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    FAF Statistics Megathread

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    • tatsuT
      tatsu
      last edited by tatsu

      This one is a plot of when I first saw someone play a game (in blue) and when I last saw them play a game (in green) (all values plotted are the cumulative values).

      All this shows is that I see new people when my data begins, and I stop seeing people after my data ends (aka, time is a thing).

      The real purpose of this post is to share all my code so far. Its all in ipython notebook (see http://jupyter.org/) files (thats how I did the dev), and is attached. Also included is all the raw data, so knock yourselves out.

      1606828582913-download11.png

      Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449#p138933

      How to setup FAF on linux

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      • tatsuT
        tatsu
        last edited by tatsu

        Leaderboards rating distribution (amount of players) :
        HPIvRsP.png
        GnBKAAf.png

        Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449#p138971

        How to setup FAF on linux

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        • tatsuT
          tatsu
          last edited by tatsu

          Popularity of different mods over time.
          Looks like ladder really is dying this time! Also clear to see is when the server update broke coop, and when it got fixed again.
          Notably missing is the "faf" mod, that was just way higher than all these other mods :
          1606828832544-download14.png
          and by contrast with "vanilla" FAF :
          1606829117816-download16.png
          Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=10#p139077

          How to setup FAF on linux

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          • tatsuT
            tatsu
            last edited by tatsu

            win ratios on Seton's Clutch for different factions:
            All ratings:
            1606829188100-download19.png
            1500+
            1606829192125-download18.png
            Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=10#p139093

            How to setup FAF on linux

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            • tatsuT
              tatsu
              last edited by tatsu

              aeolus messages per day :
              aeolusmessages.PNG
              Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=10#p139149

              How to setup FAF on linux

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              • tatsuT
                tatsu
                last edited by tatsu

                Number of active players :
                1606829377661-a2cbfbc7-2e43-41e8-83d9-518b0977d27a.png

                Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=10#p139660
                1606829635637-download3.png

                Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=20#p140246

                How to setup FAF on linux

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                • tatsuT
                  tatsu
                  last edited by tatsu

                  Following on from my last graph, I decided to investigate how many "active" players we have in each rating group.

                  I decided that "active" for globally rated games was 50 games or more:
                  1606829499626-download-3.png

                  From this we can see that the growth in active players is mainly driven from people with global MEANS in the 1000 - 1500 range (aka, ~800 to 1300 rating)

                  The larger numbers of these players masked trends for higher rated groups in this graph, so I decided to plot them separately:

                  While there were never very many players in the 2000+ mean bracket (1800+ rating) there has been a clear downward trend, with there only being half the number active in that group as this time two years ago.
                  1606829526557-download1.png
                  I also did the same for ladder, with "active" meaning 10 games or more in a month (since fewer ladder games are played:

                  1606829674619-download2-3.png
                  Here its quite clearly the low rating groups which are the odd ones out, with the number of active people with 1000 mean or less (~800 rating or less) on ladder increasing drastically in recent months.

                  All other rating groups for ladder seem to be falling significantly though.

                  Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=20#p139889

                  How to setup FAF on linux

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                  • tatsuT
                    tatsu
                    last edited by tatsu

                    download4 (1) (1).png

                    Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=20#p140398

                    How to setup FAF on linux

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                    • tatsuT
                      tatsu
                      last edited by tatsu

                      Summed to periods of a month

                      factions, assuming 1=uef, 2=aeon, 3=cybran, 4=sera. no idea what 5 and 6 are

                      all ratings
                      DfXCTZm.png

                      1000+ mean
                      KRdMxco.png

                      1500+ mean
                      iYBxMRo.png

                      1800+ mean
                      cI5ushU.png

                      2000+ mean
                      ofPijxh.png

                      Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=30#p149466

                      How to setup FAF on linux

                      1 Reply Last reply Reply Quote 1
                      • tatsuT
                        tatsu
                        last edited by tatsu

                        mount of ladder games / week.
                        There are some differences with this one viewtopic.php?f=2&t=13449&start=10#p139077
                        My graph has some drops in activity at newyears that are not in soflty's graph.

