I noticed that some people ended up on my blog by searching Google for “gwent how many players in pro rank”. They would have been disappointed as there is no answer to that question yet, let’s see if we can change that! In this post using data science and web scraping, we’ll try to figure that out exactly how many people can be found on Gwent’s Pro Ladder.

In-game Gwent only shows the top 1144 players for the current season, which is convenient but nowhere near the complete list. On the Gwent Masters website you can pull up the rankings of all Pro Players up to rank 2860, … more but still not complete … so I’ll explore three ways to get an idea of the total number of Pro Players out there.

If you are just interested in the number of players, click here to jump right to the numbers you are looking for.

## Method 1: Being the Lowest Ranked Player

One trick you could use is ending in the top 500 one season, so you won’t drop out of Pro Rank. During the next season you play and lose one game, only one! This way you will have a grand total of 96 MMR and should be the lowest ranked player in the game. At the end of the season, check your rank in-game and you’ll know how many players are on Pro Ladder as all of them will have an equal or better rank.

Problem, I’m not good enough to fight my way up to the top 500 to try this… so I’ll have to resort to a different approach as my Gwent skills won’t get me there.

## Method 2: Estimating From a Partial Distribution

Imagine for a moment a yearly running competition with about two thousand participants running a 15K. The local newspaper prints the full list of participants with their times the following week. However, as the competition grows more and more popular, it attracts more and more participants making it not feasible to publish the full list anymore. So to save ink and paper now they only publish those a list of those who finished in under one hour…

Now if we still have access to a full list from a few years before, we can figure out which fraction of participants actually manages to run a 15K in under an hour. We can use this approach to estimate how many Pro Players there are in Gwent.

Here it is important to note that during the Season of the Wolf in 2020 there were very few players in Pro Rank as you can see by the MMR score by the player at rank 2860. While there are probably a few more out there than 2860, it won’t be much more given the low MMR required to be listed on the website.

Season Min MMR (top 2860)
M2_01 Wolf 2020 2407
M2_02 Love 2020 7776
M2_03 Bear 2020 9427
M2_04 Elf 2020 9666
M2_05 Viper 2020 9635
M2_06 Magic 2020 9624
M2_07 Griffin 2020 9698
M2_08 Draconid 2020 9666
M2_10 Cat 2020 9703
M2_11 Mahakam 2020 9706
M2_12 Wild Hunt 2020 9756

Based on the scores, we can determine the percentile rank for each score, that is the percentage of players that had that score or less. A few percentile ranks are shown below, we can see that in the first season of M2 half of the players (50th percentile) got a score above 9051 MMR, only one in four (75th percentile) got 9685 and those with a score of 9810 are in the 90th percentile, indication only the best 10% players get that score or above.

Percentile MMR
50 9051
75 9685
90 9810

So based on these we can determine the fraction of players that can get above 9700, 9800, 9900, 10000 and, 10100, next we look in other seasons how many players actually got above that score. Using these two number it is pretty easy to calculate the total number of players you would expect! If you are interested in the code, everything is available on GitHub. The results are shown below:

Season Estimate (low) Estimate (high) Estimate (mean)
M2_01 Wolf 2020 2900 3600 3118
M2_02 Love 2020 4567 7100 5620
M2_03 Bear 2020 6036 10300 7329
M2_04 Elf 2020 9927 18000 12319
M2_05 Viper 2020 7767 11400 9372
M2_06 Magic 2020 6800 9800 8320
M2_07 Griffin 2020 12836 19900 14683
M2_08 Draconid 2020 9567 13300 11186
M2_09 Dryad 2020 9733 12580 11219
M2_10 Cat 2020 12800 14620 13774
M2_11 Mahakam 2020 12995 18900 16042
M2_12 Wild Hunt 2020 13000 36000 23085

## Method 3: Hammering the Gwent Masters Website

While on the Gwent Masters website only the top 2860 players are listed, if you search for a specific player you’ll find their results for that season. Even if they are below rank 2860! This got me thinking … If we get a list of names from all players that were in the top 2860 in any season during Masters 2, we could brute-force check for each name and each season the rank of that player. If we are lucky there are a few top 500 players that remained in Pro Rank but didn’t play a lot of games the next season, so we can get some data on low ranks… it worked ! It did take several days and over 12000 HTTP requests putting some strain on CDPR’s servers, but the script pulled data for a lot more players than were listed … including at least one player with the lowest possible MMR of 96 each season! These numbers should be very close to the exact number of Pro Players each season.

Season Players
M2_01 Wolf 2020 2997
M2_02 Love 2020 4883
M2_03 Bear 2020 6632
M2_04 Elf 2020 10209
M2_05 Viper 2020 10079
M2_06 Magic 2020 9919
M2_07 Griffin 2020 14791
M2_08 Draconid 2020 13800