diff --git a/Computer Hardware Analysis/Dataset/CPUData.csv b/Computer Hardware Analysis/Dataset/CPUData.csv new file mode 100644 index 000000000..6c58b916e --- /dev/null +++ b/Computer Hardware Analysis/Dataset/CPUData.csv @@ -0,0 +1,329 @@ +Name,Price,Producer,MPN,EAN,UPC,Base Clock,Turbo Clock,Unlocked Multiplier,Cores,Threads,TDP,Socket,Integrated GPU,Product Page +AMD Ryzen 5 5600X,$158.86 USD,AMD,100-100000065BOX,0730143312042,,3.7 GHz,4.6 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B08166SLDF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Athlon 3000G,$53.22 USD,AMD,YD3000C6FHBOX,0730143311731,,3.5 GHz,"",True,2,4,35 W,AM4,Radeon RX Vega 3,https://www.amazon.ca/dp/B0815JGFQ8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 3 3300X,$150.09 USD,AMD,100-100000159BOX,0730143312172,,3.8 GHz,4.3 GHz,True,4,8,65 W,AM4,False,https://www.amazon.ca/dp/B0876YS2T4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 5500,$87.04 USD,AMD,100-100000457BOX,0730143314121,,3.6 GHz,4.2 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B09VCJ171S?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 5600,$133.46 USD,AMD,100-100000927BOX,0730143314190,,3.5 GHz,4.4 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B09VCHR1VH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 5600G,$122.59 USD,AMD,100-100000252BOX,0730143313414,,3.9 GHz,4.4 GHz,True,6,12,65 W,AM4,"Radeon RX Vega 7, Cezanne",https://www.amazon.ca/dp/B092L9GF5N?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 7600,$216.89 USD,AMD,100-100001015BOX,0730143314572,,3.8 GHz,5.1 GHz,True,6,12,65 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BMQJWBDM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 7600X,$202.37 USD,AMD,100-100000593WOF,0730143314442,,4.7 GHz,5.3 GHz,True,6,12,105 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BBJDS62N?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 5700G,$188.59 USD,AMD,100-100000263BOX,0730143313377,,3.8 GHz,4.6 GHz,True,8,16,65 W,AM4,"Radeon RX Vega 8, Cezanne",https://www.amazon.ca/dp/B091J3NYVF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 5700X,$187.87 USD,AMD,100-100000926WOF,0730143314275,,3.4 GHz,4.6 GHz,True,8,16,65 W,AM4,False,https://www.amazon.ca/dp/B09VCHQHZ6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 5800X,$231.38 USD,AMD,100-100000063WOF,0730143312714,,3.8 GHz,4.7 GHz,True,8,16,105 W,AM4,False,https://www.amazon.ca/dp/B0815XFSGK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 5800X3D,$304.65 USD,AMD,100-100000651WOF,0730143313797,,3.4 GHz,4.5 GHz,False,8,16,105 W,AM4,False,https://www.amazon.ca/dp/B09VCJ2SHD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 7700,$319.16 USD,AMD,100-100000592BOX,0730143314497,,3.8 GHz,5.3 GHz,True,8,16,65 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BMQHSCVF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 7700X,$318.44 USD,AMD,100-100000591WOF,0730143314428,,4.5 GHz,5.4 GHz,True,8,16,105 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BBHHT8LY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 7800X3D,$384.44 USD,AMD,100-100000910WOF,0730143314930,,4.2 GHz,5.0 GHz,False,8,16,120 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BTZB7F88?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 5900X,$325.69 USD,AMD,100-100000061WOF,0730143312738,,3.7 GHz,4.8 GHz,True,12,24,105 W,AM4,False,https://www.amazon.ca/dp/B08164VTWH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 5950X,$224.86 USD,AMD,100-100000059WOF,0730143312745,,3.4 GHz,4.9 GHz,True,16,32,105 W,AM4,False,https://www.amazon.ca/dp/B0815XFSGK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 7900,$398.22 USD,AMD,100-100000590BOX,0730143314466,,3.7 GHz,5.4 GHz,True,12,24,65 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BMQK718H?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 7900X,$424.34 USD,AMD,100-100000589WOF,0730143314558,,4.7 GHz,5.6 GHz,True,12,24,170 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BBJ59WJ4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 7950X,$544.02 USD,AMD,100-100000514WOF,0730143314534,,4.5 GHz,5.7 GHz,True,16,32,170 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BBHD5D8Y?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 3960X,$1238.93 USD,AMD,100-100000010WOF,0730143311885,,3.8 GHz,4.5 GHz,True,24,48,280 W,TRX40,False,https://www.amazon.ca/dp/B0815JGCXP?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 3970X,$1777.16 USD,AMD,100-100000011WOF,0730143311908,,3.7 GHz,4.5 GHz,True,32,64,280 W,TRX40,False,https://www.amazon.ca/dp/B0815JJQQ8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 3990X,$3917.02 USD,AMD,100-100000163WOF,0730143312110,,2.9 GHz,4.3 GHz,True,64,128,280 W,TRX40,False,https://www.amazon.ca/dp/B0815SBQ9W?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i3-12100,$87.04 USD,Intel,BX8071512100,5032037238458,735858503877,3.3 GHz,4.3 GHz,False,4,8,60 W,1700,Intel UHD 730,https://www.amazon.ca/dp/B09NPHJLPT?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i3-12100F,$87.04 USD,Intel,BX8071512100F,5032037238731,735858504423,3.3 GHz,4.3 GHz,False,4,8,60 W,1700,False,https://www.amazon.ca/dp/B09NPJX7PV?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-12400,$173.36 USD,Intel,BX8071512400,5032037237741,735858503020,2.5 GHz,4.4 GHz,False,6,12,65 W,1700,Intel UHD 730,https://www.amazon.ca/dp/B09NMPD8V2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-12400F,$144.35 USD,Intel,BX8071512400F,5032037237758,735858503037,2.5 GHz,4.4 GHz,False,6,12,65 W,1700,False,https://www.amazon.ca/dp/B09NPJRDGD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-12500,,Intel,BX8071512500,5032037238564,735858503983,3.0 GHz,4.6 GHz,False,6,12,65 W,1700,Intel UHD 770, +Intel Core i5-12600,,Intel,BX8071512600,5032037238540,735858503969,3.3 GHz,4.8 GHz,False,6,12,65 W,1700,Intel UHD 770, +Intel Core i5-12600K,$231.38 USD,Intel,BX8071512600K,5032037234108,735858499040,3.6 GHz,4.9 GHz,True,6,12,125 W,1700,Intel UHD 770,https://www.amazon.ca/dp/B09FX4D72T?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-12600KF,$268.0 USD,Intel,BX8071512600KF,5032037234115,735858499057,3.7 GHz,4.9 GHz,True,6,12,125 W,1700,False,https://www.amazon.ca/dp/B09FXFJW2F?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-13400,$224.13 USD,Intel,BX8071513400,5032037260275,735858528313,2.5 GHz,GHz,False,6,12,65 W,1700,False,https://www.amazon.ca/dp/B0BQ68QB6R?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-13400F,$195.84 USD,Intel,BX8071513400F,5032037260299,735858528337,3.3 GHz,GHz,False,6,12,65 W,1700,False,https://www.amazon.ca/dp/B0BQ6BRL4T?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-13600K,,Intel,BX8071513600K,5032037258746,,3.5 GHz,GHz,True,6,12,125 W,1700,Intel UHD 770, +Intel Core i5-13600KF,,Intel,BX8071513600KF,5032037258760,,3.5 GHz,GHz,True,6,12,125 W,1700,False, +Intel Core i7-12700,,Intel,BX8071512700,5032037237840,,2.1 GHz,4.9 GHz,False,8,16,65 W,1700,Intel UHD 770, +Intel Core i7-12700K,$217.61 USD,Intel,BX8071512700K,5032037233989,735858498920,3.6 GHz,5.0 GHz,True,8,16,125 W,1700,Intel UHD 770,https://www.amazon.ca/dp/B09FXNVDBJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-13700,$340.19 USD,Intel,BX8071513700,5032037260213,735858528252,4.0 GHz,GHz,False,8,16,65 W,1700,False,https://www.amazon.ca/dp/B0BQ6BNY56?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-13700F,$347.45 USD,Intel,BX8071513700F,5032037260237,735858528276,4.0 GHz,GHz,False,8,16,65 W,1700,False,https://www.amazon.ca/dp/B0BQ6CSY9C?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-13700K,,Intel,BX8071513700K,5032037258708,,3.4 GHz,3.0 GHz,True,8,16,125 W,1700,Intel UHD 770, +Intel Core i7-13700KF,,Intel,BX8071513700KF,5032037258715,,3.4 GHz,3.0 GHz,True,8,16,125 W,1700,False, +Intel Core i9-12900,$485.99 USD,Intel,BX8071512900,5032037237925,735858503204,2.4 GHz,5.1 GHz,False,8,16,65 W,1700,Intel UHD 770,https://www.amazon.ca/dp/B09RPF28CG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-12900K,$405.47 USD,Intel,BX8071512900K,5032037234641,,3.2 GHz,5.2 GHz,True,8,16,125 W,1700,Intel UHD 770,https://www.amazon.ca/dp/B09FXDLX95?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-12900KF,$419.98 USD,Intel,BX8071512900KF,5032037234221,735858499163,3.2 GHz,5.2 GHz,True,8,16,125 W,1700,False,https://www.amazon.ca/dp/B09FWYK5M9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-13900,,Intel,BX8071513900,5032037260176,,4.3 GHz,GHz,False,8,16,65 W,1700,False, +Intel Core i9-13900F,,Intel,BX8071513900F,5032037260183,,4.3 GHz,GHz,False,8,16,65 W,1700,False, +Intel Core i9-13900K,,Intel,BX8071513900K,5032037258647,,3.0 GHz,3.0 GHz,True,8,16,125 W,1700,Intel UHD 770, +Intel Core i9-13900KF,,Intel,BX8071513900KF,5032037258623,,3.0 GHz,3.0 GHz,True,8,16,125 W,1700,False, +AMD A10-6790K,,AMD,AD679KWOHLBOX,0730143304238,,4.0 GHz,4.3 GHz,True,4,4,100 W,FM2,Radeon HD 8670D, +AMD A10-7800,,AMD,AD7800YBJABOX,0730143304528,,3.5 GHz,3.9 GHz,False,2,2,65 W,FM2+,Radeon R7, +AMD A10-7850K,,AMD,AD785KXBJABOX,0730143304467,,3.7 GHz,4.0 GHz,True,2,2,95 W,FM2+,Radeon R7, +AMD A10-7860K,,AMD,AD786KYBJCSBX,0730143307864,,3.6 GHz,4.0 GHz,True,2,2,65 W,FM2+,False, +AMD A10-7870K,,AMD,AD787KXDJCSBX,0730143307833,,3.9 GHz,4.1 GHz,True,2,2,95 W,FM2+,Radeon R7, +AMD A10-7890K,,AMD,AD789KXDJCHBX,0730143307925,,4.1 GHz,4.3 GHz,True,2,2,95 W,FM2+,Radeon R7, +AMD A10-9700,$31.74 USD,AMD,AD9700AGABBOX,0730143308601,730143308601,3.5 GHz,GHz,False,4,4,65 W,AM4,Radeon R7,https://www.amazon.ca/Startech-CDP2DPMM1MW-DisplayPort-External-Adapter/dp/B074NTJ3XC?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B074NTJ3XC +AMD A10-9700E,,AMD,AD9700AHABBOX,0730143308588,,GHz,GHz,False,4,4,35 W,AM4,Radeon R7, +AMD A12-9800,,AMD,AD9800AUABBOX,0730143308557,,3.8 GHz,GHz,False,4,4,65 W,AM4,Radeon R7, +AMD A12-9800E,,AMD,AD9800AHABBOX,0730143308564,,3.1 GHz,GHz,False,4,4,35 W,AM4,Radeon R7, +AMD A4-4020,,AMD,AD4020OKHLBOX,0730143304610,,3.2 GHz,3.4 GHz,False,1,1,65 W,"FM2, FM2+",False, +AMD A4-5300,,AMD,AD5300OKHJBOX,0730143301961,,3.4 GHz,3.6 GHz,False,2,2,65 W,FM2,Radeon HD 7480D, +AMD A4-7300,,AMD,AD7300OKHLBOX,0730143304962,,3.8 GHz,4.0 GHz,False,1,1,65 W,FM2,False, +AMD A6-6400K,,AMD,AD640KOKHLBOX,0730143303583,,3.9 GHz,4.1 GHz,True,2,2,65 W,FM2,Radeon HD 8470D, +AMD A6-6420K,,AMD,AD642KOKHLBOX,0730143304566,,4.0 GHz,4.2 GHz,True,1,1,65 W,"FM2, FM2+",Radeon HD 8670D, +AMD A6-7400K,$49.0 USD,AMD,AD740KYBJABOX,0730143304948,,3.5 GHz,3.9 GHz,True,1,1,65 W,FM2+,False,https://www.amazon.ca/AMD-AD740KYBJABOX-7400K-3900MHz-Black/dp/B00LUH17XG?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00LUH17XG +AMD A6-7470K,,AMD,AD747KYBJCBOX,0730143307949,,3.7 GHz,4.0 GHz,True,1,1,65 W,FM2+,False, +AMD A6-9500,,AMD,AD9500AGABBOX,0730143308625,730143308625,3.5 GHz,GHz,False,2,2,65 W,AM4,Radeon R5, +AMD A6-9500E,,AMD,AD9500AHABBOX,0730143308632,,3.0 GHz,GHz,False,2,2,35 W,AM4,Radeon R5, +AMD A8-6600K,,AMD,AD660KWOHLBOX,0730143303293,,3.9 GHz,4.2 GHz,True,4,4,100 W,FM2,Radeon HD 8570D, +AMD A8-7600,$77.17 USD,AMD,AD7600YBJABOX,0730143304979,,3.1 GHz,3.8 GHz,False,2,2,65 W,FM2+,False,https://www.amazon.ca/AMD-CPU-AD7600YBJABOX-7600-3800MHz/dp/B00LUH1N4O?