEX: GP: 50, G: 5, A: 19, P: 24, +/-: -9, H: 55
S47 TEX: GP: 50, G: 9, A: 29, P: 38, +/-: -7, H: 117
S48 TEX: GP: 50, G: 17, A: 32, P: 49, +/-: 1, H: 41
S49 TEX: GP: 19, G: 7, A: 8, P: 15, +/-: 0, H: 17
S49 SFP: GP: 31, G: 6, A: 20, P: 26, +/-: 6, H: 93
TOT: GP: 351, G: 62, A: 186, P: 248, +/-: -8, H: 520
------------------------------------------------------------
SHL PLAYOFF STATS
S43 TEX: GP: 0, G: 0, A: 0, P: 0, +/-: 0, H: 0
------------------------------------------------------------
SMJHL CAREER STATS
S40 STL: GP: 50, G: 3, A: 12, P: 15, +/-: 2, H: 58
S41 STL: GP: 50, G: 4, A: 31, P: 35, +/-: 7, H: 53
S42 STL: GP: 50, G: 1, A: 26, P: 27, +/-: -9, H: 59
------------------------------------------------------------
SMJHL PLAYOFF STATS
S40 STL: GP: 5, G: 1, A: 2, P: 3, +/-: 0, H: 4
S41 STL: GP: 4 G: 0, A: 1, P: 1, +/-: -1, H: 3
S42 STL: DNQ
------------------------------------------------------------
IIHF CAREER STATS
S41 USA: GP: 10, G: 0, A: 1, P: 1, +/-: 1, H: 0
S42 USA: GP: 10, G: 0, A: 0, P: 0, +/-: -1, H: 12
S43 USA: GP: 10, G: 0, A: 0, P: 0, +/-: 0, H: 0
S44 USA: GP: 10, G: 1, A: 5, P: 6, +/-: 6, H: 7
S45 USA: GP: 10, G: 1, A: 6, P: 7, +/-: 7, H: 17
S46 USA: GP: 12, G: 1, A: 4, P: 5, +/-: 8, H: 12
S47 USA: GP: 12, G: 1, A: 4, P: 5, +/-: 5, H: 26
S48 USA: GP: 12, G: 0, A: 0, P: 0, +/-: 1, H: 18
TOT: GP: 86, G: 4, A: 20, P: 24, +/-: 27, H: 92

------------------------------------------------------------
AWARDS/HONOURS:
S43: Named to SHL All-Rookie Team
S44: Ranked #74 on Top 100 SHL Players Of Today list
------------------------------------------------------------
TRANSACTIONS:
S40: Drafted 1st overall by St. Louis Scarecrows
S41: Drafted by Texas Renegades (GM Rule)
S41: Signed ELC with Texas Renegades, 3 years @ 1.5 mil
S44: Signed extension with Texas Renegades, 3 years @ 9 mil
------------------------------------------------------------


