There is no correlation between xpm and Pick Rate and there are no clusters. The values are standardized.
xpm Pick Rate
Abaddon -0.611373 -0.844153
Alchemist 0.953255 -0.933861
Ancient Apparition -1.105216 -0.106753
Anti-Mage 1.985468 0.496086
Arc Warden 1.595698 -0.919508
Axe 0.404194 1.446992
Bane -1.309033 -0.953597
Batrider -0.755641 -1.283723
Beastmaster -0.148250 -1.136602
Bloodseeker 1.018893 -0.487115
Bounty Hunter -0.740484 -0.036780
Brewmaster 0.391066 -0.941038
Bristleback 0.450750 0.479938
Broodmother 0.360615 -1.301665
Centaur Warrunner 0.030394 -0.503263
Chaos Knight 0.688266 -0.259256
Chen -1.822636 -1.305253
Clinkz 0.269399 -0.264639
Clockwerk -1.297665 -0.768799
Crystal Maiden -1.484700 0.621677
Dark Seer -0.523674 -1.018187
Dark Willow -0.773777 -0.252080
Dawnbreaker 0.062469 0.447643
Dazzle -1.471031 0.278992
Death Prophet 0.091160 -0.993069
Disruptor -1.663615 -0.244903
Doom 0.098739 -0.835183
Dragon Knight 0.222031 -0.616295
Drow Ranger 0.849993 0.998451
Earth Spirit -0.563328 -0.352553
Earthshaker -0.064748 2.146715
Elder Titan -0.580110 -1.220927
Ember Spirit 1.009420 -0.343582
Enchantress -0.760784 -0.985892
Enigma -1.535045 -0.944626
Faceless Void 1.289566 0.933861
Grimstroke -1.351529 -0.271816
Gyrocopter 1.167628 1.127631
Hoodwink -0.633568 -0.155195
Huskar 0.105100 -0.347170
Invoker 0.118904 1.974476
Io -1.737780 -0.822623
Jakiro -1.219034 1.068424
Juggernaut 1.349656 1.237075
Keeper of the Light -0.785280 -1.009216
Kunkka 0.675815 -0.201843
Legion Commander 0.434239 2.248982
Leshrac 0.176828 -1.174279
Lich -1.415408 0.350759
Lifestealer 1.025525 -0.359730
Lina 0.878008 0.659355
Lion -1.452084 1.967299
Lone Druid 0.034319 -0.966156
Luna 1.032427 -0.774181
Lycan -0.286429 -1.280135
Magnus -0.362488 -0.560676
Marci -1.096690 -0.609118
Mars -0.331496 -0.652178
Medusa 1.045284 -0.781358
Meepo 1.700313 -1.122249
Mirana -1.046751 0.454820
Monkey King 0.485396 0.304111
Morphling 1.173854 -0.655766
Muerta 1.062607 -0.551705
Naga Siren 0.894248 -0.941038
Nature's Prophet -0.056086 2.317161
Necrophos 0.906158 1.118660
Night Stalker 0.274947 -0.449438
Nyx Assassin -0.085590 -0.212608
Ogre Magi -0.310790 0.950009
Omniknight -0.624906 -0.874654
Oracle -1.740351 -0.731121
Outworld Destroyer 1.001029 0.103164
Pangolier 0.831993 -0.621677
Phantom Assassin 1.868131 3.162211
Phantom Lancer 1.233943 0.078046
Phoenix -0.861204 -0.793917
Primal Beast -0.076116 -0.243109
Puck 0.997375 -0.530175
Pudge -0.722755 3.587427
Pugna -0.943489 -0.689855
Queen of Pain 0.792746 0.361524
Razor 0.593801 -0.130077
Riki 1.862853 0.207226
Rubick -1.200222 1.280135
Sand King 0.234617 -0.338200
Shadow Demon -1.536534 -1.104307
Shadow Fiend 1.185628 1.145573
Shadow Shaman -1.459392 0.930273
Silencer -0.915880 0.950009
Skywrath Mage -1.063262 0.713180
Slardar 0.411908 0.490703
Slark 1.124185 1.294488
Snapfire -0.841039 -0.187490
Sniper 0.633996 2.030095
Spectre 1.684479 0.467379
Spirit Breaker -0.027259 1.046894
Storm Spirit 0.897225 -0.244903
Sven 1.930115 0.370495
Techies -1.065427 -0.212608
Templar Assassin 1.590285 -0.433290
Terrorblade 0.490674 -0.953597
Tidehunter -0.506351 -0.289757
Timbersaw 0.078845 -0.844153
Tinker 1.144080 -0.261051
Tiny -0.139995 -0.836977
Treant Protector -1.310386 -0.176725
Troll Warlord 1.572014 -0.273610
Tusk -0.701371 -0.566058
Underlord -0.628831 -0.975127
Undying -1.214568 0.180313
Ursa 1.364814 0.092399
Vengeful Spirit -1.160163 0.761622
Venomancer -1.331093 0.153401
Viper 0.161941 -0.018839
Visage 0.025251 -1.265781
Void Spirit 0.766626 -0.176725
Warlock -1.428265 0.838771
Weaver 1.051239 -0.492498
Windranger 0.057191 0.426114
Winter Wyvern -1.153937 -1.016393
Witch Doctor -0.802197 2.902057
Wraith King 0.810881 1.089954
Zeus 0.126618 0.741886