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00LUH1N4O +AMD A8-7650K,,AMD,AD765KXBJABOX,0730143305389,,3.3 GHz,3.7 GHz,True,2,2,95 W,FM2+,Radeon R7, +AMD A8-7650K,$79.83 USD,AMD,AD765KXBJASBX,0730143307703,,3.3 GHz,3.7 GHz,True,2,2,95 W,FM2+,Radeon R7,https://www.amazon.ca/AMD-A8-7650K-Radeon-Graphics-AD765KXBJASBX/dp/B01C8CI0TK?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01C8CI0TK +AMD A8-7670K,,AMD,AD767KXBJCSBX,0730143307710,,3.6 GHz,3.9 GHz,True,2,2,95 W,FM2+,False, +AMD A8-9600,,AMD,AD9600AGABBOX,0730143308618,730143308618,3.1 GHz,GHz,False,4,4,65 W,AM4,Radeon R7, +AMD Athlon 200GE,$68.31 USD,AMD,YD200GC6FBBOX,0730143309325,730143309325,3.2 GHz,GHz,False,2,4,35 W,AM4,Radeon RX Vega 3,https://www.amazon.ca/dp/B07HJWVJDN?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Athlon 220GE,$80.08 USD,AMD,YD220GC6FBBOX,0730143309516,,3.4 GHz,GHz,False,2,4,35 W,AM4,Radeon RX Vega 3,https://www.amazon.ca/dp/B07L9Q7DLQ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Athlon 240GE,$71.52 USD,AMD,YD240GC6FBBOX,0730143309493,,3.5 GHz,GHz,False,2,4,35 W,AM4,Radeon RX Vega 3,https://www.amazon.ca/dp/B07L9V9F6H?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Athlon X4 845,,AMD,AD845XACKASBX,0730143307901,,3.5 GHz,3.8 GHz,False,2,2,65 W,FM2+,False, +AMD Athlon X4 860K,,AMD,AD860KXBJASBX,0730143307727,,3.7 GHz,4.0 GHz,True,2,2,95 W,FM2+,False, +AMD Athlon X4 860K,,AMD,AD860KXBJABOX,0730143305174,,3.7 GHz,4.0 GHz,True,2,2,95 W,FM2+,False, +AMD Athlon X4 870K,,AMD,AD870KXBJCSBX,0730143307802,,3.9 GHz,4.1 GHz,True,2,2,95 W,FM2+,False, +AMD Athlon X4 880K,,AMD,AD880KXBJCSBX,0730143307765,,4.0 GHz,4.2 GHz,True,2,2,95 W,FM2+,False, +AMD Athlon X4 950,,AMD,AD950XAGABBOX,0730143308717,,3.5 GHz,GHz,False,4,4,65 W,AM4,False, +AMD FX-4300,,AMD,FD4300WMHKBOX,0730143302647,,3.8 GHz,4.0 GHz,True,4,4,95 W,AM3+,False, +AMD FX-4350,,AMD,FD4350FRHKBOX,0730143302616,,4.2 GHz,4.3 GHz,True,4,4,125 W,AM3+,False, +AMD FX-6300,$87.16 USD,AMD,FD6300WMHKBOX,0730143302593,,3.5 GHz,4.1 GHz,True,6,6,95 W,AM3+,False,https://www.amazon.ca/dp/B009O7YORK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD FX-6350,,AMD,FD6350FRHKBOX,0730143302579,,3.9 GHz,4.2 GHz,True,6,6,125 W,AM3+,False, +AMD FX-8150,,AMD,FD8150FRGUBOX,0730143300902,,3.6 GHz,4.2 GHz,True,8,8,125 W,AM3+,False, +AMD FX-8300,$144.4 USD,AMD,FD8300WMHKBOX,0730143302555,,3.3 GHz,4.2 GHz,True,8,8,95 W,AM3+,False,https://www.amazon.ca/dp/B00T9RTT2U?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD FX-8320,,AMD,FD8320FRHKBOX,0730143302531,,3.5 GHz,4.0 GHz,True,8,8,125 W,AM3+,False, +AMD FX-8320E,,AMD,FD832EWMHKBOX,0730143305297,730143305297,3.2 GHz,4.0 GHz,True,8,8,95 W,AM3+,False, +AMD FX-8350,,AMD,FD8350FRHKBOX,0730143302517,,4.0 GHz,4.2 GHz,True,8,8,125 W,AM3+,False, +AMD FX-8370,,AMD,FD8370FRHKBOX,0730143305211,,4.0 GHz,4.3 GHz,True,8,8,125 W,AM3+,False, +AMD FX-8370,$145.36 USD,AMD,FD8370FRHKHBX,0730143307390,,4.0 GHz,4.3 GHz,True,8,8,125 W,AM3+,False,https://www.amazon.ca/dp/B01798X7D2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD FX-8370E,,AMD,FD837EWMHKBOX,0730143305259,,3.3 GHz,4.3 GHz,True,4,4,95 W,AM3+,False, +AMD FX-9370,$239.38 USD,AMD,FD9370FHHKWOF,0730143303644,,4.4 GHz,4.7 GHz,True,4,4,220 W,AM3+,False,https://www.amazon.ca/AMD-FD9370FHHKWOF-FX-9370-8-Core-Processor/dp/B00DGHD2TA?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00DGHD2TA +AMD FX-9590,$234.29 USD,AMD,FD9590FHHKWOF,0730143303637,,4.7 GHz,5.0 GHz,True,8,8,220 W,AM3+,False,https://www.amazon.ca/AMD-FD9590FHHKWOF-Fx-9590-8-Core-Processor/dp/B00DGGW3MI?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00DGGW3MI +AMD Phenom II X6 1090T,,AMD,HDT90ZFBGRBOX,0730143267557,,3.2 GHz,3.6 GHz,True,6,6,125 W,AM3,False, +AMD Ryzen 3 1200,$117.1 USD,AMD,YD1200BBAEBOX,0730143308489,730143308489,3.1 GHz,3.4 GHz,True,4,4,65 W,AM4,False,https://www.amazon.ca/dp/B0741DN383?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 3 1200 AF,,AMD,YD1200BBAFBOX,0730143312141,,3.1 GHz,3.4 GHz,True,4,4,65 W,AM4,False, +AMD Ryzen 3 1300X,$75.16 USD,AMD,YD130XBBAEBOX,0730143308502,,3.5 GHz,3.7 GHz,True,4,4,65 W,AM4,False,https://www.amazon.ca/dp/B0747ZR6SN?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 3 2200G,$101.55 USD,AMD,YD2200C5FBBOX,0730143309110,730143309110,3.5 GHz,3.7 GHz,True,4,4,65 W,AM4,Radeon RX Vega 8,https://www.amazon.ca/dp/B079D3DBNM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 3 3100,$120.4 USD,AMD,100-100000284BOX,0730143312202,,3.6 GHz,3.9 GHz,True,4,8,65 W,AM4,False,https://www.amazon.ca/dp/B0876Y2TMZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 3 3200G,$100.81 USD,AMD,YD3200C5FHBOX,0730143309851,730143309851,3.6 GHz,4.0 GHz,True,4,4,65 W,AM4,Radeon RX Vega 8,https://www.amazon.ca/dp/B07STGHZK8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 3 4100,$86.86 USD,AMD,100-100000510BOX,0730143314060,,3.8 GHz,4.0 GHz,True,4,8,65 W,AM4,False,https://www.amazon.ca/dp/B09VCRQVWM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 1400,$181.21 USD,AMD,YD1400BBAEBOX,0730143308427,,3.2 GHz,3.4 GHz,True,4,8,65 W,AM4,False,https://www.amazon.ca/dp/B06XKWT8J4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 1500X,$148.04 USD,AMD,YD150XBBAEBOX,0730143308465,,3.5 GHz,3.7 GHz,True,4,8,65 W,AM4,False,https://www.amazon.ca/AMD-Processor-Wraith-Cooler-YD150XBBAEBOX/dp/B06XKVNRSM?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XKVNRSM +AMD Ryzen 5 1600,$129.64 USD,AMD,YD1600BBAEBOX,0730143308397,730143308397,3.2 GHz,3.6 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/AMD-Processor-Wraith-Cooler-YD1600BBAEBOX/dp/B06XNRQHG4?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XNRQHG4 +AMD Ryzen 5 1600 AF,$197.32 USD,AMD,YD1600BBAFBOX,0730143309752,,3.2 GHz,3.6 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B07XTQZJ28?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 1600X,$256.26 USD,AMD,YD160XBCAEWOF,0730143308441,,3.6 GHz,4.0 GHz,True,6,12,95 W,AM4,False,https://www.amazon.ca/dp/B073WQFXRZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 2400G,$159.58 USD,AMD,YD2400C5FBBOX,0730143309080,730143309080,3.6 GHz,3.9 GHz,True,4,8,65 W,AM4,Radeon RX Vega 11,https://www.amazon.ca/dp/B079D8FD28?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 2600,,AMD,YD2600BBM6IAF,8592978113834,,3.4 GHz,3.9 GHz,True,6,12,65 W,AM4,False, +AMD Ryzen 5 2600,$181.34 USD,AMD,YD2600BBAFBOX,0730143309165,730143309165,3.4 GHz,3.9 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B07B41WS48?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 2600X,,AMD,YD260XBCAFMAX,0730143309479,,3.6 GHz,4.2 GHz,True,6,12,95 W,AM4,False, +AMD Ryzen 5 2600X,$217.11 USD,AMD,YD260XBCAFBOX,0730143309226,730143309226,3.6 GHz,4.1 GHz,True,6,12,95 W,AM4,False,https://www.amazon.ca/dp/B07B428V2L?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 3400G,$150.87 USD,AMD,YD3400C5FHBOX,0730143309837,,3.7 GHz,4.2 GHz,True,4,8,65 W,AM4,Radeon RX Vega 11,https://www.amazon.ca/dp/B07SXNDKNM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 3500X,,AMD,100-100000158BOX,0730143311700,,3.6 GHz,4.1 GHz,True,6,6,65 W,AM4,False, +AMD Ryzen 5 3600,,AMD,100-100000031AWOF,0730143314350,,3.6 GHz,4.2 GHz,True,6,12,65 W,AM4,False, +AMD Ryzen 5 3600,$166.8 USD,AMD,100-100000031BOX,0730143309936,730143309936,3.6 GHz,4.2 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B07STGGQ18?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 3600X,$378.86 USD,AMD,100-100000022BOX,0730143309912,730143309912,3.8 GHz,4.4 GHz,True,6,12,95 W,AM4,False,https://www.amazon.ca/dp/B07Z11JKHY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 3600XT,$239.37 USD,AMD,100-100000281BOX,0730143312646,,3.8 GHz,4.5 GHz,True,6,12,95 W,AM4,False,https://www.amazon.ca/dp/B089WC4VWF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 5 4500,$126.93 USD,AMD,100-100000644BOX,0730143314114,,3.6 GHz,4.1 GHz,True,6,12,65 W,AM4,False,https://www.amazon.ca/dp/B09VCJN7HZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 1700,$363.77 USD,AMD,YD1700BBAEBOX,0730143308328,730143308328,3.0 GHz,3.7 GHz,True,8,16,65 W,AM4,False,https://www.amazon.ca/dp/B072KPW7YF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 1700X,$426.51 USD,AMD,YD170XBCAEWOF,0730143308342,730143308342,3.4 GHz,3.8 GHz,True,8,16,95 W,AM4,False,https://www.amazon.ca/dp/B073WQ4XBB?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 1800X,$434.49 USD,AMD,YD180XBCAEWOF,0730143308366,730143308366,3.6 GHz,4.0 GHz,True,8,16,95 W,AM4,False,https://www.amazon.ca/dp/B073WPTQX8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 2700,,AMD,YD2700BBAFMAX,0730143309455,,3.2 GHz,4.1 GHz,True,8,16,100 W,AM4,False, +AMD Ryzen 7 2700,$272.02 USD,AMD,YD2700BBAFBOX,0730143309189,730143309189,3.2 GHz,4.1 GHz,True,8,16,100 W,AM4,False,https://www.amazon.ca/dp/B07B41717Z?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 2700X,$192.22 USD,AMD,YD270XBGAFBOX,0730143309202,730143309202,3.7 GHz,4.3 GHz,True,8,16,100 W,AM4,False,https://www.amazon.ca/dp/B07B428M7F?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 3700X,$601.32 USD,AMD,100-100000071BOX,0730143309974,730143309974,3.6 GHz,4.4 GHz,True,8,16,65 W,AM4,False,https://www.amazon.ca/dp/B08ZJB58JC?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 3800X,$433.96 USD,AMD,100-100000025BOX,0730143309899,730143309899,3.9 GHz,4.5 GHz,True,8,16,105 W,AM4,False,https://www.amazon.ca/dp/B07Z1211CC?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 7 3800XT,$282.89 USD,AMD,100-100000279WOF,0730143312264,,3.9 GHz,4.7 GHz,True,8,16,105 W,AM4,False,https://www.amazon.ca/dp/B089WCXZJC?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 3900X,$570.33 USD,AMD,100-100000023BOX,0730143309950,,3.8 GHz,4.6 GHz,True,12,24,105 W,AM4,False,https://www.amazon.ca/dp/B07SXMZLP9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 3900XT,,AMD,100-100000277WOF,0730143312554,,3.8 GHz,4.7 GHz,True,12,24,105 W,AM4,False, +AMD Ryzen 9 3950X,$735.59 USD,AMD,100-100000051WOF,0730143311809,,3.5 GHz,4.7 GHz,True,16,32,105 W,AM4,False,https://www.amazon.ca/dp/B07ZTYKLZW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 7900X3D,$507.04 USD,AMD,100-100000909WOF,0730143314916,,4.4 GHz,5.6 GHz,False,12,24,120 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BTRRNK7T?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen 9 7950X3D,$550.55 USD,AMD,100-100000908WOF,0730143314893,,4.2 GHz,5.7 GHz,False,16,32,120 W,AM5,Ryzen 7000 Graphics,https://www.amazon.ca/dp/B0BTRH9MNS?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 1900X,$194.56 USD,AMD,YD190XA8AEWOF,0730143309042,,3.8 GHz,4.0 GHz,True,8,16,180 W,TR4,False,https://www.amazon.ca/dp/B0754JNQBP?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 1920X,$284.33 USD,AMD,YD192XA8AEWOF,0730143308786,,3.5 GHz,4.0 GHz,True,12,24,180 W,TR4,False,https://www.amazon.ca/AMD-Threadripper-24-thread-Processor-YD192XA8AEWOF/dp/B074CBJHCT?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B074CBJHCT +AMD Ryzen Threadripper 1950X,$513.47 USD,AMD,YD195XA8AEWOF,0730143308755,730143308755,3.4 GHz,4.0 GHz,True,16,32,180 W,TR4,False,https://www.amazon.ca/AMD-Threadripper-32-thread-Processor-YD195XA8AEWOF/dp/B074CBH3R4?