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 7618.9682 3000
Aether Lens 74305.7028 2275
Aghanim'S Shard 287630.1861 1400
Arcane Boots 150231.5150 1300
Boots Of Travel 59074.5265 2500
Bottle 78058.8418 675
Bracer 219463.5707 505
Crystalys 38154.0250 1950
Echo Sabre 60978.4417 2500
Eul'S Scepter Of Divinity 18655.3920 2725
Force Staff 109710.8155 2200
Magic Wand 284048.4444 450
Mask Of Madness 20057.8100 1775
Mekansm 9410.0580 1775
Meteor Hammer 14023.7240 2400
Shadow Blade 20358.6432 3000
Soul Ring 7941.6610 855
Tranquil Boots 12382.4955 925
Vanguard 132941.1798 1700
Wraith Band 98258.5584 505
Wins Cost
Abyssal Blade 13979.3472 6325
Aghanim'S Scepter 92858.9204 4200
Assault Cuirass 118780.9247 5125
Bloodthorn 10865.3596 6500
Butterfly 15713.2972 4975
Crimson Guard 79326.4185 3600
Daedalus 147992.3823 5150
Eye Of Skadi 30246.7020 5300
Guardian Greaves 63806.9082 5050
Heart Of Tarrasque 17052.1274 5000
Heaven'S Halberd 29357.7075 3550
Linken'S Sphere 60890.5385 4600
Lotus Orb 22730.4280 3850
Manta Style 51435.6090 4600
Monkey King Bar 28996.1320 4975
Moon Shard 7798.6614 4000
Nullifier 12056.0770 4725
Octarine Core 61919.0988 4600
Overwhelming Blink 66976.1650 6800
Pipe Of Insight 41349.0150 3375
Refresher Orb 85296.9220 5000
Sange And Yasha 14066.9984 4100
Satanic 118471.8710 5050
Scythe Of Vyse 12206.0816 5550
Shiva'S Guard 21255.3684 4850
Silver Edge 134402.6695 5300
Swift Blink 38251.2379 6800
Wins Cost
Black King Bar 397204.9578 4050
Blink Dagger 747299.1526 2250
Harpoon 653583.4904 4500
Power Treads 598156.7240 1400