i've learn what i can from train

Items in their inventory when the game ended, across 16 games.

Item	Games	Of all games	Win rate
Blink Dagger	7	43.8%	57.1%
Power Treads	7	43.8%	42.9%
Magic Wand	6	37.5%	33.3%
Iron Branch	5	31.3%	40.0%
Manta Style	5	31.3%	20.0%
Aghanim's Scepter	4	25.0%	25.0%
Eul's Scepter of Divinity	3	18.8%	100.0%
Black King Bar	3	18.8%	66.7%
Arcane Boots	3	18.8%	66.7%
Tranquil Boots	3	18.8%	33.3%
Bloodthorn	3	18.8%	33.3%
Magic Stick	3	18.8%	33.3%
Ultimate Orb	2	12.5%	100.0%
Falcon Blade	2	12.5%	50.0%
Soul Ring	2	12.5%	50.0%
Desolator	2	12.5%	50.0%
Boots of Speed	2	12.5%	50.0%
Octarine Core	1	6.3%	100.0%
Phylactery	1	6.3%	100.0%
Sange and Yasha	1	6.3%	100.0%
Diffusal Blade	1	6.3%	100.0%
Butterfly	1	6.3%	100.0%
Essence Distiller	1	6.3%	100.0%
Scythe of Vyse	1	6.3%	100.0%
Clarity	1	6.3%	100.0%
Hurricane Pike	1	6.3%	100.0%
Aegis of the Immortal	1	6.3%	100.0%
Aether Lens	1	6.3%	100.0%
Kaya and Sange	1	6.3%	100.0%
Null Talisman	1	6.3%	0.0%
Dust of Appearance	1	6.3%	0.0%
Quelling Blade	1	6.3%	0.0%
Radiance	1	6.3%	0.0%
Mjollnir	1	6.3%	0.0%
Skull Basher	1	6.3%	0.0%
Phase Boots	1	6.3%	0.0%
Ogre Axe	1	6.3%	0.0%
Battle Fury	1	6.3%	0.0%
Eye of Skadi	1	6.3%	0.0%
Linken's Sphere	1	6.3%	0.0%
Observer Ward	1	6.3%	0.0%
Force Staff	1	6.3%	0.0%
Ghost Scepter	1	6.3%	0.0%
Observer and Sentry Wards	1	6.3%	0.0%
Vital Toadstool	1	6.3%	0.0%
Wind Lace	1	6.3%	0.0%