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B074CBH3R4 +AMD Ryzen Threadripper 2920X,$569.62 USD,AMD,YD292XA8AFWOF,0730143309417,730143309417,3.5 GHz,4.3 GHz,True,12,24,180 W,TR4,False,https://www.amazon.ca/dp/B07JDF4QP2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 2950X,$785.71 USD,AMD,YD295XA8AFWOF,0730143309301,730143309301,3.5 GHz,4.4 GHz,True,16,32,180 W,TR4,False,https://www.amazon.ca/dp/B07GFN6CVF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 2970WX,$1182.35 USD,AMD,YD297XAZAFWOF,0730143309400,730143309400,3.0 GHz,4.2 GHz,True,24,48,250 W,TR4,False,https://www.amazon.ca/dp/B07JBQJ1D9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper 2990WX,$797.91 USD,AMD,YD299XAZAFWOF,0730143309288,730143309288,3.0 GHz,4.0 GHz,True,32,64,250 W,TR4,False,https://www.amazon.ca/dp/B07G25SD1P?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 3955WX,$979.25 USD,AMD,100-100000167WOF,0730143312950,,3.9 GHz,4.3 GHz,False,16,32,280 W,sWRX80,False,https://www.amazon.ca/dp/B08V5J11BD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 3975WX,$2756.42 USD,AMD,100-100000086WOF,0730143312943,,3.5 GHz,4.2 GHz,False,32,64,280 W,sWRX80,False,https://www.amazon.ca/dp/B08V5H7GPM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 3995WX,$4968.82 USD,AMD,100-100000087WOF,0730143312936,,2.7 GHz,4.2 GHz,False,64,128,280 W,sWRX80,False,https://www.amazon.ca/dp/B08V5HPXVY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 5955WX,$1022.04 USD,AMD,100-100000447WOF,0730143314626,,4.0 GHz,4.5 GHz,False,16,32,280 W,sWRX8,False,https://www.amazon.ca/dp/B0BFVVC89M?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 5965WX,$2255.18 USD,AMD,100-100000446WOF,0730143314404,,3.8 GHz,4.5 GHz,False,24,48,280 W,sWRX8,False,https://www.amazon.ca/dp/B0B5VJHT7L?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 5975WX,$3125.63 USD,AMD,100-100000445WOF,0730143314381,,3.6 GHz,4.5 GHz,False,32,64,280 W,sWRX8,False,https://www.amazon.ca/dp/B0B5VH1WPC?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +AMD Ryzen Threadripper Pro 5995WX,$6244.74 USD,AMD,100-100000444WOF,0730143314367,,2.7 GHz,4.5 GHz,False,64,128,280 W,sWRX8,False,https://www.amazon.ca/dp/B0B5VLPVL5?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Celeron G1840,$47.15 USD,Intel,BX80646G1840,5032037062534,,2.8 GHz,GHz,False,2,2,54 W,1150,False,https://www.amazon.ca/dp/B00J2LIE9C?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Celeron G6900,,Intel,BX80715G6900,5032037238755,,3.4 GHz,GHz,False,2,2,46 W,1700,False, +Intel Core i3-10100,,Intel,BX8070110100,5032037186957,,3.6 GHz,4.1 GHz,False,4,8,65 W,1200,Intel UHD 630, +Intel Core i3-10100F,,Intel,BX8070110100F,0675901864039,,3.6 GHz,4.3 GHz,False,4,8,125 W,1200,False, +Intel Core i3-10105,,Intel,BX8070110105,5032037214841,,3.7 GHz,GHz,False,4,8,65 W,1200,False, +Intel Core i3-10300,,Intel,BX8070110300,5032037186933,,3.7 GHz,4.2 GHz,False,4,8,65 W,1200,Intel UHD 630, +Intel Core i3-10305,,Intel,BX8070110305,5032037214827,,3.8 GHz,GHz,False,4,8,65 W,1200,False, +Intel Core i3-10320,,Intel,BX8070110320,5032037186872,,3.8 GHz,4.4 GHz,False,4,8,65 W,1200,Intel UHD 630, +Intel Core i3-13100,$137.81 USD,Intel,BX8071513100,5032037260312,735858528351,3.4 GHz,GHz,False,4,8,60 W,1700,False,https://www.amazon.ca/dp/B0BQ6CTTMK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i3-13100F,$116.05 USD,Intel,BX8071513100F,5032037260336,735858528375,3.4 GHz,GHz,False,4,8,58 W,1700,False,https://www.amazon.ca/dp/B0BQ6BCWC4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i3-4130,,Intel,BX80646I34130,5032037056533,,3.4 GHz,GHz,False,2,4,54 W,1150,Intel HD 4400, +Intel Core i3-4160,,Intel,BX80646I34160,5032037066921,735858287180,3.6 GHz,GHz,False,2,4,54 W,1150,Intel HD 4400, +Intel Core i3-4170,,Intel,BX80646I34170,5032037073479,,3.7 GHz,GHz,False,2,4,54 W,1150,False, +Intel Core i3-4330,,Intel,BX80646I34330,5032037056113,,GHz,GHz,False,2,4,54 W,1150,Intel HD 4600, +Intel Core i3-6098P,,Intel,BX80662I36098P,5032037084291,,3.6 GHz,GHz,False,2,4,54 W,1151,False, +Intel Core i3-6100,$114.6 USD,Intel,BX80662I36100,5032037079051,735858305532,3.7 GHz,GHz,False,2,4,47 W,1151,Intel HD 530,https://www.amazon.ca/Intel-BX80662I36100-6th-Generation-i3-6100-Processor/dp/B015VPX2EO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B015VPX2EO +Intel Core i3-6100T,$126.83 USD,Intel,BX80662I36100T,5032037079112,,3.2 GHz,GHz,False,2,4,35 W,1151,False,https://www.amazon.ca/Intel-Corp-BX80662I36100T-6100T-Processor/dp/B015XEXILK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B015XEXILK +Intel Core i3-6300,$137.79 USD,Intel,BX80662I36300,5032037078870,,3.8 GHz,GHz,False,2,4,47 W,1151,Intel HD 530,https://www.amazon.ca/Intel-BX80662I36300-Boxed-i3-6300-Processor-LGA1151/dp/B015VPX3G6?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B015VPX3G6 +Intel Core i3-6300T,,Intel,BX80662I36300T,5032037078818,,3.3 GHz,GHz,False,2,4,35 W,1151,False, +Intel Core i3-6320,$194.63 USD,Intel,BX80662I36320,5032037080095,,3.9 GHz,GHz,False,2,4,47 W,1151,Intel HD 530,https://www.amazon.ca/Intel-BX80662I36320-Boxed-Core-i3-6320-Processor/dp/B015VPX48I?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B015VPX48I +Intel Core i3-7100,$117.87 USD,Intel,BX80677I37100,5032037096171,00735858330107,3.9 GHz,GHz,False,2,4,51 W,1151,Intel HD 630,https://www.amazon.ca/Intel-BX80677I37100-Generation-i3-7100-Processor/dp/B01NCESRJX?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01NCESRJX +Intel Core i3-7100T,,Intel,BX80677I37100T,5032037096966,,3.4 GHz,GHz,False,2,4,35 W,1151,False, +Intel Core i3-7300,$151.35 USD,Intel,BX80677I37300,5032037096232,,4.0 GHz,GHz,False,2,4,51 W,1151,Intel HD 630,https://www.amazon.ca/Intel-BX80677I37300-Core-Desktop-Processors/dp/B01N59LL8R?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N59LL8R +Intel Core i3-7300T,$159.46 USD,Intel,BX80677I37300T,5032037096782,,3.5 GHz,GHz,False,2,4,35 W,1151,False,https://www.amazon.ca/Core-i3-7300T-Processor-BX80677I37300T/dp/B01N1SH0IU?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N1SH0IU +Intel Core i3-7320,$153.77 USD,Intel,BX80677I37320,5032037095570,,4.1 GHz,GHz,False,2,4,51 W,1151,False,https://www.amazon.ca/Intel-BX80677I37320-Core-Desktop-Processors/dp/B01MSTCUY8?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MSTCUY8 +Intel Core i3-7350K,$163.56 USD,Intel,BX80677I37350K,5032037095518,,4.2 GHz,GHz,True,2,4,60 W,1151,Intel HD 630,https://www.amazon.ca/Intel-BX80677I37350K-Generation-Desktop-Processor/dp/B01NCEJN24?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01NCEJN24 +Intel Core i3-8100,$166.81 USD,Intel,BX80684I38100,5032037107501,735858348430,3.6 GHz,GHz,False,4,4,65 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B0759FTRZL?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i3-8300,$164.01 USD,Intel,BX80684I38300,5032037121804,00735858367479,3.7 GHz,GHz,False,4,4,62 W,1151,False,https://www.amazon.ca/Intel-BX80684I38300-i3-8300-Processor-LGA-1151/dp/B0793DCQLG?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0793DCQLG +Intel Core i3-8350K,$391.46 USD,Intel,BX80684I38350K,5032037107716,,4.0 GHz,GHz,True,4,4,91 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B08BSNDQ4W?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i3-9100,$137.66 USD,Intel,BX80684I39100,5032037156264,,3.6 GHz,4.2 GHz,False,4,4,65 W,1151,Intel UHD 630,https://www.amazon.ca/Intel-i3-9100-Desktop-Processor-LGA1151/dp/B07RXW4Y2K?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07RXW4Y2K +Intel Core i3-9100F,$100.97 USD,Intel,BX80684I39100F,5032037158015,,3.6 GHz,4.2 GHz,False,4,4,65 W,1151,False,https://www.amazon.ca/Intel-i3-9100F-Desktop-Processor-Graphics/dp/B07R7Q3JZH?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07R7Q3JZH +Intel Core i3-9300,,Intel,BX80684I39300,5032037156202,,3.7 GHz,4.3 GHz,False,4,4,65 W,1151,Intel UHD 630, +Intel Core i3-9320,,Intel,BX80684I39320,5032037156028,,3.7 GHz,4.4 GHz,False,4,4,65 W,1151,Intel UHD 630, +Intel Core i3-9350KF,,Intel,BX80684I39350KF,5032037153379,,4.0 GHz,4.6 GHz,True,4,4,91 W,1151,False, +Intel Core i5-10400,$163.2 USD,Intel,BX8070110400,5032037187138,,2.9 GHz,4.0 GHz,False,6,12,65 W,1200,Intel UHD 630,https://www.amazon.ca/dp/B086MN38Q2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-10400F,,Intel,BX8070110400F,5032037187077,,2.9 GHz,4.0 GHz,False,6,12,65 W,1200,False, +Intel Core i5-10500,,Intel,BX8070110500,5032037187114,,3.1 GHz,GHz,False,6,12,65 W,1200,False, +Intel Core i5-10600,,Intel,BX8070110600,5032037187091,,3.3 GHz,GHz,False,6,12,65 W,1200,False, +Intel Core i5-10600K,,Intel,BX8070110600K,5032037188647,,4.1 GHz,4.8 GHz,True,6,12,125 W,1200,Intel UHD 630, +Intel Core i5-10600KF,,Intel,BX8070110600KF,5032037188708,,4.1 GHz,4.8 GHz,True,6,12,125 W,1200,False, +Intel Core i5-11400,$347.43 USD,Intel,BX8070811400,5032037214902,735858477239,2.6 GHz,GHz,False,6,12,65 W,1200,Intel UHD 730,https://www.amazon.ca/dp/B09C1JCC2H?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-11400F,,Intel,BX8070811400F,5032037215534,,2.6 GHz,GHz,False,6,12,65 W,1200,False, +Intel Core i5-11500,,Intel,BX8070811500,5032037214889,,2.7 GHz,GHz,False,6,12,65 W,1200,Intel UHD 750, +Intel Core i5-11600,,Intel,BX8070811600,5032037214865,,2.8 GHz,GHz,False,6,12,65 W,1200,Intel UHD 750, +Intel Core i5-11600K,$276.74 USD,Intel,BX8070811600K,5032037214926,,3.9 GHz,GHz,True,6,12,125 W,1200,Intel UHD 750,https://www.amazon.ca/dp/B08TX3M96F?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-11600KF,,Intel,BX8070811600KF,5032037215558,,3.9 GHz,GHz,True,6,12,125 W,1200,False, +Intel Core i5-13500,$238.65 USD,Intel,BX8071513500,5032037260251,735858528290,2.5 GHz,GHz,False,6,12,65 W,1700,False,https://www.amazon.ca/dp/B0BQ6CFDCX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-2500K,,Intel,BX80623I52500K,5032037011662,,3.3 GHz,3.7 GHz,True,4,4,95 W,1155,Intel HD 3000, +Intel Core i5-3570K,,Intel,BX80637I53570K,5032037036399,,3.4 GHz,3.8 GHz,True,4,4,77 W,1155,Intel HD 4000, +Intel Core i5-4440,,Intel,BX80646I54440,5032037054980,,GHz,GHz,False,4,4,84 W,1150,Intel HD 4600, +Intel Core i5-4460,,Intel,BX80646I54460,5032037062763,,3.2 GHz,3.4 GHz,False,4,4,84 W,1150,Intel HD 4600, +Intel Core i5-4590,,Intel,BX80646I54590,5032037061131,,3.3 GHz,3.7 GHz,False,4,4,84 W,1150,Intel HD 4600, +Intel Core i5-4670K,,Intel,BX80646I54670K,5032037051156,,3.4 GHz,3.8 GHz,True,4,4,84 W,1150,Intel HD 4600, +Intel Core i5-4690,$227.56 USD,Intel,BX80646I54690,5032037061193,,3.5 GHz,3.9 GHz,False,4,4,84 W,1150,Intel HD 4600,https://www.amazon.ca/Intel-i5-4690-Processor-Cache-BX80646I54690/dp/B00JST2QEW?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00JST2QEW +Intel Core i5-4690K,,Intel,BX80646I54690K,5032037066013,,3.5 GHz,3.9 GHz,True,4,4,88 W,1150,Intel HD 4600, +Intel Core i5-5675C,,Intel,BX80658I55675C,5032037075237,,3.1 GHz,3.6 GHz,True,4,4,65 W,1150,Intel Iris Pro 6200, +Intel Core i5-6400,,Intel,BX80662I56400,5032037076616,735858301497,2.7 GHz,3.3 GHz,False,4,4,65 W,1151,Intel HD 530, +Intel Core i5-6402P,$184.24 USD,Intel,BX80662I56402P,5032037084116,,GHz,GHz,False,4,4,65 W,1151,False,https://www.amazon.ca/Intel-BX80662I56402P-i5-6402P-Quad-Core-Processor/dp/B01B2PJRN2?