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
Abyssal Blade 175685.6250 6325
Aghanim'S Scepter 72028.9963 4200
Assault Cuirass 194646.3178 5125
Battle Fury 4701.0731 4130
Black King Bar 26634.4650 4050
Bloodthorn 11426.4791 6500
Butterfly 7471.6112 4975
Daedalus 25967.8213 5150
Eye Of Skadi 64134.4774 5300
Harpoon 31879.7156 4500
Heart Of Tarrasque 15203.5315 5000
Heaven'S Halberd 31097.8724 3550
Linken'S Sphere 10759.8947 4600
Manta Style 19327.5964 4600
Mjollnir 83851.6455 5500
Monkey King Bar 102918.0416 4975
Moon Shard 16414.0164 4000
Nullifier 35582.4700 4725
Orchid Malevolence 4579.2724 3475
Overwhelming Blink 8557.3140 6800
Radiance 71380.0200 5050
Sange And Yasha 123357.8136 4100
Satanic 10583.3085 5050
Shadow Blade 6503.3184 3000
Silver Edge 72520.8995 5300
Swift Blink 7133.1498 6800
Wins Cost
Aghanim'S Shard 208018.0480 1400
Armlet Of Mordiggian 220456.1800 2475
Desolator 279757.1091 3500
Phase Boots 434643.1992 1500
Skull Basher 184557.2562 2875
Wins Cost
Blade Mail 4482.9441 2100
Blink Dagger 23316.8544 2250
Boots Of Travel 20438.1312 2500
Bracer 83531.8536 505
Crystalys 8322.7095 1950
Diffusal Blade 6413.5017 2500
Echo Sabre 17683.4880 2500
Hand Of Midas 37197.8425 2200
Maelstrom 38182.4994 2700
Magic Wand 81744.0624 450
Orb Of Corrosion 78520.3956 925
Power Treads 30765.8975 1400
Vanguard 7214.5290 1700
Wraith Band 4661.7774 505