                        ladder_popularity.png

                        Here is a version with data only from 2016-2017
                        ladder_popularity_16-17.png

                        Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=30#p149475

                        How to setup FAF on linux

                        1 Reply Last reply Reply Quote 0
                        • tatsuT
                          tatsu
                          last edited by tatsu

                          Old Forum stats :

                          Users with the most topic creations in general discussions :
                          1606830570473-download7.png
                          And a version for those with a very wide screen:
                          loong.png

                          Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=40#p151990

                          Highest mean views per topic created (at least 5 topics created in General Discussions):
                          1606830581545-download10.png
                          Number of topics created each month in General Discussions:
                          1606830584799-download9.png

                          Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=40#p152003

                          How to setup FAF on linux

                          1 Reply Last reply Reply Quote 0
                          • tatsuT
                            tatsu
                            last edited by tatsu

                            The following graphs were created from a join the the game_stats and game_player_stats table using the game id.

                            Methodology:

                            • Games where no players could be found were discarded
                            • Even teams => At least 2 teams, and all teams have the same number of players
                            • Game is marked as valid => FAF thought it was a ranked game

                            1606830644299-download11.png
                            1606830649853-download12.png
                            1606830653035-download13.png

                            Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=40#p152860

                            How to setup FAF on linux

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                            • tatsuT
                              tatsu
                              last edited by tatsu

                              Global rating over total games (global + ladder)
                              https://plot.ly/~bsse/27/
                              Screenshot from 2020-12-01 15-08-09.png
                              Ladder rating over total games
                              https://plot.ly/~bsse/25/
                              Screenshot from 2020-12-01 15-08-25.png
                              Global rating over ladder rating
                              https://plot.ly/~bsse/23/
                              Screenshot from 2020-12-01 15-08-41.png

                              Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=80#p164738

                              How to setup FAF on linux

                              1 Reply Last reply Reply Quote 0
                              • tatsuT
                                tatsu
                                last edited by tatsu

                                Ladder win percentages by faction and rating:
                                https://plot.ly/~bsse/45
                                Screenshot from 2020-12-01 15-09-28.png

                                Games played by each faction and rating:
                                https://plot.ly/~bsse/50/
                                Screenshot from 2020-12-01 15-09-42.png

                                Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=80#p167079

                                How to setup FAF on linux

                                1 Reply Last reply Reply Quote 0
                                • tatsuT
                                  tatsu
                                  last edited by tatsu

                                  1606830995030-download16.png

                                  Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=80#p168623

                                  How to setup FAF on linux

                                  1 Reply Last reply Reply Quote 0
                                  • tatsuT
                                    tatsu
                                    last edited by tatsu

                                    Lower rated players gain rating from draws, and the data for "0 rating advantage" actually refers to the range 0-10 rating advantage.
                                    1606831053764-download17.png
                                    Second view, focused on new players.
                                    1606831057164-download18.png
                                    Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=90#p168635

                                    How to setup FAF on linux

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                                    • tatsuT
                                      tatsu
                                      last edited by tatsu

                                      1606831352997-download22.png
                                      1606831357294-download23.png
                                      Mean success rate: 324034/521269 ==> 62.2% (Trueskill)
                                      Mean success rate: 286803/521269 ==> 55.0% (Simple Ladder)
                                      Mean success rate: 247667/521269 ==> 47.5% (Random Guessing)

                                      The 'Simple Ladder' scheme awards players -1, 0, and 1 points for losses, draws, and wins respectively.
                                      Note that the data used for these experiments is biased by having had the trueskill rating scheme used as the matchmaker.

                                      Both plots are for 1v1 results only. Other rating schemes may appear in future plots, if you have ideas or questions let me know.

                                      Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=90#p169175

                                      How to setup FAF on linux

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                                      • tatsuT
                                        tatsu
                                        last edited by tatsu

                                        A player is considered "active" if their player details have been updated in the past month, e.g. by logging in.
                                        1606831388832-download24.png
                                        A player is considered "retained" if they are active.
                                        1606831397912-download25.png

                                        Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=90#p173021

                                        How to setup FAF on linux

                                        1 Reply Last reply Reply Quote 0
                                        • tatsuT
                                          tatsu
                                          last edited by tatsu

                                          Old stats from the dark world of FAF moderation :

                                          M9HyCzV.jpg

                                          Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=100#p175559

                                          How to setup FAF on linux

                                          1 Reply Last reply Reply Quote 0
                                          • tatsuT
                                            tatsu
                                            last edited by tatsu

                                            sZZLcWk.png
                                            L8Pm5G6.png

                                            Source : https://forums.faforever.com/viewtopic.php?f=2&t=13449&start=110#p177027

                                            How to setup FAF on linux

                                            1 Reply Last reply Reply Quote 0
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