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01B2PJRN2 +Intel Core i5-6500,$202.04 USD,Intel,BX80662I56500,5032037076500,,3.2 GHz,3.6 GHz,False,4,4,65 W,1151,Intel HD 530,https://www.amazon.ca/dp/B010T6CWI2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-6600,$238.64 USD,Intel,BX80662I56600,5032037076081,,3.3 GHz,3.9 GHz,False,4,4,65 W,1151,Intel HD 530,https://www.amazon.ca/Intel-BX80662I56600-Generation-I5-6600-Processor/dp/B010T6D39O?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B010T6D39O +Intel Core i5-6600K,$226.51 USD,Intel,BX80662I56600K,5032037076142,,3.5 GHz,3.9 GHz,True,4,4,91 W,1151,Intel HD 530,https://www.amazon.ca/Intel-BX80662I56600K-6th-Generation-Desktop-Processor/dp/B012M8M7TY?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B012M8M7TY +Intel Core i5-7400,$199.81 USD,Intel,BX80677I57400,5032037092982,735858326254,3.0 GHz,3.5 GHz,False,4,4,65 W,1151,Intel HD 630,https://www.amazon.ca/dp/B01MSTDS3N?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-7500,$264.49 USD,Intel,BX80677I57500,5032037092920,735858326193,3.4 GHz,3.8 GHz,False,4,4,65 W,1151,Intel HD 630,https://www.amazon.ca/dp/B01MSDHPL9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-7600,$219.78 USD,Intel,BX80677I57600,5032037092869,,3.5 GHz,4.1 GHz,False,4,4,65 W,1151,Intel HD 630,https://www.amazon.ca/Intel-BX80677I57600-7th-Generation-i5-7600-Processor/dp/B01MYTYSMK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MYTYSMK +Intel Core i5-7600K,$242.48 USD,Intel,BX80677I57600K,5032037092807,735858326070,3.8 GHz,4.2 GHz,True,4,4,91 W,1151,Intel HD 630,https://www.amazon.ca/Intel-i5-7600K-Desktop-Processors-BX80677I57600K/dp/B01MRRPPQS?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MRRPPQS +Intel Core i5-7640X,$210.35 USD,Intel,BX80677I57640X,5032037102483,,4.0 GHz,4.2 GHz,True,4,4,112 W,2066,False,https://www.amazon.ca/Intel-i5-7640X-Processor-Unlocked-LGA2066/dp/B071KMBHS8?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071KMBHS8 +Intel Core i5-8400,$235.75 USD,Intel,BX80684I58400,5032037108904,,2.8 GHz,4.0 GHz,False,6,6,65 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B0759FGJ3Q?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-8500,$453.16 USD,Intel,BX80684I58500,5032037121743,735858367417,3.0 GHz,4.1 GHz,False,6,6,65 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B08BSM9BZC?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-8600,$224.12 USD,Intel,BX80684I58600,5032037121675,00735858367349,3.1 GHz,4.3 GHz,False,6,6,65 W,1151,Intel UHD 630,https://www.amazon.ca/Intel%C2%AE-i5-8600-Desktop-Processor-LGA1151/dp/B0793CD3V2?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0793CD3V2 +Intel Core i5-8600K,$440.28 USD,Intel,BX80684I58600K,5032037108782,735858350365,3.6 GHz,4.3 GHz,True,6,6,95 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B08BSM4LK2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-9400,$239.65 USD,Intel,BX80684I59400,5032037140225,735858392549,2.9 GHz,4.1 GHz,False,6,6,65 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B07MGZ9FJZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-9400F,$190.81 USD,Intel,BX80684I59400F,5032037150354,735858406079,2.9 GHz,4.1 GHz,False,6,6,65 W,1151,False,https://www.amazon.ca/dp/B07MRCGQQ4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-9500,,Intel,BX80684I59500,5032037157896,,3.0 GHz,4.4 GHz,False,6,6,65 W,1151,Intel UHD 630, +Intel Core i5-9600,,Intel,BX80684I59600,5032037157957,,3.1 GHz,4.6 GHz,False,6,6,65 W,1151,Intel UHD 630, +Intel Core i5-9600K,$174.08 USD,Intel,BX80684I59600K,5032037140171,735858392488,3.7 GHz,GHz,True,6,6,95 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B07HHLX1R8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i5-9600KF,$239.34 USD,Intel,BX80684I59600KF,5032037151818,,3.7 GHz,4.6 GHz,True,6,6,95 W,1151,False,https://www.amazon.ca/dp/B07MQP5LNM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-10700,,Intel,BX8070110700,5032037188722,,2.9 GHz,GHz,False,8,16,65 W,1200,False, +Intel Core i7-10700F,$275.08 USD,Intel,BX8070110700F,5032037188760,,2.9 GHz,GHz,True,8,16,65 W,1200,False,https://www.amazon.ca/dp/B086MN2XYL?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-10700K,,Intel,BX8070110700K,5032037188609,,3.8 GHz,5.1 GHz,True,8,16,125 W,1200,Intel UHD 630, +Intel Core i7-10700KF,,Intel,BX8070110700KF,5032037188685,,3.8 GHz,5.1 GHz,True,8,16,125 W,1200,False, +Intel Core i7-11700,,Intel,BX8070811700,5032037214940,,2.5 GHz,GHz,False,8,16,65 W,1200,Intel UHD 750, +Intel Core i7-11700K,$304.55 USD,Intel,BX8070811700K,5032037214964,,3.6 GHz,GHz,True,8,16,125 W,1200,Intel UHD 750,https://www.amazon.ca/dp/B08X6ND3WP?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-11700KF,,Intel,BX8070811700KF,5032037215602,,3.6 GHz,GHz,True,8,16,125 W,1200,False, +Intel Core i7-12700F,$282.17 USD,Intel,BX8071512700F,5032037237826,735858503105,2.1 GHz,4.9 GHz,False,8,16,65 W,1700,False,https://www.amazon.ca/dp/B09NPJDPVG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-12700KF,$282.17 USD,Intel,BX8071512700KF,5032037234047,735858498982,3.6 GHz,5.0 GHz,True,8,16,125 W,1700,False,https://www.amazon.ca/dp/B09FXKHN7M?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-2600K,,Intel,BX80623I72600K,5032037011709,,3.4 GHz,3.8 GHz,True,4,8,95 W,1155,Intel HD 3000, +Intel Core i7-3770K,,Intel,BX80637I73770K,5032037036146,,3.5 GHz,3.9 GHz,True,4,8,77 W,1155,Intel HD 4000, +Intel Core i7-4770K,,Intel,BX80646I74770K,5032037050371,,3.5 GHz,3.9 GHz,True,4,8,84 W,1150,Intel HD 4600, +Intel Core i7-4790,,Intel,BX80646I74790,5032037061551,,3.6 GHz,4.0 GHz,False,4,8,84 W,1150,Intel HD 4600, +Intel Core i7-4790K,,Intel,BXF80646I74790K,5032037066181,,4.0 GHz,4.4 GHz,True,4,8,88 W,1150,Intel HD 4600, +Intel Core i7-4790K,,Intel,BX80646I74790K,5032037065948,735858285957,4.0 GHz,4.4 GHz,True,4,8,88 W,1150,Intel HD 4600, +Intel Core i7-5775C,,Intel,BX80658I75775C,5032037075039,,3.3 GHz,3.7 GHz,True,4,8,65 W,1150,Intel Iris Pro 6200, +Intel Core i7-5820K,$466.34 USD,Intel,BX80648I75820K,5032037065702,735858285490,3.3 GHz,3.6 GHz,True,6,12,140 W,2011-V3,False,https://www.amazon.ca/Intel-BX80648I75820K-Core-i7-5820K-Desktop-Processor/dp/B00MMLXIKY?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00MMLXIKY +Intel Core i7-5930K,,Intel,BX80648I75930K,5032037065641,735858285438,3.5 GHz,3.7 GHz,True,6,12,140 W,2011-V3,False, +Intel Core i7-5960X,,Intel,BX80648I75960X,5032037065481,735858285278,3.0 GHz,3.5 GHz,True,8,16,140 W,2011-V3,False, +Intel Core i7-6700,$320.91 USD,Intel,BX80662I76700,5032037077187,,3.4 GHz,4.0 GHz,False,4,8,65 W,1151,Intel HD 530,https://www.amazon.ca/dp/B0136JONG8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-6700K,$337.18 USD,Intel,BX80662I76700K,5032037076685,00735858301619,4.0 GHz,4.2 GHz,True,4,8,91 W,1151,Intel HD 530,https://www.amazon.ca/Intel-Quad-Core-FCLGA1151-Processor-BX80662I76700K/dp/B012M8LXQW?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B012M8LXQW +Intel Core i7-6800K,$432.82 USD,Intel,BX80671I76800K,5032037087131,,3.4 GHz,3.6 GHz,True,6,12,140 W,2011-V3,False,https://www.amazon.ca/Intel-BX80671I76800K-Boxed-Core-i7-6800K-Processor/dp/B01FJLA8NI?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01FJLA8NI +Intel Core i7-6850K,$594.8 USD,Intel,BX80671I76850K,5032037087193,00735858317689,3.6 GHz,3.8 GHz,True,6,12,140 W,2011-V3,False,https://www.amazon.ca/Intel-BX80671I76850K-Boxed-i7-6850K-Processor/dp/B01FJLAITC?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01FJLAITC +Intel Core i7-6900K,$584.44 USD,Intel,BX80671I76900K,5032037087490,,3.2 GHz,3.7 GHz,True,8,16,140 W,2011-V3,False,https://www.amazon.ca/Intel-BX80671I76900K-Boxed-Core-i7-6900K-Processor/dp/B01FJLAIG0?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01FJLAIG0 +Intel Core i7-6950X,$1639.34 USD,Intel,BX80671I76950X,5032037087551,735858318044,3.0 GHz,3.5 GHz,True,10,20,140 W,2011-V3,False,https://www.amazon.ca/dp/B01FJLA9IM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-7700,$322.06 USD,Intel,BX80677I77700,5032037092623,00735858325899,3.6 GHz,4.2 GHz,False,4,8,65 W,1151,Intel HD 630,https://www.amazon.ca/Intel-BX80677I77700-Generation-i7-7700-Processor/dp/B01N0L41N7?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N0L41N7 +Intel Core i7-7700K,$414.02 USD,Intel,BX80677I77700K,5032037092562,735858325837,4.2 GHz,4.5 GHz,True,4,8,91 W,1151,Intel HD 630,https://www.amazon.ca/dp/B072RC5PNJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-7740X,$337.98 USD,Intel,BX80677I77740X,5032037102421,,4.3 GHz,4.5 GHz,True,4,8,112 W,2066,False,https://www.amazon.ca/Intel-i5-7640X-Quad-Core-Processor-BX80677I77740X/dp/B072KTRQ9G?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B072KTRQ9G +Intel Core i7-7800X,$388.43 USD,Intel,BX80673I77800X,5032037105095,735858344302,3.5 GHz,GHz,True,6,12,140 W,2066,False,https://www.amazon.ca/Intel-BX80673I77800X-Core-i7-7800X-Processor/dp/B071H1B3Z1?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071H1B3Z1 +Intel Core i7-7820X,$582.22 USD,Intel,BX80673I77820X,5032037104913,735858344128,3.6 GHz,4.5 GHz,True,8,16,140 W,2066,False,https://www.amazon.ca/Intel-BX80673I77820X-Core-i7-7820X-Processor/dp/B072NF4BY3?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B072NF4BY3 +Intel Core i7-8086K,$380.81 USD,Intel,BX80684I78086K,5032037131834,,4.0 GHz,5.0 GHz,True,6,12,95 W,1151,False,https://www.amazon.ca/Intel-i7-8086K-Desktop-Processor-Unlocked/dp/B07DGDWJ3P?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07DGDWJ3P +Intel Core i7-8700,$331.05 USD,Intel,BX80684I78700,5032037108591,00735858350129,3.2 GHz,4.6 GHz,False,6,12,65 W,1151,Intel UHD 630,https://www.amazon.ca/Intel-BX80684I78700-Boxed-i7-8700-Processor/dp/B07598HLB4?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07598HLB4 +Intel Core i7-8700K,$372.23 USD,Intel,BX80684I78700K,5032037108652,735858350181,3.7 GHz,4.7 GHz,True,6,12,95 W,1151,Intel UHD 630,https://www.amazon.ca/dp/B07598VZR8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i7-9700K,$384.44 USD,Intel,BX80684I79700K,0675901709767,,3.6 GHz,GHz,True,8,8,125 W,1151,Intel UHD 630,https://www.amazon.ca/Intel-BX80684I79700K-i7-9700K-Processor-Unlocked/dp/B07HHN6KBZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07HHN6KBZ +Intel Core i7-9700KF,$450.2 USD,Intel,BX80684I79700KF,5032037151870,,3.6 GHz,4.9 GHz,True,8,8,95 W,1151,False,https://www.amazon.ca/dp/B07MJXYX62?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-10850K,$317.85 USD,Intel,BX8070110850K,5032037198844,735858459273,3.6 GHz,5.2 GHz,True,10,20,125 W,1200,Intel UHD 630,https://www.amazon.ca/dp/B08DHRG2X9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-10900,,Intel,BX8070110900,5032037189163,,2.8 GHz,GHz,False,10,20,65 W,1200,False, +Intel Core i9-10900F,,Intel,BX8070110900F,5032037188746,,2.8 GHz,GHz,False,10,20,65 W,1200,False, +Intel Core i9-10900K,$462.75 USD,Intel,BX8070110900K,5032037188623,,3.7 GHz,5.3 GHz,True,10,20,125 W,1200,Intel UHD 630,https://www.amazon.ca/dp/B086MHSTVD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-10900KF,,Intel,BX8070110900KF,5032037188661,,3.7 GHz,5.3 GHz,True,10,20,125 W,1200,False, +Intel Core i9-10900X,,Intel,BX8069510900X,5032037171717,,3.7 GHz,4.5 GHz,True,10,20,165 W,2066,False, +Intel Core i9-10920X,,Intel,BX8069510920X,5032037171731,,3.5 GHz,4.6 GHz,True,12,24,165 W,2066,False, +Intel Core i9-10940X,,Intel,BX8069510940X,5032037171755,,3.3 GHz,4.6 GHz,True,14,28,165 W,2066,False, +Intel Core i9-10980XE,,Intel,BX8069510980XE,5032037175340,,3.0 GHz,4.8 GHz,True,18,36,165 W,2066,False, +Intel Core i9-11900,,Intel,BX8070811900,0675901933681,,2.5 GHz,GHz,False,8,16,65 W,1200,Intel UHD 750, +Intel Core i9-11900F,$456.98 USD,Intel,BX8070811900F,5032037215626,735858478212,2.5 GHz,GHz,False,8,16,65 W,1200,False,https://www.amazon.ca/dp/B08X6KFM3N?