There is no correlation between xpm and Win Rate and there are no clusters. The values are standardized.
xpm Win Rate
Abaddon -0.611373 0.490766
Alchemist 0.953255 -0.816070
Ancient Apparition -1.105216 0.919118
Anti-Mage 1.985468 -0.333267
Arc Warden 1.595698 0.984460
Axe 0.404194 0.955419
Bane -1.309033 -0.238884
Batrider -0.755641 -2.888858
Beastmaster -0.148250 -1.033876
Bloodseeker 1.018893 0.026113
Bounty Hunter -0.740484 -0.144501
Brewmaster 0.391066 0.291111
Bristleback 0.450750 0.305631
Broodmother 0.360615 -1.759896
Centaur Warrunner 0.030394 0.893707
Chaos Knight 0.688266 1.416442
Chen -1.822636 -0.097310
Clinkz 0.269399 0.541588
Clockwerk -1.297665 -0.445800
Crystal Maiden -1.484700 -0.166282
Dark Seer -0.523674 0.592409
Dark Willow -0.773777 -0.075530
Dawnbreaker 0.062469 0.552478
Dazzle -1.471031 -0.129981
Death Prophet 0.091160 -0.511142
Disruptor -1.663615 -0.380458
Doom 0.098739 -1.585651
Dragon Knight 0.222031 -0.380458
Drow Ranger 0.849993 -0.021078
Earth Spirit -0.563328 -0.950384
Earthshaker -0.064748 0.443575
Elder Titan -0.580110 0.236659
Ember Spirit 1.009420 -1.730855
Enchantress -0.760784 -1.828868
Enigma -1.535045 -1.287983
Faceless Void 1.289566 -0.467580
Grimstroke -1.351529 0.247549
Gyrocopter 1.167628 0.534327
Hoodwink -0.633568 -0.678126
Huskar 0.105100 -0.151762
Invoker 0.118904 0.646861
Io -1.737780 0.229399
Jakiro -1.219034 1.467263
Juggernaut 1.349656 -0.242514
Keeper of the Light -0.785280 -1.505789
Kunkka 0.675815 1.060692
Legion Commander 0.434239 0.672271
Leshrac 0.176828 -0.765249
Lich -1.415408 0.853776
Lifestealer 1.025525 -0.191693
Lina 0.878008 -0.689017
Lion -1.452084 -1.189970
Lone Druid 0.034319 1.133294
Luna 1.032427 -0.768879
Lycan -0.286429 -0.035598
Magnus -0.362488 -1.306134
Marci -1.096690 -0.587374
Mars -0.331496 -1.277093
Medusa 1.045284 -0.754358
Meepo 1.700313 0.690422
Mirana -1.046751 -0.561963
Monkey King 0.485396 -1.538460
Morphling 1.173854 -1.415037
Muerta 1.062607 1.009871
Naga Siren 0.894248 0.879187
Nature's Prophet -0.056086 1.024391
Necrophos 0.906158 1.470893
Night Stalker 0.274947 1.038911
Nyx Assassin -0.085590 0.777544
Ogre Magi -0.310790 0.537958
Omniknight -0.624906 0.345562
Oracle -1.740351 1.075212
Outworld Destroyer 1.001029 1.038911
Pangolier 0.831993 -0.823330
Phantom Assassin 1.868131 1.064322
Phantom Lancer 1.233943 1.405552
Phoenix -0.861204 -0.253404
Primal Beast -0.076116 -0.220734
Puck 0.997375 -0.914083
Pudge -0.722755 -0.209843
Pugna -0.943489 -0.634565
Queen of Pain 0.792746 0.247549
Razor 0.593801 -0.111831
Riki 1.862853 1.209526
Rubick -1.200222 -1.850649
Sand King 0.234617 1.521715
Shadow Demon -1.536534 -0.935863
Shadow Fiend 1.185628 0.432685
Shadow Shaman -1.459392 1.006241
Silencer -0.915880 1.318429
Skywrath Mage -1.063262 0.436315
Slardar 0.411908 1.648768
Slark 1.124185 0.120496
Snapfire -0.841039 -1.781677
Sniper 0.633996 0.429054
Spectre 1.684479 1.612467
Spirit Breaker -0.027259 0.076935
Storm Spirit 0.897225 -1.106478
Sven 1.930115 0.341932
Techies -1.065427 -0.910453
Templar Assassin 1.590285 -1.182710
Terrorblade 0.490674 -1.440447
Tidehunter -0.506351 -0.416759
Timbersaw 0.078845 -2.082975
Tinker 1.144080 0.073305
Tiny -0.139995 -1.727225
Treant Protector -1.310386 1.717740
Troll Warlord 1.572014 1.082473
Tusk -0.701371 -0.892302
Underlord -0.628831 0.385493
Undying -1.214568 0.940899
Ursa 1.364814 -0.736208
Vengeful Spirit -1.160163 1.351100
Venomancer -1.331093 0.802955
Viper 0.161941 0.461725
Visage 0.025251 0.519807
Void Spirit 0.766626 -0.489361
Warlock -1.428265 1.543495
Weaver 1.051239 0.026113
Windranger 0.057191 -1.186340
Winter Wyvern -1.153937 -0.859631
Witch Doctor -0.802197 1.866574
Wraith King 0.810881 1.677809
Zeus 0.126618 0.995350