SVEN KARLSSON | C | RETIRED
NAME: Sven Karlsson
BIRTHPLACE: Örnsköldsvik, Sweden
HEIGHT: 6'3"
WEIGHT: 210 lbs
NUMBER: 28
------------------------------------------------------------
SHL CAREER STATS
S26 POR: GP: 50, G: 9, A: 16, P: 25, +/-: -1, H: 6
S27 POR: GP: 50, G: 11, A: 15, P: 26, +/-: -20, H: 13
S28 LAP: GP: 50, G: 7, A: 25, P: 32, +/-: 6, H: 43
S29 LAP: GP: 50, G: 16, A: 27, P: 43, +/-: -4, H: 3
S30 LAP: GP: 50, G: 15, A: 20, P: 35, +/-: -12, H: 5
S31 LAP: GP: 49, G: 11, A: 21, P: 32, +/-: -3, H: 42
S32 TOR: GP: 51, G: 16, A: 24, P: 40, +/-: 10, H: 32
S33 TOR: GP: 50, G: 14, A: 13, P: 27, +/-: 7, H: 13
S34 TOR: GP: 50, G: 15, A: 29, P: 44, +/-: 6, H: 42,
S35 TEX: GP: 50, G: 13, A: 29, P: 42, +/-: 9, H: 48,
S36 TEX: GP: 50, G: 11, A: 35, P: 46, +/-: 5, H: 28,
S37 TEX: GP: 50, G: 16, A: 21, P: 37, +/-: 2, H: 28,
S38 TEX: GP: 50, G: 19, A: 25, P: 44, +/-: 13, H: 18,
S39 TEX: GP: 50, G: 15, A: 36, P: 51, +/-: 17, H: 36,
S40 TEX: GP: 50, G: 22, A: 26, P: 48, +/-: 12, H: 13,
TOT : GP: 750, G: 210, A: 362, P: 572, +/-: 35, H: 358
------------------------------------------------------------
SHL PLAYOFF STATS
S26 POR: DNQ
S27 POR: DNQ
S28 LAP: DNQ
S29 LAP: DNQ
S30 LAP:  DNQ
S31 LAP: DNQ
S32 TOR: DNQ
S33 TOR: GP: 11, G: 4, A: 7, P: 11, +/-: 4, H: 7
S34 TOR: GP: 7, G: 1, A:5, P: 6, +/-: 2, H: 13,
S35 TEX: GP: 6, G: 2, A: 1, P: 3, +/-: -7, H: 2,
S36 TEX: GP: 16, G: 4, A: 9, P: 13, +/-: -1, H: 8,
S37 TEX: GP: 4, G: 0, A: 2, P: 2, +/-: -4, H: 4,:
S38 TEX: DNQ
S39 TEX: DNQ
S40 TEX: GP: 0, G: 0, A: 0, P: 0, +/-: 0, H: 0
TOT : GP: 44, G: 11, A: 24, P: 35, +/-: -6, H: 34
------------------------------------------------------------
SMJHL CAREER STATS
S25 DET: GP: 32, G: 5, A: 8, P: 13, +/-: -11, H: 14
TOT : GP: 32, G: 5, A: 8, P: 13, +/-: -11, H: 14
------------------------------------------------------------
SMJHL PLAYOFF STATS
S25 DET: GP: 5, G: 0, A: 1, P: 1, +/-: -3, H: 2
TOT: GP: 5, G: 0, A: 1, P: 1, +/-: -3, H: 2
------------------------------------------------------------
IIHF CAREER STATS

------------------------------------------------------------
AWARDS/HONOURS:
S26: Made SHL Debut for Portland Admirals
S26: Made IIHF Debut for Team Sweden
S27: Named as alternate captain of Portland Admirals
S27: Won IIHF Silver Medal
S28: Won IIHF Gold Medal
S28: Ranked #85 on Top 100 SHL Players Of Today list
S29: Named as alternate captain of Los Angeles Panthers
S29: Won IIHF Gold Medal
S29: Ranked #64 on Top 100 SHL Players Of Today list
S30: Ranked #78 on Top 100 SHL Players Of Today list
S31: Stripped of LAP alt. captaincy
S31: Suspsended for a game for unsportsmanlike conduct
S31: Ranked #74 on Top 100 SHL Players Of Today list
S32: Ranked #46 on Top 100 SHL Players Of Today list
S33: Ranked #90 on Top 100 SHL Players Of Today list
S34: Named as alternate captain of Toronto North Stars
S34: Ranked #63 on Top 100 SHL Players Of Today list
S35: Won IIHF Silver Medal
S35: Ranked #56 on Top 100 SHL Players Of Today list
S36: Challenge Cup champion (Texas Renegades)
S36: Ranked #60 on Top 100 SHL Players Of Today list
S37: Ranked #46 on Top 100 SHL Players Of Today list
S38: Ranked #52 on Top 100 SHL Players Of Today list
S39: Ranked #20 on Top 100 SHL Players Of Today list
S40: Named Head GM of Texas Renegades
------------------------------------------------------------
GM AWARDS/HONOURS
S41: Won Lance Uppercut Award (Best GM)
S41: Won Joe McKeil Award (Best Coach)
------------------------------------------------------------
TRANSACTIONS:
S25: Signed by Detroit Falcons as UDFA
S26: Drafted 15th overall by Portland Admirals
S26: Signed ELC with Portland Admirals, 3 years @ 9 mil
S28: Traded from Portland Admirals to Los Angeles Panthers
S28: Signed extension with Los Angeles Panthers, 5 years @ 17.5 mil
S32: Traded from Los Angeles Panthers to Toronto North Stars
S33: Signed extension with Toronto North Stars, 2 years @ 15 mil
S35: Traded from Toronto North Stars to Texas Renegades
S35: Signed extension with Texas Renegades, 3 years @ 15 mil
S38: Signed extension with Texas Renegades, 3 years @ 18 mil
------------------------------------------------------------