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-11900K,,Intel,BX8070811900K,0675901933735,,3.5 GHz,5.2 GHz,True,8,16,125 W,1200,Intel UHD 750, +Intel Core i9-11900KF,,Intel,BX8070811900KF,5032037215640,,3.5 GHz,GHz,True,8,16,125 W,1200,False, +Intel Core i9-12900F,,Intel,BX8071512900F,5032037237901,735858503181,2.4 GHz,5.1 GHz,False,8,16,65 W,1700,False, +Intel Core i9-12900KS,,Intel,BX8071512900KS,5032037247030,,3.4 GHz,5.5 GHz,True,8,16,150 W,1700,Intel UHD 770, +Intel Core i9-13900KS,$688.38 USD,Intel,BX8071513900KS,5032037262057,735858530477,3.2 GHz,3.0 GHz,True,8,16,125 W,1700,False,https://www.amazon.ca/dp/B0BPXCRWB2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-7900X,$1070.83 USD,Intel,BX80673I97900X,5032037104791,735858344005,3.3 GHz,4.5 GHz,True,10,20,140 W,2066,False,https://www.amazon.ca/dp/B072KTSCCS?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-7920X,$1177.74 USD,Intel,BX80673I97920X,5032037107655,735858348669,2.9 GHz,4.4 GHz,True,12,24,140 W,2066,False,https://www.amazon.ca/dp/B0756L5T93?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-7940X,$1365.93 USD,Intel,BX80673I97940X,5032037113748,735858356367,3.1 GHz,4.4 GHz,True,14,28,165 W,2066,False,https://www.amazon.ca/Intel-BX80673I97940X-Core-Processor/dp/B075ZP87QP?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B075ZP87QP +Intel Core i9-7960X,$1540.52 USD,Intel,BX80673I97960X,5032037113816,,2.8 GHz,4.4 GHz,True,16,32,165 W,2066,False,https://www.amazon.ca/Intel-i9-7960X-16-Core-Processor-BX80673I97960X/dp/B075XRYMDS?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B075XRYMDS +Intel Core i9-7980XE,$1970.84 USD,Intel,BX80673I97980X,5032037114905,,2.6 GHz,4.4 GHz,True,18,36,165 W,2066,False,https://www.amazon.ca/Intel-Core-i9-7980XE-Processors-BX80673I97980X/dp/B075XRYMDR?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B075XRYMDR +Intel Core i9-9900K,$507.76 USD,Intel,BX80684I99900K,5032037140102,735858392433,3.6 GHz,5.0 GHz,True,8,16,160 W,1151,Intel UHD 630,https://www.amazon.ca/Intel-I9-9900K-Desktop-Processor-Unlocked/dp/B005404P9I?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B005404P9I +Intel Core i9-9900KF,$349.48 USD,Intel,BX80684I99900KF,5032037151931,735858407823,3.6 GHz,5.0 GHz,True,8,16,95 W,1151,False,https://www.amazon.ca/dp/B07MGBZWDZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Core i9-9900KS,,Intel,BX80684I99900KS,5032037167000,,4.0 GHz,5.0 GHz,True,8,16,127 W,1151,Intel UHD 630, +Intel Pentium G3240,,Intel,BX80646G3240,5032037061971,,GHz,GHz,False,2,2,54 W,1150,False, +Intel Pentium G3250,,Intel,BX80646G3250,5032037067164,,GHz,GHz,False,2,2,54 W,1150,False, +Intel Pentium G3258,,Intel,BX80646G3258,5032037065122,,3.2 GHz,GHz,True,2,2,54 W,1150,Intel HD Graphics for 4th Gen, +Intel Pentium G3260,,Intel,BX80646G3260,5032037073233,,3.3 GHz,GHz,False,2,2,53 W,1150,Intel HD Graphics for 4th Gen, +Intel Pentium G4400,$50.05 USD,Intel,BX80662G4400,5032037079655,735858306188,3.3 GHz,GHz,False,2,2,47 W,1151,Intel HD 510,https://www.amazon.ca/Intel-BX80662G4400-Pentium-Processor-G4400-3-3/dp/B015VPX05A?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B015VPX05A +Intel Pentium G4500,$81.93 USD,Intel,BX80662G4500,5032037079471,,3.5 GHz,GHz,False,2,2,47 W,1151,False,https://www.amazon.ca/Intel-BX80662G4500-Processor-3-5-2/dp/B015VPX190?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B015VPX190 +Intel Pentium G4520,,Intel,BX80662G4520,5032037079716,,3.6 GHz,GHz,False,2,2,47 W,1151,False, +Intel Pentium G4560,,Intel,BX80677G4560,5032037095693,735858329620,3.5 GHz,GHz,False,2,4,54 W,1151,Intel HD 610, +Intel Pentium G4600,$110.27 USD,Intel,BX80677G4600,5032037095938,735858329866,3.6 GHz,GHz,False,2,4,51 W,1151,Intel HD 530,https://www.amazon.ca/Intel-BX80677G4600-Pentium-Desktop-Processors/dp/B01NADEVZI?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01NADEVZI +Intel Pentium G4620,,Intel,BX80677G4620,5032037095990,,3.7 GHz,GHz,False,2,4,51 W,1151,Intel HD 630, +Intel Pentium G7400,,Intel,BX80715G7400,5032037238410,735858503839,3.7 GHz,GHz,False,2,4,46 W,1700,False, +Intel Pentium Gold G5400,$72.53 USD,Intel,BX80684G5400,5032037121491,735858367165,3.7 GHz,GHz,False,2,4,58 W,1151,Intel UHD 610,https://www.amazon.ca/Pentium%C2%AE-Desktop-Processor-LGA1151-BX80684G5400/dp/B0793BQS3R?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0793BQS3R +Intel Pentium Gold G5420,,Intel,BX80684G5420,5032037155168,,3.8 GHz,GHz,False,2,4,54 W,1151,False, +Intel Pentium Gold G5500,$97.98 USD,Intel,BX80684G5500,5032037121552,,3.8 GHz,GHz,False,2,4,54 W,1151,Intel UHD 610,https://www.amazon.ca/Pentium%C2%AE-Desktop-Processor-LGA1151-BX80684G5500/dp/B0793DYTCQ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0793DYTCQ +Intel Pentium Gold G5600,$79.76 USD,Intel,BX80684G5600,5032037121613,,3.9 GHz,GHz,False,2,4,54 W,1151,Intel UHD 630,https://www.amazon.ca/Pentium%C2%AE-Desktop-Processor-LGA1151-BX80684G5600/dp/B0793GW74J?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0793GW74J +Intel Xeon E3-1231 V3,,Intel,BX80646E31231V3,5032037061797,,3.4 GHz,3.8 GHz,False,4,8,80 W,1150,False, +Intel Xeon E3-1241 V3,,Intel,BX80646E31241V3,5032037061735,,3.5 GHz,3.9 GHz,False,4,8,80 W,1150,False, +Intel Xeon E3-1271 V3,,Intel,BX80646E31271V3,5032037061674,,3.6 GHz,4.0 GHz,False,4,8,80 W,1150,False, +Intel Xeon E5-1620 V3,$346.33 USD,Intel,BX80644E51620V3,5032037065320,,3.5 GHz,3.6 GHz,False,4,8,140 W,2011-V3,False,https://www.amazon.ca/Intel-Processor-Xeon-E5-1620-LGA2011/dp/B00MU046J4?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00MU046J4 +Intel Xeon E5-1650 V3,,Intel,BX80644E51650V3,5032037065269,,3.5 GHz,3.8 GHz,False,6,12,140 W,2011-V3,False, +Intel Xeon E5-1650 V4,,Intel,BX80660E51650V4,5032037088008,735858318952,3.6 GHz,4.0 GHz,False,6,12,140 W,2011-V3,False, +Intel Xeon E5-2603 V3,,Intel,BX80644E52603V3,5032037065382,735858285179,1.6 GHz,GHz,False,6,6,85 W,2011-V3,False, +Intel Xeon E5-2603 V4,,Intel,BX80660E52603V4,5032037085502,735858313971,1.7 GHz,GHz,False,6,6,85 W,2011-V3,False, +Intel Xeon E5-2609 V4,$320.65 USD,Intel,BX80660E52609V4,5032037085557,735858314022,1.7 GHz,GHz,False,8,8,85 W,2011-V3,False,https://www.amazon.ca/Intel-Computer-CPU-1-7-BX80660E52609V4/dp/B01D5AGKNW?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01D5AGKNW +Intel Xeon E5-2620 V3,$397.5 USD,Intel,BX80644E52620V3,5032037065597,,2.4 GHz,3.2 GHz,False,6,12,85 W,2011-V3,False,https://www.amazon.ca/Intel-Processor-Xeon-E5-2620-LGA2011/dp/B00M1BUUMO?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00M1BUUMO +Intel Xeon E5-2620 V4,$398.22 USD,Intel,BX80660E52620V4,5032037085601,735858314077,2.1 GHz,3.0 GHz,False,8,16,85 W,2011-V3,False,https://www.amazon.ca/dp/B01CNKEY8S?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Xeon E5-2630 V3,,Intel,BX80644E52630V3,5032037065542,,2.4 GHz,3.2 GHz,False,8,16,85 W,2011-V3,False, +Intel Xeon E5-2630 V4,$683.38 USD,Intel,BX80660E52630V4,5032037085656,735858314121,2.2 GHz,3.1 GHz,False,0,20,85 W,2011-V3,False,https://www.amazon.ca/dp/B01D5AGOE2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Xeon E5-2640 V3,,Intel,BX80644E52640V3,5032037065436,735858285223,2.6 GHz,3.4 GHz,False,8,16,90 W,2011-V3,False, +Intel Xeon E5-2640 V4,$964.39 USD,Intel,BX80660E52640V4,5032037085755,735858314220,2.4 GHz,3.4 GHz,False,0,20,90 W,2011-V3,False,https://www.amazon.ca/Intel-Computer-CPU-2-4-BX80660E52640V4/dp/B01CSIS7BK?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01CSIS7BK +Intel Xeon E5-2650 V4,$1177.33 USD,Intel,BX80660E52650V4,5032037083072,735858310703,2.2 GHz,2.9 GHz,False,2,24,105 W,2011-V3,False,https://www.amazon.ca/dp/B01CNKEZ3C?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Intel Xeon E5-2660 V3,,Intel,BX80644E52660V3,5032037064545,,2.6 GHz,3.3 GHz,False,0,20,105 W,2011-V3,False, +Intel Xeon E5-2660 V4,$414.46 USD,Intel,BX80660E52660V4,0675901383707,735858310758,2.0 GHz,3.2 GHz,False,4,28,105 W,2011-V3,False,https://www.amazon.ca/Intel-Computer-CPU-2-0-BX80660E52660V4/dp/B01CNKEZVY?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01CNKEZVY +Intel Xeon E5-2680 V3,,Intel,BX80644E52680V3,5032037064590,735858283588,2.5 GHz,3.3 GHz,False,2,24,120 W,2011-V3,False, +Intel Xeon E5-2680 V4,,Intel,BX80660E52680V4,5032037083171,735858310802,2.4 GHz,3.3 GHz,False,4,28,120 W,2011-V3,False, +Intel Xeon E5-2683 V4,,Intel,BX80660E52683V4,5032037082914,,2.1 GHz,3.0 GHz,False,6,32,120 W,2011-V3,False, +Intel Xeon E5-2687W V3,$2356.01 USD,Intel,BX80644E52687V3,5032037064491,,3.1 GHz,3.5 GHz,False,0,20,160 W,2011-V3,False,https://www.amazon.ca/Intel-Processor-LGA2011-3-E5-2687WV3-BX80644E52687V3/dp/B00NB0V10E?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00NB0V10E +Intel Xeon E5-2687W V4,,Intel,BX80660E52687V4,5032037083270,735858310901,3.0 GHz,3.5 GHz,False,2,24,160 W,2011-V3,False, +Intel Xeon E5-2690 V3,,Intel,BX80644E52690V3,5032037064644,,2.6 GHz,3.5 GHz,False,2,24,135 W,2011-V3,False, +Intel Xeon E5-2690 V4,,Intel,BX80660E52690V4,5032037083225,735858310857,2.6 GHz,3.5 GHz,False,4,28,135 W,2011-V3,False, +Intel Xeon E5-2695 V3,,Intel,BX80644E52695V3,5032037063814,,2.3 GHz,3.3 GHz,False,4,28,120 W,2011-V3,False, +Intel Xeon E5-2695 V4,,Intel,BX80660E52695V4,5032037310628,735858310628,2.1 GHz,3.3 GHz,False,8,36,120 W,2011-V3,False, +Intel Xeon E5-2697 V3,,Intel,BX80644E52697V3,5032037063760,,2.6 GHz,3.6 GHz,False,4,28,145 W,2011-V3,False, +Intel Xeon E5-2697 V4,,Intel,BX80660E52697V4,5032037082969,,2.3 GHz,3.6 GHz,False,8,36,145 W,2011-V3,False, diff --git a/Computer Hardware Analysis/Dataset/GPUData.csv b/Computer Hardware Analysis/Dataset/GPUData.csv new file mode 100644 index 000000000..f8afe4edc --- /dev/null +++ b/Computer Hardware Analysis/Dataset/GPUData.csv @@ -0,0 +1,1419 @@ +Name,Price,Producer,MPN,EAN,UPC,Length,Slots,8-Pin Connectors,6-Pin Connectors,HDMI,DisplayPort,DVI,VGA,Boost Clock,Vram,Memory Clock,TDP,Product Page +Sapphire Pulse Radeon RX 6600 Gaming,,SAPPHIRE,11310-01-20G,4895106290662,,193 mm,2.5,1,0,1,3,0,0,2044 MHz,8 GB,,132 W, +Aorus RTX 3070 Master,,Gigabyte,GV-N3070AORUS M-8GD,4719331307844,,290 mm,3.0,2,0,3,3,0,0,1845 MHz,8 GB,14000 MHz,220 W, +ASRock Arc A750 Challenger D OC,,ASRock,90-GA3HZZ-00UANF,4710483940316,,271 mm,2.0,2,0,2,2,0,0,2250 MHz,8 GB,2000 MHz,225 W, +ASRock Radeon RX 7600 Challenger 8GO,,ASRock,90-GA41ZZ-00UANF,4710483942037,,269.2 mm,2.0,1,0,1,3,0,0,2695 MHz,8 GB,18000 MHz,165 W, +ASRock Radeon RX 7600 Phantom Gaming 8GO,,ASRock,90-GA4BZZ-00UANF,4710483943133,,305 mm,2.5,1,0,1,3,0,0,2755 MHz,8 GB,18000 MHz,165 W, +ASRock Radeon RX 7600 Steel Legend 8GO,,ASRock,90-GA4DZZ-00UANF,4710483943201,,303 mm,2.0,1,0,1,3,0,0,2725 MHz,8 GB,18000 MHz,165 W, +ASRock Radeon RX 7700 XT Challenger 12GO,,ASRock,90-GA4QZZ-00UANF,4710483943638,,266 mm,2.5,2,0,1,3,0,0,2854 MHz,12 GB,18000 MHz,245 W, +ASRock Radeon RX 7700 XT Phantom Gaming 12GO,$499.61 USD,ASRock,90-GA4LZZ-00UANF,4710483943614,,328 mm,2.5,2,0,1,3,0,0,2599 MHz,12 GB,18000 MHz,245 W,https://www.amazon.ca/dp/B0CHK39HDX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASRock Radeon RX 7700 XT Steel Legend 12GO,,ASRock,90-GA4PZZ-00UANF,4710483943621,,304 mm,2.8,2,0,1,3,0,0,2599 MHz,12 GB,18000 MHz,245 W, +ASRock Radeon RX 7800 XT Challenger 16GO,$547.11 USD,ASRock,90-GA4SZZ-00UANF,4710483943683,,267 mm,2.5,2,0,1,3,0,0,2475 MHz,16 GB,19500 MHz,263 W,https://www.amazon.ca/dp/B0CHK3929K?