There is no correlation between Wins and Cost. Some has higher Wins, some has higher Cost. Objects are grouped into clusters (marked with different colors) based on close values of Wins and Cost.
Wins Cost
Aeon Disk 47834.6180 3000
Aether Lens 100384.8064 2275
Blink Dagger 148944.5868 2250
Boots Of Travel 100420.9680 2500
Bottle 117949.3731 675
Bracer 97274.5317 505
Crystalys 10801.3326 1950
Dagon 47415.9312 2850
Desolator 23634.6410 3500
Echo Sabre 41372.0060 2500
Eul'S Scepter Of Divinity 75168.1227 2725
Force Staff 83491.6292 2200
Hand Of Midas 14783.6130 2200
Meteor Hammer 47266.7188 2400
Null Talisman 80773.9548 505
Phase Boots 14890.5218 1500
Phylactery 125499.1882 2375
Pipe Of Insight 8744.2024 3375
Power Treads 50044.8636 1400
Spirit Vessel 37524.2496 2980
Tranquil Boots 101937.4208 925
Urn Of Shadows 34158.6625 880
Wraith Band 38123.0661 505
Wins Cost
Aghanim'S Shard 761910.6912 1400
Arcane Boots 653020.3803 1300
Magic Wand 507197.8800 450
Wins Cost
Aghanim'S Scepter 120581.7508 4200
Black King Bar 27700.3440 4050
Daedalus 22909.7540 5150
Ethereal Blade 306096.3084 4650
Eye Of Skadi 10473.6445 5300
Guardian Greaves 26046.3093 5050
Harpoon 18215.9870 4500
Heart Of Tarrasque 10318.1625 5000
Kaya And Sange 43638.1365 4100
Linken'S Sphere 32357.4273 4600
Lotus Orb 36785.5980 3850
Octarine Core 92092.1572 4600
Scythe Of Vyse 21995.5086 5550
Wind Waker 15572.8713 6825
Yasha And Kaya 23529.4752 4100