There is no correlation between xpm and Pick Rate and there are no clusters. The values are standardized.
xpm Pick Rate
Abyssal Blade 1.827820 -0.252220
Aeon Disk -0.568427 -0.279841
Aether Lens -1.072327 0.824967
Aghanim'S Blessing 0.791176 -0.697596
Aghanim'S Scepter 0.209548 3.954679
Aghanim'S Shard -0.091981 5.351225
Arcane Blink 1.590350 -0.656166
Arcane Boots -1.524794 1.265164
Armlet Of Mordiggian -0.027343 -0.435204
Assault Cuirass 0.950919 -0.160728
Battle Fury 1.189315 0.055054
Black King Bar 0.676264 2.369971
Blade Mail -0.189865 0.540134
Blink Dagger -0.445406 2.423485
Bloodstone 0.640933 -0.537054
Bloodthorn 1.093980 -0.469729
Boots Of Bearing -0.556611 -0.512886
Boots Of Travel 0.649621 0.507335
Boots Of Travel 2 1.468488 -0.594020
Bottle 0.035906 0.236312
Bracer -1.035258 0.802525
Butterfly 1.571353 -0.124477
Crimson Guard -0.122446 -0.409310
Crystalys -0.403240 -0.338533
Daedalus 1.215032 0.072317
Dagon -1.093178 -0.664797
Dagon (2) -0.978150 -0.676881
Dagon (3) -0.717164 -0.675154
Dagon (4) -0.494869 -0.676881
Dagon (5) 0.476326 -0.559495
Desolator 0.666765 0.369234
Diffusal Blade 0.448293 -0.222874
Disperser 1.625913 -0.616462
Dragon Lance -0.310222 -0.274662
Drum Of Endurance -1.732610 -0.631998
Echo Sabre -0.256820 -0.160728
Eternal Shroud 0.059884 -0.581936
Ethereal Blade 0.379600 -0.286746
Eul'S Scepter Of Divinity -0.791533 -0.164181
Eye Of Skadi 1.578303 -0.119298
Falcon Blade -0.239676 -0.468003
Force Staff -1.451121 0.507335
Gleipnir 0.307780 -0.347165
Glimmer Cape -1.382428 0.305362
Guardian Greaves -0.773115 -0.196980
Hand Of Midas -0.143297 0.274289
Harpoon 0.900065 -0.283293
Heart Of Tarrasque 0.821295 0.168987
Heaven'S Halberd -0.121983 -0.305734
Helm Of The Dominator -1.150750 -0.692417
Helm Of The Overlord -0.450387 -0.678607
Holy Locket -1.410461 -0.611283
Hurricane Pike 0.542586 0.163809
Kaya And Sange 0.637226 -0.233231
Linken'S Sphere 0.897517 -0.108941
Lotus Orb -0.285432 -0.276388
Maelstrom -0.564141 -0.164181
Mage Slayer 0.023974 -0.640629
Magic Wand -1.212840 3.309057
Manta Style 1.066873 0.345066
Mask Of Madness 0.047953 -0.274662
Medallion Of Courage -2.051051 -0.652713
Mekansm -2.096344 -0.561221
Meteor Hammer -0.880382 -0.500802
Mjollnir 1.075214 -0.228053
Monkey King Bar 1.319403 -0.012270
Moon Shard 0.870526 -0.507707
Null Talisman -1.227551 0.099937
Nullifier 1.600660 -0.488718
Octarine Core 0.563784 -0.160728
Orb Of Corrosion -0.337212 -0.402405
Orchid Malevolence -0.393973 -0.374785
Overwhelming Blink 1.289516 -0.442109
Pavise -1.682104 -0.623367
Phase Boots -0.108430 1.453326
Phylactery -0.543869 -0.442109
Pipe Of Insight -0.637930 -0.326450
Power Treads 0.304652 3.542103
Radiance 0.834500 -0.291924
Refresher Orb 0.309981 -0.343712
Revenant'S Brooch 1.426438 -0.635450
Rod Of Atos -1.356480 -0.376511
Sange And Yasha 0.854888 -0.360975
Satanic 1.651629 -0.174539
Scythe Of Vyse 0.734299 -0.159002
Shadow Blade -0.706855 -0.310913
Shiva'S Guard 0.832531 -0.371332
Silver Edge 0.920800 0.360603
Skull Basher 0.764765 -0.188349
Solar Crest -1.080783 -0.338533
Soul Ring -0.635961 -0.328176
Spirit Vessel -0.890228 -0.055427
Swift Blink 2.172905 -0.568126
Tranquil Boots -1.638548 0.629899
Urn Of Shadows -1.896406 -0.497350
Vanguard -0.889649 -0.198706
Veil Of Discord -1.286050 -0.583663
Vladmir'S Offering -0.834046 -0.642355
Wind Waker 0.828361 -0.573305
Witch Blade 0.013549 -0.364427
Wraith Band -0.381347 0.830146
Yasha And Kaya 0.393617 -0.614735