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASRock Radeon RX 7800 XT Phantom Gaming 16GO,,ASRock,90-GA4MZZ-00UANF,4710483943669,,328 mm,2.5,2,0,1,3,0,0,2565 MHz,16 GB,19500 MHz,263 W, +ASRock Radeon RX 7800 XT Steel Legend 16GO,,ASRock,90-GA4RZZ-00UANF,4710483943676,,304 mm,3.0,2,0,1,3,0,0,2520 MHz,16 GB,19500 MHz,263 W, +ASUS GeForce RTX 3050 Dual,,ASUS,90YV0HH0-M0NA00,4711081635321,,200 mm,2.0,1,0,1,3,0,0,1852 MHz,8 GB,4 MHz,130 W, +ASUS GeForce RTX 3050 Phoenix,,ASUS,90YV0HH2-M0NA00,4711081645221,,177 mm,2.55,1,0,1,3,0,0,1807 MHz,8 GB,4 MHz,130 W, +ASUS GeForce RTX 3050 ROG Strix,,ASUS,90YV0HI1-M0NA00,4711081645443,,300 mm,2.7,1,0,2,3,0,0,1890 MHz,8 GB,4 MHz,130 W, +ASUS GeForce RTX 3060 Dual LHR,,ASUS,90YV0GB3-M0NA10,4711081310020,,200 mm,2.5,1,0,1,3,0,0,1807 MHz,12 GB,15000 MHz,170 W, +ASUS GeForce RTX 3060 Dual OC,,ASUS,90YV0GB2-M0NA00,4711081127178,,200 mm,2.5,1,0,1,3,0,0,1867 MHz,12 GB,7500 MHz,170 W, +ASUS GeForce RTX 3060 Phoenix V2 12G LHR,,ASUS,90YV0GB4-M0NA10,4711081310129,,177 mm,2.5,1,0,1,3,0,0,1807 MHz,12 GB,15000 MHz,170 W, +ASUS GeForce RTX 3060 ROG Strix,,ASUS,90YV0GC4-M0NA00,4711081058984,,300 mm,2.75,1,0,2,3,0,0,1807 MHz,12 GB,7500 MHz,170 W, +ASUS GeForce RTX 3060 ROG Strix LHR,,ASUS,90YV0GC2-M0NA10,4711081310426,,300 mm,2.7,1,0,2,3,0,0,1912 MHz,12 GB,15000 MHz,170 W, +ASUS GeForce RTX 3060 ROG Strix OC,,ASUS,90YV0GC2-M0NA00,4711081058953,,300 mm,2.75,1,0,2,3,0,0,1912 MHz,12 GB,7500 MHz,170 W, +ASUS GeForce RTX 3060 Ti Dual Mini V2 O8G LHR,,ASUS,90YV0FT2-M0NA00,4711081322894,,200 mm,2.0,1,0,1,3,0,0,1680 MHz,8 GB,14000 MHz,250 W, +ASUS GeForce RTX 3060 Ti Dual V2 O8G LHR,,ASUS,90YV0G1J-M0NA00,4711081327288,195553327282,269 mm,2.7,1,0,2,3,0,0,1740 MHz,8 GB,14000 MHz,200 W, +ASUS GeForce RTX 3060 Ti ROG Strix V2 O8G LHR,,ASUS,90YV0G03-M0NA00,4711081326809,,318.5 mm,2.9,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3060 Ti TUF V2 8G LHR,,ASUS,90YV0G1B-M0NA00,4711081321699,,301 mm,2.7,1,0,2,3,0,0,1695 MHz,8 GB,14000 MHz,200 W, +ASUS GeForce RTX 3060 Ti TUF V2 O8G LHR,,ASUS,90YV0G1A-M0NA00,4711081321675,195553321679,301 mm,2.7,1,0,2,3,0,0,1755 MHz,8 GB,14000 MHz,200 W, +ASUS GeForce RTX 3060 TUF,,ASUS,90YV0GC1-M0NA00,4711081050285,,301 mm,2.75,1,0,2,3,0,0,1807 MHz,12 GB,7500 MHz,170 W, +ASUS GeForce RTX 3060 TUF LHR,,ASUS,90YV0GC0-M0NA10,4711081310228,,301 mm,2.7,1,0,2,3,0,0,1882 MHz,12 GB,15000 MHz,170 W, +ASUS GeForce RTX 3060 TUF OC,,ASUS,90YV0GC0-M0NA00,4711081050247,,301 mm,2.75,1,0,2,3,0,0,1882 MHz,12 GB,7500 MHz,170 W, +ASUS GeForce RTX 3070 Dual V2 O8G LHR,,ASUS,90YV0FQC-M0NA00,4711081320012,,267 mm,2.7,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3070 Noctua Edition,,ASUS,90YV0FQQ-M0NA00,4711081452416,,310 mm,4.3,2,0,2,3,0,0,1815 MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3070 ROG Strix 8G White LHR,,ASUS,90YV0FRA-M0NA00,4711081320302,,318.5 mm,2.9,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3070 ROG Strix O8G White LHR,,ASUS,90YV0FR9-M0NA00,4711081320289,,318.5 mm,2.9,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3070 ROG Strix V2 O8G LHR,,ASUS,90YV0FR7-M0NA00,4711081320241,,318.5 mm,2.9,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3070 Ti ROG Strix,,ASUS,90YV0GW1-M0NA00,4711081243090,,319 mm,3.0,3,0,2,3,0,0,1800 MHz,8 GB,19000 MHz,290 W, +ASUS GeForce RTX 3070 Ti ROG Strix OC,,ASUS,90YV0GW0-M0NA00,4711081243052,,319 mm,3.0,3,0,2,3,0,0,1875 MHz,8 GB,19000 MHz,290 W, +ASUS GeForce RTX 3070 Ti TUF O8G LHR,,ASUS,90YV0GY0-M0NA00,4711081242970,,299.9 mm,2.7,2,0,2,3,0,0,1815 MHz,8 GB,19000 MHz,290 W, +ASUS GeForce RTX 3070 TUF V2 O8G LHR,,ASUS,90YV0FQI-M0NA00,4711081320135,195553320139,300 mm,2.5,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS GeForce RTX 3080 Noctua,,ASUS,90YV0FB9-M0NA00,4711081800729,,306.2 mm,4.1,2,0,2,3,0,0,1815 MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 ROG Strix 1,,ASUS,90YV0FA0-M0NM00,4718017909150,,318.5 mm,3.0,3,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 ROG Strix O1,,ASUS,90YV0FA1-M0NM00,4718017928786,,318.5 mm,3.0,3,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 ROG Strix V2 10G LHR,,ASUS,90YV0FA8-M0NM00,4711081321774,,318.5 mm,2.9,3,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 ROG Strix V2 O10G LHR,,ASUS,90YV0FA7-M0NM00,4711081321750,195553321754,318.5 mm,2.9,3,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 Ti ROG Strix O12G,,ASUS,90YV0GT1-M0NM00,4711081169765,195553169769,319 mm,3.0,3,0,2,3,0,0,1845 MHz,12 GB,19000 MHz,350 W, +ASUS GeForce RTX 3080 Ti TUF,,ASUS,90YV0GU0-M0NM00,4711081169864,,300 mm,2.7,2,0,2,3,0,0,1695 MHz,12 GB,19000 MHz,350 W, +ASUS GeForce RTX 3080 Ti TUF O12G,,ASUS,90YV0GU1-M0NM00,4711081169802,195553169806,300 mm,2.7,2,0,2,3,0,0,1785 MHz,12 GB,19000 MHz,350 W, +ASUS GeForce RTX 3080 TUF Gaming 1,,ASUS,90YV0FB0-M0NM00,4718017909327,,299.9 mm,3.0,2,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 TUF Gaming O1,,ASUS,90YV0FB1-M0NM00,4718017922760,,299.9 mm,3.0,2,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 TUF V2 10G LHR,,ASUS,90YV0FB5-M0NM00,4711081322993,,299.9 mm,2.7,2,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3080 TUF V2 O10G LHR,,ASUS,90YV0FB4-M0NM00,4711081322979,195553322973,299.9 mm,2.7,2,0,2,3,0,0,MHz,10 GB,19000 MHz,320 W, +ASUS GeForce RTX 3090 ROG Strix 2,,ASUS,90YV0F90-M0NM00,4718017908955,,318.5 mm,2.75,3,0,2,3,0,0,MHz,24 GB,19500 MHz,350 W, +ASUS GeForce RTX 3090 ROG Strix O2,,ASUS,90YV0F93-M0NM00,4718017928618,,318.5 mm,3.0,3,0,2,3,0,0,MHz,24 GB,19500 MHz,350 W, +ASUS GeForce RTX 3090 Ti ROG Strix LC,,ASUS,90YV0HC0-M0NA00,4711081655879,,293 mm,2.6,0,0,2,3,0,0,1950 MHz,24 GB,,480 W, +ASUS GeForce RTX 3090 Ti TUF,,ASUS,90YV0HC1-M0NA00,4711081655916,,326 mm,3.2,0,0,2,3,0,0,MHz,24 GB,,450 W, +ASUS GeForce RTX 3090 TUF Gaming 2,,ASUS,90YV0FD0-M0NM00,4718017909297,,299.9 mm,2.75,2,0,2,3,0,0,MHz,24 GB,19500 MHz,350 W, +ASUS GeForce RTX 3090 TUF Gaming O2,,ASUS,90YV0FD1-M0NM00,4718017922814,,299.9 mm,2.75,2,0,2,3,0,0,MHz,24 GB,19500 MHz,350 W, +ASUS GeForce RTX 4060 Dual,,ASUS,90YV0JC0-M0NA00,4711387223734,197105223738,227.2 mm,2.5,1,0,1,3,0,0,2505 MHz,8 GB,17000 MHz,115 W, +ASUS GeForce RTX 4060 ROG Strix,,ASUS,90YV0JB0-M0NA00,4711387239681,,311.4 mm,3.1,1,0,1,3,0,0,2670 MHz,8 GB,17000 MHz,115 W, +ASUS GeForce RTX 4060 Ti Dual,,ASUS,90YV0J40-M0NA00,4711387183106,197105183100,227.2 mm,2.5,1,0,1,3,0,0,2565 MHz,8 GB,18000 MHz,160 W, +ASUS GeForce RTX 4060 Ti Dual O8G White,,ASUS,90YV0J42-M0NA00,4711387228722,,227.2 mm,2.5,1,0,1,3,0,0,2595 MHz,8 GB,18000 MHz,650 W, +ASUS GeForce RTX 4060 Ti TUF,,ASUS,90YV0J50-M0NA00,4711387183120,197105183124,300 mm,3.12,1,0,1,3,0,0,MHz,8 GB,18000 MHz,160 W, +ASUS GeForce RTX 4070 Dual,,ASUS,90YV0IZ3-M0NA00,4711387130124,197105130128,269 mm,2.55,1,0,1,3,0,0,2475 MHz,12 GB,21000 MHz,200 W, +ASUS GeForce RTX 4070 Dual 12G White Edition,,ASUS,90YV0IZ5-M0NA00,4711387136638,,267 mm,2.56,1,0,1,3,0,0,MHz,12 GB,21000 MHz,200 W, +ASUS GeForce RTX 4070 Dual O12G White Edition,,ASUS,90YV0IZ4-M0NA00,4711387136614,,267 mm,2.56,1,0,1,3,0,0,MHz,12 GB,21000 MHz,200 W, +ASUS GeForce RTX 4070 TUF,,ASUS,90YV0IZ0-M0NA00,4711387128176,197105128170,303 mm,3.25,1,0,1,3,0,0,2550 MHz,12 GB,21000 MHz,200 W, +ASUS GeForce RTX 4080 ROG Strix,,ASUS,90YV0IC0-M0NA00,4711081951568,,357.6 mm,3.5,0,0,2,3,0,0,MHz,16 GB,22400 MHz,320 W, +ASUS GeForce RTX 4080 TUF,,ASUS,90YV0IB0-M0NA00,4711081950721,,348.2 mm,3.65,0,0,2,3,0,0,2595 MHz,16 GB,22400 MHz,320 W, +ASUS GeForce RTX 4090 ROG Strix LC,,ASUS,90YV0IY0-M0NA00,4711387217368,,293 mm,2.0,0,0,2,3,0,0,2640 MHz,24 GB,21000 MHz,450 W, +ASUS GeForce RTX 4090 TUF O24G OG,,ASUS,90YV0IY3-M0NA00,4711387225011,,325.9 mm,3.0,0,0,1,3,0,0,2595 MHz,24 GB,21000 MHz,850 W, +ASUS Radeon RX 6500 XT Dual,,ASUS,90YV0HA1-M0NA00,4711081602408,,201 mm,2.0,0,1,1,1,0,0,2815 MHz,4 GB,,107 W, +ASUS Radeon RX 6500 XT TUF,,ASUS,90YV0HA0-M0NA00,4711081591832,195553591836,250 mm,2.7,0,1,1,1,0,0,2815 MHz,4 GB,,107 W, +ASUS Radeon RX 6600 Dual,,ASUS,90YV0GP0-M0NA00,4711081363118,,243 mm,2.5,1,0,1,3,0,0,MHz,8 GB,,132 W, +ASUS Radeon RX 6600 XT Dual OC,,ASUS,90YV0GN1-M0NA00,4711081332794,,243 mm,2.5,1,0,1,3,0,0,MHz,8 GB,16000 MHz,160 W, +ASUS Radeon RX 6600 XT ROG Strix OC,,ASUS,90YV0GN0-M0NA00,4711081332770,,243 mm,2.5,1,0,1,3,0,0,MHz,8 GB,16000 MHz,160 W, +ASUS Radeon RX 6650 XT Dual,,ASUS,90YV0HL0-M0NA00,4711081647539,,243 mm,2.5,1,0,3,1,0,0,MHz,8 GB,,180 W, +ASUS Radeon RX 6700 XT Dual,,ASUS,90YV0G82-M0NA00,4711081148173,,295 mm,3.0,1,1,1,3,0,0,2581 MHz,12 GB,8000 MHz,230 W, +ASUS Radeon RX 6700 XT Dual (rev2),,ASUS,90YV0G83-M0NA00,4711081433057,,295 mm,2.7,1,1,1,3,0,0,2622 MHz,12 GB,,230 W, +ASUS Radeon RX 6700 XT ROG Strix O12G,,ASUS,90YV0G81-M0NA00,4711081119227,,322 mm,3.0,2,0,1,3,0,0,2622 MHz,12 GB,8000 MHz,230 W, +ASUS Radeon RX 6700 XT TUF O12G,$768.16 USD,ASUS,90YV0G80-M0NA00,4711081119289,,322 mm,3.0,1,1,1,3,0,0,2622 MHz,12 GB,8000 MHz,230 W,https://www.amazon.ca/dp/B08YX8D8ST?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS Radeon RX 6750 XT Dual,,ASUS,90YV0HK0-M0NA00,4711081731740,,295 mm,2.7,2,0,1,3,0,0,MHz,12 GB,,250 W, +ASUS Radeon RX 6750 XT ROG Strix,,ASUS,90YV0HK1-M0NA00,4711081730934,,322 mm,2.9,2,0,1,3,0,0,MHz,12 GB,,250 W, +ASUS Radeon RX 6800,,ASUS,90YV0FY0-U0NA00,4718017977760,,267 mm,2.0,2,0,1,2,0,0,2105 MHz,16 GB,8000 MHz,250 W, +ASUS Radeon RX 6800 ROG Strix,,ASUS,90YV0FM0-M0NA00,4718017988018,,320 mm,3.0,2,0,1,3,0,0,2190 MHz,16 GB,,250 W, +ASUS Radeon RX 6800 TUF,,ASUS,90YV0FM1-M0NA00,4718017990004,,320 mm,3.0,2,0,1,3,0,0,2190 MHz,16 GB,,250 W, +ASUS Radeon RX 6800 XT TUF,,ASUS,90YV0FL1-M0NM00,4718017990202,192876990209,320 mm,3.0,2,0,1,3,0,0,2340 MHz,16 GB,,300 W, +ASUS Radeon RX 6900 XT ROG Strix LC,,ASUS,90YV0GF0-M0NM00,4711081071785,,277 mm,2.5,3,0,1,3,0,0,2365 MHz,16 GB,,300 W, +ASUS Radeon RX 6900 XT ROG Strix Top Edition,,ASUS,90YV0GF1-M0NM00,4711081251798,,277 mm,2.2,3,0,1,3,0,0,2525 MHz,16 GB,,300 W, +ASUS Radeon RX 6900 XT TUF Gaming Top,,ASUS,90YV0GE1-M0NM00,4711081468660,,320 mm,2.9,2,0,1,3,0,0,2390 MHz,16 GB,,300 W, +ASUS Radeon RX 6900 XT TUF OC,,ASUS,90YV0GE0-M0NM00,4711081050711,,320 mm,3.0,2,0,1,3,0,0,2310 MHz,16 GB,8000 MHz,300 W, +ASUS Radeon RX 7600 Dual,,ASUS,90YV0IH1-M0NA00,4711387020449,197105020443,245 mm,2.5,1,0,1,3,0,0,MHz,8 GB,18000 MHz,165 W, +ASUS Radeon RX 7600 ROG Strix,,ASUS,90YV0IH0-M0NA00,4711387181423,,281 mm,2.9,1,0,1,3,0,0,2755 MHz,8 GB,18000 MHz,165 W, +ASUS Radeon RX 7700 XT TUF,,ASUS,90YV0JK0-M0NA00,4711387309933,,319.8 mm,2.9,2,0,1,3,0,0,2599 MHz,12 GB,18000 MHz,245 W, +ASUS Radeon RX 7800 XT TUF,,ASUS,90YV0JJ0-M0NA00,4711387312483,,319.8 mm,2.9,2,0,1,3,0,0,2599 MHz,16 GB,19500 MHz,263 W, +ASUS Radeon RX 7800 XT TUF O16G White,,ASUS,90YV0JP0-M0NA00,4711387307915,,319.8 mm,2.9,2,0,1,3,0,0,2565 