There is no correlation between xpm and Pick Rate. Some has higher xpm, some has higher Pick Rate. Objects are grouped into clusters (marked with different colors) based on close values of xpm and Pick Rate.
xpm Pick Rate
Abaddon 626.13 0.0569
Ancient Apparition 540.38 0.0864
Bane 516.68 0.0276
Batrider 629.51 0.0271
Beastmaster 610.18 0.0266
Brewmaster 609.60 0.0103
Broodmother 629.89 0.0069
Centaur Warrunner 609.07 0.0445
Chen 463.28 0.0094
Clockwerk 529.19 0.0359
Dark Seer 594.93 0.0304
Dark Willow 563.48 0.0483
Dawnbreaker 613.65 0.0424
Dazzle 484.47 0.0757
Death Prophet 622.56 0.0235
Doom 632.95 0.0689
Dragon Knight 625.51 0.0414
Earth Spirit 547.59 0.0297
Earthshaker 597.59 0.1021
Elder Titan 589.06 0.0151
Enchantress 563.25 0.0502
Enigma 526.62 0.0277
Grimstroke 526.26 0.0513
Gyrocopter 581.06 0.0466
Hoodwink 571.75 0.0747
Huskar 632.19 0.0604
Io 488.31 0.0382
Keeper of the Light 535.07 0.0424
Leshrac 621.28 0.0136
Lina 624.58 0.0372
Lone Druid 605.29 0.0163
Lycan 597.63 0.0083
Marci 594.11 0.0404
Mars 596.87 0.0371
Nature's Prophet 630.17 0.0301
Night Stalker 629.97 0.0326
Omniknight 578.25 0.0763
Oracle 492.49 0.0696
Phoenix 551.95 0.0307
Primal Beast 591.06 0.0287
Pugna 547.58 0.0715
Razor 640.06 0.0264
Sand King 629.88 0.0669
Shadow Demon 509.89 0.0179
Slardar 626.74 0.0594
Snapfire 551.47 0.0647
Tidehunter 584.30 0.0453
Timbersaw 651.24 0.0652
Tiny 618.58 0.0443
Treant Protector 518.17 0.0346
Tusk 570.17 0.0531
Underlord 585.38 0.0762
Vengeful Spirit 526.36 0.0544
Viper 629.15 0.0684
Visage 618.57 0.0121
Warlock 500.21 0.0526
Winter Wyvern 576.95 0.0466
Zeus 625.78 0.0955
xpm Pick Rate
Anti-Mage 768.43 0.1408
Axe 658.18 0.1804
Juggernaut 731.11 0.1724
Legion Commander 671.52 0.2241
Medusa 733.30 0.1647
Nyx Assassin 620.62 0.1417
Ogre Magi 598.74 0.1656
Phantom Assassin 727.67 0.1510
Pudge 574.33 0.2844
Shadow Fiend 714.33 0.1425
Slark 709.62 0.1970
Sniper 666.50 0.1712
Spirit Breaker 633.66 0.1653
Windranger 666.40 0.1924
xpm Pick Rate
Alchemist 723.28 0.0880
Arc Warden 749.97 0.0532
Bloodseeker 715.13 0.0911
Bristleback 646.87 0.1036
Chaos Knight 668.68 0.0531
Clinkz 652.74 0.1177
Drow Ranger 689.64 0.1204
Ember Spirit 716.62 0.0904
Faceless Void 708.88 0.1039
Invoker 650.87 0.1078
Kunkka 672.41 0.0460
Lifestealer 702.15 0.0630
Luna 697.89 0.0386
Magnus 663.40 0.1214
Meepo 776.50 0.0291
Monkey King 669.24 0.1156
Morphling 707.35 0.0370
Muerta 698.13 0.0643
Naga Siren 705.00 0.0392
Necrophos 673.44 0.1097
Outworld Destroyer 679.49 0.0648
Pangolier 675.17 0.0623
Phantom Lancer 720.04 0.1180
Puck 697.82 0.0465
Queen of Pain 683.93 0.1124
Riki 748.27 0.1090
Spectre 733.85 0.0740
Storm Spirit 701.28 0.0845
Sven 748.62 0.0658
Templar Assassin 737.87 0.0381
Terrorblade 665.88 0.0366
Tinker 723.55 0.0812
Troll Warlord 721.85 0.0433
Ursa 723.01 0.0860
Void Spirit 705.53 0.1286
Weaver 703.96 0.0549
Wraith King 678.50 0.0741
xpm Pick Rate
Bounty Hunter 559.67 0.1354
Crystal Maiden 520.11 0.1658
Disruptor 500.36 0.0935
Jakiro 527.75 0.1189
Lich 522.82 0.1126
Lion 517.09 0.1660
Mirana 555.04 0.1225
Rubick 536.17 0.1630
Shadow Shaman 508.17 0.1101
Silencer 558.74 0.1640
Skywrath Mage 555.13 0.1349
Techies 559.00 0.1542
Undying 538.93 0.1110
Venomancer 526.91 0.1261
Witch Doctor 537.57 0.1788