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
Aghanim'S Scepter 360953.7960 4200
Aghanim'S Shard 474714.9676 1400
Black King Bar 341431.7672 4050
Blink Dagger 317086.5293 2250
Boots Of Travel 573774.6000 2500
Hand Of Midas 430071.1765 2200
Magic Wand 191885.8839 450
Null Talisman 316010.9157 505
Scythe Of Vyse 308607.2320 5550
Wins Cost
Bloodthorn 38615.4792 6500
Boots Of Bearing 10025.9290 4125
Boots Of Travel 2 22994.8460 4500
Daedalus 9166.4170 5150
Desolator 6949.9137 3500
Ethereal Blade 51714.5284 4650
Gleipnir 12114.4320 6150
Guardian Greaves 5778.1696 5050
Hurricane Pike 25128.0128 4450
Kaya And Sange 9878.6547 4100
Linken'S Sphere 151605.8985 4600
Lotus Orb 10403.7162 3850
Octarine Core 164223.6048 4600
Overwhelming Blink 32097.6657 6800
Refresher Orb 139571.0248 5000
Revenant'S Brooch 67751.7456 6200
Shiva'S Guard 32571.8470 4850
Wind Waker 18497.9823 6825
Wins Cost
Aeon Disk 32392.5574 3000
Aether Lens 6458.6944 2275
Arcane Boots 26288.5194 1300
Drum Of Endurance 6951.8452 1700
Eul'S Scepter Of Divinity 64163.6880 2725
Falcon Blade 6926.9976 1125
Force Staff 65496.1320 2200
Meteor Hammer 15728.2560 2400
Orchid Malevolence 96814.7785 3475
Phase Boots 31151.4717 1500
Phylactery 6277.6164 2375
Power Treads 85983.0552 1400
Rod Of Atos 9138.7350 2750
Solar Crest 6761.5002 2425
Spirit Vessel 114443.6734 2980
Tranquil Boots 11579.6259 925
Urn Of Shadows 60946.2815 880
Witch Blade 181848.6180 2600
Wraith Band 27671.1928 505