MHz,16 GB,19500 MHz,263 W, +ASUS RTX 3070 Dual OC,,ASUS,90YV0FQ0-M0NA00,4718017927864,,267 mm,2.75,2,0,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +ASUS RTX 3070 TUF,,ASUS,90YV0FQ6-M0NA00,4718017948678,,300 mm,2.5,0,2,2,3,0,0,MHz,8 GB,14000 MHz,220 W, +EVGA GeForce RTX 3060 Ti FTW3 Black Gaming,,EVGA,08G-P5-3662-KR,4250812440440,,286 mm,2.5,2,0,1,3,0,MPN,1710 MHz,8 GB,14000 MHz,200 W, +EVGA GeForce RTX 3060 Ti FTW3 Gaming,,EVGA,08G-P5-3665-KR,4250812439185,,286 mm,2.5,2,0,1,3,0,MPN,1710 MHz,8 GB,14000 MHz,200 W, +EVGA GeForce RTX 3060 Ti FTW3 Ultra Gaming,,EVGA,08G-P5-3667-KR,4250812439192,,286 mm,2.5,2,0,1,3,0,MPN,1800 MHz,8 GB,14000 MHz,200 W, +EVGA GeForce RTX 3060 Ti FTW3 Ultra Gaming LHR,,EVGA,08G-P5-3667-KL,4250812443274,,285.4 mm,2.2,2,0,1,3,0,MPN,1800 MHz,8 GB,14000 MHz,200 W, +EVGA GeForce RTX 3060 Ti XC Black Gaming,,EVGA,08G-P5-3661-KR,4250812439215,,202 mm,2.0,1,0,1,3,0,MPN,1665 MHz,8 GB,14000 MHz,200 W, +EVGA GeForce RTX 3060 Ti XC Gaming,,EVGA,08G-P5-3663-KR,4250812439208,,202 mm,2.0,1,0,1,3,0,MPN,1710 MHz,8 GB,14000 MHz,200 W, +EVGA GeForce RTX 3060 XC Gaming,,EVGA,12G-P5-3657-KR,4250812440754,,202 mm,2.0,1,0,1,3,0,MPN,1882 MHz,12 GB,7500 MHz,170 W, +EVGA GeForce RTX 3070 FTW3 Ultra Gaming LHR,,EVGA,08G-P5-3767-KL,4250812443236,,300 mm,2.75,2,0,1,3,0,MPN,MHz,8 GB,14000 MHz,220 W, +EVGA GeForce RTX 3070 Ti FTW3 Ultra Gaming LHR,,EVGA,08G-P5-3797-KL,4250812443380,,300 mm,2.75,2,0,1,3,0,MPN,1860 MHz,8 GB,19000 MHz,290 W, +EVGA GeForce RTX 3070 Ti XC3 Ultra Gaming LHR,,EVGA,08G-P5-3785-KL,4250812443403,,285.37 mm,2.2,2,0,1,3,0,MPN,1815 MHz,8 GB,19000 MHz,290 W, +EVGA GeForce RTX 3080 FTW3 Gaming,,EVGA,10G-P5-3895-KR,4250812438294,,300 mm,2.75,3,0,1,3,0,MPN,1710 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 FTW3 Ultra Gaming,,EVGA,10G-P5-3897-KR,4250812438287,,300 mm,2.75,3,0,1,3,0,MPN,1800 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 FTW3 Ultra Gaming LHR,,EVGA,10G-P5-3897-KL,4250812443175,,300 mm,2.75,3,0,1,3,0,MPN,1800 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 FTW3 Ultra Hybrid Gaming,,EVGA,10G-P5-3898-KR,4250812438256,,288.9 mm,2.0,2,0,1,3,0,MPN,1800 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 Ti FTW3 Gaming,,EVGA,12G-P5-3965-KR,4250812442116,,300 mm,2.75,3,0,1,3,0,MPN,1775 MHz,12 GB,19000 MHz,350 W, +EVGA GeForce RTX 3080 Ti FTW3 Ultra Gaming,,EVGA,12G-P5-3967-KR,4250812442109,,300 mm,2.75,3,0,1,3,0,MPN,1800 MHz,12 GB,19000 MHz,350 W, +EVGA GeForce RTX 3080 Ti FTW3 Ultra Hybrid Gaming LHR,,EVGA,12G-P5-3968-KR,4250812442079,,289 mm,2.0,3,0,1,3,0,MPN,1800 MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 Ti XC3 Ultra Gaming,,EVGA,12G-P5-3955-KR,4250812442123,,285.37 mm,2.2,2,0,1,3,0,MPN,1725 MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 Ti XC3 Ultra Hybrid Gaming LHR,,EVGA,12G-P5-3958-KR,4250812442093,,289 mm,2.0,2,0,1,3,0,MPN,1725 MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Black Gaming,,EVGA,10G-P5-3881-KR,4250812438355,,285.37 mm,2.5,2,0,1,3,0,MPN,1710 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Black Gaming LHR,,EVGA,10G-P5-3881-KL,4250812443113,,285.37 mm,2.2,2,0,1,3,0,MPN,1710 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Gaming,,EVGA,10G-P5-3883-KR,4250812438317,,285.37 mm,2.5,2,0,1,3,0,MPN,1710 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Ultra Gaming,,EVGA,10G-P5-3885-KR,4250812438300,,285.37 mm,2.5,2,0,1,3,0,MPN,MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Ultra Gaming LHR,,EVGA,10G-P5-3885-KL,4250812443137,,285.37 mm,2.2,2,0,1,3,0,MPN,1755 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Ultra Hybrid Gaming,,EVGA,10G-P5-3888-KR,4250812438270,,262.8 mm,2.0,2,0,1,3,0,MPN,1755 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3090 FTW3 Ultra Gaming,,EVGA,24G-P5-3987-KR,4250812438171,,300 mm,2.5,3,0,1,3,0,MPN,1800 MHz,24 GB,19500 MHz,350 W, +EVGA GeForce RTX 3090 FTW3 Ultra Hybrid Gaming,,EVGA,24G-P5-3988-KR,4250812438140,,288.9 mm,2.0,3,0,1,3,0,MPN,1800 MHz,24 GB,19500 MHz,350 W, +EVGA GeForce RTX 3090 K|NGP|N Hybrid Gaming,,EVGA,24G-P5-3998-KR,4250812438232,,288.9 mm,2.0,3,0,1,3,0,MPN,1920 MHz,24 GB,19500 MHz,350 W, +EVGA GeForce RTX 3090 Ti FTW3,,EVGA,24G-P5-4983-KR,4250812446336,,300 mm,3.5,0,0,1,3,0,MPN,1890 MHz,24 GB,,450 W, +EVGA GeForce RTX 3090 Ti FTW3 Black,,EVGA,24G-P5-4981-KR,4250812446329,,300 mm,3.5,0,0,1,3,0,MPN,1860 MHz,24 GB,,450 W, +EVGA GeForce RTX 3090 Ti FTW3 Ultra,,EVGA,24G-P5-4985-KR,4250812445476,,300 mm,3.5,3,0,1,3,0,MPN,1920 MHz,24 GB,,450 W, +EVGA GeForce RTX 3090 XC3 Black Gaming,,EVGA,24G-P5-3971-KR,4250812438348,,285.37 mm,2.5,2,0,1,3,0,MPN,1695 MHz,24 GB,19500 MHz,350 W, +EVGA GeForce RTX 3090 XC3 Gaming,,EVGA,24G-P5-3973-KR,4250812438201,,285.37 mm,2.5,2,0,1,3,0,MPN,1695 MHz,24 GB,19500 MHz,350 W, +EVGA GeForce RTX 3090 XC3 Ultra Gaming,,EVGA,24G-P5-3975-KR,4250812438195,,285.37 mm,2.5,2,0,1,3,0,MPN,1740 MHz,24 GB,19500 MHz,350 W, +EVGA GeForce RTX 3090 XC3 Ultra Hybrid Gaming,,EVGA,24G-P5-3978-KR,4250812438164,,262.8 mm,2.0,2,0,1,3,0,MPN,1725 MHz,24 GB,19500 MHz,350 W, +EVGA RTX 3070 FTW3,,EVGA,08G-P5-3765-KR,4250812438485,,300 mm,2.75,2,0,1,3,0,MPN,1770 MHz,8 GB,14000 MHz,220 W, +EVGA RTX 3070 FTW3 Ultra,,EVGA,08G-P5-3767-KR,4250812438478,,300 mm,2.75,2,0,1,3,0,MPN,1815 MHz,8 GB,14000 MHz,220 W, +EVGA RTX 3070 XC3,,EVGA,08G-P5-3753-KR,4250812438508,,286 mm,2.5,2,0,1,3,0,MPN,1725 MHz,8 GB,14000 MHz,220 W, +EVGA RTX 3070 XC3 Black Gaming,,EVGA,08G-P5-3751-KR,4250812438515,,286 mm,2.5,2,0,1,3,0,MPN,1725 MHz,8 GB,14000 MHz,220 W, +EVGA RTX 3070 XC3 Ultra Gaming,,EVGA,08G-P5-3755-KR,4250812438492,,286 mm,2.5,2,0,1,3,0,MPN,1770 MHz,8 GB,14000 MHz,220 W, +Gigabyte Aorus GeForce RTX 3050 Elite,,Gigabyte,GV-N3050AORUS E-8GD,4719331310844,,296 mm,2.5,1,0,2,2,0,0,1860 MHz,8 GB,4 MHz,130 W, +Gigabyte Aorus GeForce RTX 3060 Elite 12G LHR,,Gigabyte,GV-N3060AORUS E-12GD 2.0,4719331309329,889523028636,296 mm,2.75,1,1,2,2,0,0,1867 MHz,12 GB,15000 MHz,170 W, +Gigabyte Aorus GeForce RTX 3060 Ti Elite 8G LHR,,Gigabyte,GV-N306TAORUS E-8GD 2.0,4719331309541,,296 mm,2.7,1,1,2,2,0,0,1750 MHz,8 GB,14000 MHz,200 W, +Gigabyte Aorus GeForce RTX 3060 Ti Master,,Gigabyte,GV-N306TAORUS M-8GD,4719331307967,,290 mm,3.0,1,1,3,3,0,0,MHz,8 GB,14000 MHz,230 W, +Gigabyte Aorus GeForce RTX 3070 Master 8G LHR,,Gigabyte,GV-N3070AORUS M-8GD 2.0,4719331309534,,290 mm,3.0,2,0,3,3,0,0,MHz,8 GB,14000 MHz,220 W, +Gigabyte Aorus GeForce RTX 3080 Master 10G LHR,,Gigabyte,GV-N3080AORUS M-10GD 3.0,4719331309657,,319 mm,3.5,3,0,3,3,0,0,1845 MHz,10 GB,19000 MHz,320 W, +Gigabyte Aorus GeForce RTX 3080 Ti Master 12G LHR,,Gigabyte,GV-N308TAORUS M-12GD,4719331308865,889523027981,319 mm,3.5,3,0,3,3,0,0,1770 MHz,12 GB,19000 MHz,400 W, +GIGABYTE Aorus GeForce RTX 4060 Ti Elite,,Gigabyte,GV-N406TAORUS E-8GD,4719331313395,,301 mm,2.75,1,0,2,2,0,0,2655 MHz,8 GB,18000 MHz,160 W, +GIGABYTE Aorus GeForce RTX 4070 Master,,Gigabyte,GV-N4070AORUS M-12GD,4719331312954,,342 mm,3.5,0,0,1,3,0,0,2595 MHz,12 GB,21000 MHz,200 W, +GIGABYTE Aorus GeForce RTX 4070 Ti Elite,,Gigabyte,GV-N407TAORUS E-12GD,4719331312589,,342 mm,3.0,0,0,1,3,0,0,2655 MHz,12 GB,21000 MHz,285 W, +GIGABYTE Aorus GeForce RTX 4070 Ti Master,,Gigabyte,GV-N407TAORUS M-12GD,4719331312596,,342 mm,3.0,0,0,1,3,0,0,2670 MHz,12 GB,21000 MHz,285 W, +GIGABYTE Aorus GeForce RTX 4080 Master,,Gigabyte,GV-N4080AORUS M-16GD,4719331311537,,357 mm,3.5,0,0,1,3,0,0,2550 MHz,16 GB,22400 MHz,320 W, +Gigabyte Aorus Radeon RX 6700 XT Elite,,Gigabyte,GV-R67XTAORUS E-12GD,4719331308704,,296 mm,2.75,1,1,2,2,0,0,2622 MHz,12 GB,8000 MHz,230 W, +Gigabyte Aorus Radeon RX 6750 XT Elite,,Gigabyte,GV-R675XTAORUS E-12GD,4719331310813,,296 mm,2.7,1,1,2,2,0,0,MHz,12 GB,,250 W, +Gigabyte Aorus Radeon RX 6800 Master,,Gigabyte,GV-R68AORUS M-16GD,4719331307929,,300 mm,3.0,2,0,2,2,0,0,2190 MHz,16 GB,,250 W, +Gigabyte Aorus Radeon RX 6800 XT Master,,Gigabyte,GV-R68XTAORUS M-16GD,4719331307981,889523025611,324 mm,3.0,2,0,2,2,0,0,2310 MHz,16 GB,,300 W, +Gigabyte GeForce RTX 3050 Eagle,,Gigabyte,GV-N3050EAGLE-8GD,4719331310738,,213 mm,2.0,1,0,2,2,0,0,1777 MHz,8 GB,4 MHz,130 W, +Gigabyte GeForce RTX 3050 Eagle OC,$283.32 USD,Gigabyte,GV-N3050EAGLE OC-8GD,4719331310721,889523031940,213 mm,2.0,1,0,2,2,0,0,1792 MHz,8 GB,4 MHz,130 W,https://www.amazon.ca/dp/B09QVYJC3S?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3050 Gaming OC,$295.95 USD,Gigabyte,GV-N3050GAMING OC-8GD,4719331310691,889523031810,282 mm,2.0,1,0,2,2,0,0,1822 MHz,8 GB,4 MHz,130 W,https://www.amazon.ca/dp/B09QVPMGYV?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3060 Eagle,,Gigabyte,GV-N3060EAGLE-12GD,4719331308582,,242 mm,2.0,1,0,2,2,0,0,1777 MHz,12 GB,15000 MHz,170 W, +Gigabyte GeForce RTX 3060 Eagle 12G LHR,,Gigabyte,GV-N3060EAGLE-12GD 2.0,4719331309343,,242 mm,2.0,1,0,2,2,0,0,1777 MHz,12 GB,15000 MHz,170 W, +Gigabyte GeForce RTX 3060 Eagle OC,,Gigabyte,GV-N3060EAGLE OC-12GD,4719331308575,,242 mm,2.0,1,0,2,2,0,0,1807 MHz,12 GB,7500 MHz,170 W, +Gigabyte GeForce RTX 3060 Eagle OC 12G LHR,,Gigabyte,GV-N3060EAGLE OC-12GD 2.0,4719331309305,,242 mm,2.0,1,0,2,2,0,0,1807 MHz,12 GB,15000 MHz,170 W, +Gigabyte GeForce RTX 3060 Elite,,Gigabyte,GV-N3060AORUS E-12GD,4719331308681,,296 mm,2.75,1,1,2,2,0,0,1867 MHz,12 GB,7500 MHz,170 W, +Gigabyte GeForce RTX 3060 Gaming OC,,Gigabyte,GV-N3060GAMING OC-12GD 1.0,4719331308568,,282 mm,2.0,1,0,2,2,0,0,1837 MHz,12 GB,7500 MHz,170 W, +Gigabyte GeForce RTX 3060 Gaming OC 12G LHR,$297.4 USD,Gigabyte,GV-N3060GAMING OC-12GD 2.0,4719331309312,889523028629,282 mm,2.0,1,0,2,2,0,0,1837 MHz,12 GB,15000 MHz,170 W,https://www.amazon.ca/dp/B0971BG25M?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3060 Ti Eagle,,Gigabyte,GV-N306TEAGLE-8GD,4719331307776,,242 mm,2.0,1,0,2,2,0,0,1665 MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Ti Eagle 8G LHR,,Gigabyte,GV-N306TEAGLE-8GD 2.0,4719331309435,,242 mm,2.0,1,0,2,3,0,0,1665 MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Ti Eagle OC,,Gigabyte,GV-N306TEAGLE OC-8GD,4719331307769,,242 mm,2.0,1,0,2,2,0,0,MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Ti Eagle OC 8G LHR,,Gigabyte,GV-N306TEAGLE OC-8GD 2.0,4719331309428,889523029213,242 mm,2.0,1,0,2,2,0,0,1695 MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Ti Gaming OC,,Gigabyte,GV-N306TGAMING OC-8GD,4719331307752,,282 mm,2.0,1,0,2,2,0,0,MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Ti Gaming OC 8G LHR,$426.51 USD,Gigabyte,GV-N306TGAMING OC-8GD 2.0,4719331309794,889523029626,282 mm,2.0,1,0,2,2,0,0,1740 MHz,8 GB,14000 MHz,230 W,https://www.amazon.ca/dp/B09BKBJ14W?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3060 Ti Gaming OC Pro,,Gigabyte,GV-N306TGAMINGOC PRO-8GD,4719331307943,,286 mm,2.5,1,1,2,2,0,0,MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Ti Gaming OC Pro 8G LHR,$649.8 USD,Gigabyte,GV-N306TGAMINGOC PRO-8GD 3.0,4719331309411,889523029237,281 mm,2.0,1,1,2,2,0,0,1770 MHz,8 GB,14000 MHz,200 W,https://www.amazon.ca/dp/B098PJNWKD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3060 Ti Vision OC 8G LHR,,Gigabyte,GV-N306TVISION OC-8GD 2.0,4719331309466,,281 mm,2.0,1,1,2,2,0,0,1755 MHz,8 GB,14000 MHz,230 W, +Gigabyte GeForce RTX 3060 Vision OC,,Gigabyte,GV-N3060VISION OC-12GD,4719331308650,,280 mm,2.0,1,0,2,2,0,0,1837 MHz,12 GB,7500 MHz,170 W, +Gigabyte GeForce RTX 3060 Vision OC 12G LHR,$355.43 USD,Gigabyte,GV-N3060VISION OC-12GD 2.0,4719331309350,889523028841,280 mm,2.0,1,0,2,2,0,0,1837 MHz,12 GB,15000 MHz,170 W,https://www.amazon.ca/dp/B0971BRCM4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3070 Eagle 8G LHR,,Gigabyte,GV-N3070EAGLE-8GD 2.0,4719331309459,,282 mm,2.0,1,1,2,2,0,0,MHz,8 GB,14000 MHz,220 W, +Gigabyte GeForce RTX 3070 Eagle OC 8G LHR,,Gigabyte,GV-N3070EAGLE OC-8GD 2.0,4719331309619,,282 mm,2.0,1,1,2,2,0,0,1770 MHz,8 GB,14000 MHz,220 W, +Gigabyte GeForce RTX 3070 Gaming OC 8G LHR,,Gigabyte,GV-N3070GAMING OC-8GD 2.0,4719331309404,,286 mm,2.5,1,1,2,2,0,0,MHz,8 GB,14000 MHz,220 W, +Gigabyte GeForce RTX 3070 Ti Eagle OC,,Gigabyte,GV-N307TEAGLE OC-8GD,4719331309251,,283 mm,2.5,2,0,2,2,0,0,1800 MHz,8 GB,19000 MHz,290 W, +Gigabyte GeForce RTX 3070 Ti Gaming OC,,Gigabyte,GV-N307TGAMING OC-8GD,4719331309244,,324 mm,2.75,2,0,2,2,0,0,1830 MHz,8 GB,19000 MHz,290 W, +Gigabyte GeForce RTX 3070 Ti Master,$1034.26 USD,Gigabyte,GV-N307TAORUS M-8GD,4719331309336,889523028728,324 mm,3.5,2,1,3,3,0,0,1875 MHz,8 GB,19000 MHz,290 W,https://www.amazon.ca/dp/B097GMHNCT?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3070 Ti Vision OC,,Gigabyte,GV-N307TVISION OC-8GD,4719331309275,,320 mm,2.75,2,0,2,2,0,0,1830 MHz,8 GB,19000 MHz,290 W, +Gigabyte GeForce RTX 3070 Vision OC 8G LHR,,Gigabyte,GV-N3070VISION OC-8GD 2.0,4719331309626,,286 mm,2.5,1,1,2,2,0,0,MHz,8 GB,14000 MHz,220 W, +Gigabyte GeForce RTX 3080 Eagle 10G LHR,,Gigabyte,GV-N3080EAGLE-10GD 2.0,4719331309510,,320 mm,2.7,2,0,2,3,0,0,1710 MHz,10 GB,19000 MHz,320 W, +Gigabyte GeForce RTX 3080 Eagle OC,,Gigabyte,GV-N3080EAGLE OC-10GD 2.0,4719331309527,,320 mm,3.0,2,0,2,3,0,0,MHz,10 GB,19000 MHz,350 W, +Gigabyte GeForce RTX 3080 Eagle OC 1,,Gigabyte,GV-N3080EAGLE OC-10GD,4719331307554,,320 mm,,2,0,2,3,0,0,1755 MHz,10 GB,19000 MHz,320 W, +Gigabyte GeForce RTX 3080 Gaming OC 1,,Gigabyte,GV-N3080GAMING OC-10GD,4719331307530,,320 mm,,2,0,2,3,0,0,1800 MHz,10 GB,19000 MHz,320 W, +Gigabyte GeForce RTX 3080 Gaming OC 10G LHR,,Gigabyte,GV-N3080GAMING OC-10GD 2.0,4719331309497,,320 mm,2.5,2,0,2,3,0,0,1800 MHz,10 GB,19000 MHz,320 W, +Gigabyte GeForce RTX 3080 Gaming OC Waterforce WB 10G LHR,,Gigabyte,GV-N3080GAMINGOC WB-10GD 2.0,4719331309695,,310 mm,2.0,2,0,2,3,0,0,1800 MHz,10 GB,19000 MHz,320 W, +Gigabyte GeForce RTX 3080 Ti Eagle OC 12G LHR,$1305.67 USD,Gigabyte,GV-N308TEAGLE OC-12GD,4719331308827,889523027943,320 mm,2.7,2,0,2,3,0,0,1680 MHz,12 GB,19000 MHz,320 W,https://www.amazon.ca/dp/B083HZCPGK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 3080 Ti Gaming OC,,Gigabyte,GV-N308TGAMING OC-12GD,4719331308803,889523027929,320 mm,2.7,2,0,2,3,0,0,1710 MHz,12 GB,19000 MHz,350 W, +Gigabyte GeForce RTX 3080 Ti Vision OC,,Gigabyte,GV-N308TVISION OC-12GD,4719331308810,889523027936,320 mm,2.7,2,0,2,3,0,0,1710 MHz,12 GB,19000 MHz,350 W, +Gigabyte GeForce RTX 3080 Vision OC 10G LHR,,Gigabyte,GV-N3080VISION OC-10GD 2,4719331309480,,320 mm,2.5,2,0,2,3,0,0,1800 MHz,10 GB,19000 MHz,320 W, +Gigabyte GeForce RTX 3090 Gaming OC,,Gigabyte,GV-N3090GAMING OC-24GD,4719331307547,,320 mm,2.75,2,0,2,3,0,0,1755 MHz,24 GB,19500 MHz,350 W, +Gigabyte GeForce RTX 3090 Ti Gaming,,Gigabyte,GV-N309TGAMING-24GD,4719331310776,,331 mm,3.5,0,0,1,3,0,0,1860 MHz,24 GB,,450 W, +Gigabyte GeForce RTX 3090 Ti Gaming OC,$1718.23 USD,Gigabyte,GV-N309TGAMING OC-24GD,4719331310653,889523031780,331 mm,3.5,0,0,1,3,0,0,1905 MHz,24 GB,,450 W,https://www.amazon.ca/dp/B09XJCNYT8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +GIGABYTE GeForce RTX 4060 Ti Aero OC,,Gigabyte,GV-N406TAERO OC-8GD,4719331313449,,281 mm,2.5,1,0,2,2,0,0,2580 MHz,8 GB,18000 MHz,160 W, +GIGABYTE GeForce RTX 4060 Ti Eagle,$398.22 USD,Gigabyte,GV-N406TEAGLE-8GD,4719331313401,889523037997,272 mm,2.0,1,0,2,2,0,0,2535 MHz,8 GB,18000 MHz,160 W,https://www.amazon.ca/dp/B0C5BQ1HM6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +GIGABYTE GeForce RTX 4060 Ti Eagle OC,,Gigabyte,GV-N406TEAGLE OC-8GD,4719331313418,,272 mm,2.0,1,0,2,2,0,0,2550 MHz,8 GB,18000 MHz,160 W, +GIGABYTE GeForce RTX 4060 Ti Gaming OC,$435.22 USD,Gigabyte,GV-N406TGAMING OC-8GD,4719331313456,889523038093,281 mm,2.0,1,0,2,2,0,0,2535 MHz,8 GB,18000 MHz,160 W,https://www.amazon.ca/dp/B0C5B9M9JY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +GIGABYTE GeForce RTX 4070 Aero OC,,Gigabyte,GV-N4070AERO OC-12GD,4719331312992,,300 mm,3.0,0,0,1,3,0,0,MHz,12 GB,21000 MHz,200 W, +GIGABYTE GeForce RTX 4070 Eagle OC,,Gigabyte,GV-N4070EAGLE OC-12GD,4719331312961,889523037027,261 mm,2.5,1,0,1,3,0,0,2505 MHz,12 GB,21000 MHz,200 W, +GIGABYTE GeForce RTX 4070 Gaming OC,$629.62 USD,Gigabyte,GV-N4070GAMING OC-12GD 1.0,4719331312947,889523037010,300 mm,3.0,0,0,1,3,0,0,2565 MHz,12 GB,21000 MHz,200 W,https://www.amazon.ca/dp/B0BZHBRQCQ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +GIGABYTE GeForce RTX 4070 Ti Aero OC,,Gigabyte,GV-N407TAERO OC-12GD,4719331312619,,336 mm,3.0,0,0,1,3,0,0,2640 MHz,12 GB,21000 MHz,750 W, +GIGABYTE GeForce RTX 4070 Ti Eagle,,Gigabyte,GV-N407TEAGLE-12GD,4719331312602,,301 mm,3.0,0,0,1,3,0,0,2610 MHz,12 GB,21000 MHz,285 W, +GIGABYTE GeForce RTX 4070 Ti Eagle OC,,Gigabyte,GV-N407TEAGLE OC-12GD 2.0,4719331312978,,261 mm,3.0,0,0,1,3,0,0,2625 MHz,12 GB,21000 MHz,285 W, +GIGABYTE GeForce RTX 4070 Ti Gaming OC,,Gigabyte,GV-N407TGAMING OC-12GD,4719331312565,,336 mm,3.0,0,0,1,3,0,0,2640 MHz,12 GB,21000 MHz,750 W, +GIGABYTE GeForce RTX 4070 WindForce 3X OC,,Gigabyte,GV-N4070WF3OC-12GD 1.0,4719331312930,889523037003,261 mm,2.5,1,0,1,3,0,0,2490 MHz,12 GB,21000 MHz,200 W, +GIGABYTE GeForce RTX 4080 Aero OC,,Gigabyte,GV-N4080AERO OC-16GD,4719331311513,,342 mm,3.5,0,0,1,3,0,0,2535 MHz,16 GB,22400 MHz,320 W, +GIGABYTE GeForce RTX 4080 Eagle,,Gigabyte,GV-N4080EAGLE-16GD,4719331311568,,342 mm,3.0,0,0,1,3,0,0,2505 MHz,16 GB,22400 MHz,320 W, +GIGABYTE GeForce RTX 4080 Eagle OC,$1160.59 USD,Gigabyte,GV-N4080EAGLE OC-16GD,4719331311506,,342 mm,3.0,0,0,1,3,0,0,2520 MHz,16 GB,22400 MHz,320 W,https://www.amazon.ca/dp/B0BLT4ZMGL?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +GIGABYTE GeForce RTX 4080 Gaming OC,,Gigabyte,GV-N4080GAMING OC-16GD,4719331311520,,342 mm,3.5,0,0,1,3,0,0,2535 MHz,16 GB,22400 MHz,320 W, +Gigabyte Radeon RX 6500 XT Eagle,$216.87 USD,Gigabyte,GV-R65XTEAGLE-4GD,4719331310554,889523031247,192 mm,2.0,0,1,1,1,0,0,2815 MHz,4 GB,,107 W,https://www.amazon.ca/dp/B09QV67R17?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 6500 XT Gaming OC,,Gigabyte,GV-R65XTGAMING OC-4GD,4719331310561,889523031254,282 mm,2.0,0,1,1,1,0,0,2825 MHz,4 GB,,107 W, +Gigabyte Radeon RX 6600 Eagle,,Gigabyte,GV-R66EAGLE-8GD,4719331309923,,282 mm,2.0,1,0,2,2,0,0,2491 MHz,8 GB,,132 W, +Gigabyte Radeon RX 6600 XT Eagle,,Gigabyte,GV-R66XTEAGLE-8GD,4719331309749,889523029541,282 mm,2.0,1,0,2,2,0,0,MHz,8 GB,16000 MHz,160 W, +Gigabyte Radeon RX 6600 XT Gaming OC,,Gigabyte,GV-R66XTGAMING OC-8GD,4719331309732,,282 mm,3.0,1,0,2,2,0,0,MHz,8 GB,16000 MHz,160 W, +Gigabyte Radeon RX 6600 XT Gaming Pro OC,,Gigabyte,GV-R66XTGAMINGOC PRO-8GD,4719331309756,889523029558,282 mm,3.0,1,0,2,2,0,0,MHz,8 GB,16000 MHz,160 W, +Gigabyte Radeon RX 6650 XT Eagle,,Gigabyte,GV-R665XTEAGLE-8GD,4719331310837,,282 mm,2.0,1,0,3,1,0,0,2635 MHz,8 GB,,180 W, +Gigabyte Radeon RX 6650 XT Gaming OC,,Gigabyte,GV-R665XTGAMING OC-8GD,4719331310806,,282 mm,2.5,1,0,3,1,0,0,2593 MHz,8 GB,,180 W, +Gigabyte Radeon RX 6700 XT,,Gigabyte,GV-R67XT-12GD-B,4719331308636,,267 mm,2.0,1,1,1,3,0,0,2581 MHz,12 GB,8000 MHz,260 W, +Gigabyte Radeon RX 6700 XT Eagle,$454.3 USD,Gigabyte,GV-R67XTEAGLE-12GD,4719331308629,889523027288,282 mm,2.0,1,1,2,2,0,0,2581 MHz,12 GB,8000 MHz,230 W,https://www.amazon.ca/dp/B08Z4J6NHW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 6700 XT Eagle OC,,Gigabyte,GV-R67XTEAGLE OC-12GD,4719331310400,889523030073,282 mm,2.0,1,1,2,2,0,0,2581 MHz,12 GB,,230 W, +Gigabyte Radeon RX 6700 XT Gaming OC,$948.74 USD,Gigabyte,GV-R67XTGAMING OC-12GD,4719331308612,889523027271,281 mm,2.5,1,1,2,2,0,0,2622 MHz,12 GB,8000 MHz,230 W,https://www.amazon.ca/dp/B08Z5M4KFM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 6750 XT Gaming OC,,Gigabyte,GV-R675XTGAMING OC-12GD,4719331310820,,281 mm,2.5,1,1,2,2,0,0,MHz,12 GB,,250 W, +Gigabyte Radeon RX 6800 Gaming OC,,Gigabyte,GV-R68GAMING OC-16GD,4719331307936,889523025543,286 mm,3.0,2,0,2,2,0,0,2155 MHz,16 GB,,250 W, +Gigabyte Radeon RX 6800 XT Gaming OC,$870.44 USD,Gigabyte,GV-R68XTGAMING OC-16GD,4719331307998,889523025628,286 mm,3.0,2,0,2,2,0,0,2285 MHz,16 GB,,300 W,https://www.amazon.ca/dp/B08PFX6PZ6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 6900 XT,,Gigabyte,GV-R69XT-16GC-B,4719331308360,,267 mm,2.5,2,0,1,3,0,0,2250 MHz,16 GB,,300 W, +Gigabyte Radeon RX 6900 XT Gaming OC,,Gigabyte,GV-R69XTGAMING OC-16GD,4719331308407,889523026069,286 mm,3.0,3,0,2,2,0,0,2285 MHz,16 GB,,300 W, +Gigabyte Radeon RX 6900 XT Master,,Gigabyte,GV-R69XTAORUS M-16GD 2.0,4719331310523,,322 mm,3.0,3,0,2,2,0,0,2335 MHz,16 GB,,300 W, +Gigabyte Radeon RX 6950 XT GAMING OC,,Gigabyte,GV-R695XTGAMING OC-16GD,4719331310905,,332 mm,2.9,3,0,2,2,0,0,MHz,16 GB,,335 W, +GIGABYTE Radeon RX 7600 Gaming OC,,Gigabyte,GV-R76GAMING OC-8GD,4719331313425,,282 mm,2.0,1,0,2,2,0,0,MHz,8 GB,18000 MHz,165 W, +GIGABYTE Radeon RX 7700 XT Gaming OC,,Gigabyte,GV-R77XTGAMING OC-12GD,4719331314446,,302 mm,2.5,2,0,2,2,0,0,2599 MHz,12 GB,18000 MHz,245 W, +GIGABYTE Radeon RX 7800 XT Gaming OC,,Gigabyte,GV-R78XTGAMING OC-16GD,4719331314514,,302 mm,2.5,2,0,2,2,0,0,2565 MHz,16 GB,19500 MHz,263 W, +Gigabyte RTX 3070 Eagle,,Gigabyte,GV-N3070EAGLE-8GD,4719331307738,,282 mm,2.0,1,1,2,2,0,0,1725 MHz,8 GB,14000 MHz,220 W, +Gigabyte RTX 3070 Eagle OC,,Gigabyte,GV-N3070EAGLE OC-8GD,4719331307677,,282 mm,2.0,1,1,2,2,0,0,1770 MHz,8 GB,14000 MHz,220 W, +Gigabyte RTX 3070 Gaming OC,,Gigabyte,GV-N3070GAMING OC-8GD,4719331307691,,286 mm,2.5,1,1,2,2,0,0,1815 MHz,8 GB,14000 MHz,220 W, +Gigabyte RTX 3070 Vision OC,,Gigabyte,GV-N3070VISION OC-8GD,4719331307790,,286 mm,2.5,1,1,2,2,0,0,1815 MHz,8 GB,14000 MHz,220 W, +INNO3D GeForce RTX 3050 Gaming OC X2,,INNO3D,N30502-08D6X-11902120,4895223102671,,240 mm,2.0,1,0,1,3,0,0,1830 MHz,8 GB,4 MHz,130 W, +INNO3D GeForce RTX 3050 Twin X2,,INNO3D,N30502-08D6-1190VA42,0835168002623,,240 mm,2.0,1,0,1,3,0,0,1777 MHz,8 GB,4 MHz,130 W, +INNO3D GeForce RTX 3050 Twin X2 OC,,INNO3D,N30502-08D6X-11902130,0835168002616,,240 mm,2.0,1,0,1,3,0,0,1822 MHz,8 GB,4 MHz,130 W, +INNO3D GeForce RTX 3060 iChill X3,,INNO3D,C30603-12D6X-1671VA39A,0835168001749,,300 mm,3.0,1,0,1,3,0,0,1837 MHz,12 GB,7500 MHz,170 W, +INNO3D GeForce RTX 3060 iChill X3 Red LHR,,INNO3D,C30603-12D6X-167139AH,4895223102107,,300 mm,3.0,1,0,1,3,0,0,1725 MHz,12 GB,15000 MHz,170 W, +INNO3D GeForce RTX 3060 Ti iChill X3 Red LHR,,INNO3D,C306T3-08D6X-1671VA39H,4895223102060,,300 mm,3.0,1,0,1,3,0,0,1725 MHz,8 GB,14000 MHz,220 W, +INNO3D GeForce RTX 3060 Ti Twin X2 LHR,,INNO3D,N306T2-08D6-119032DH,4895223102329,,240 mm,2.0,1,0,1,3,0,0,1665 MHz,8 GB,14000 MHz,200 W, +INNO3D GeForce RTX 3060 Ti Twin X2 OC LHR,,INNO3D,N306T2-08D6X-119032DH,4895223102077,,240 mm,2.0,1,0,1,3,0,0,1680 MHz,8 GB,14000 MHz,200 W, +INNO3D GeForce RTX 3060 Twin X2 OC,,INNO3D,N30602-12D6X-11902120,0835168001725,,240 mm,2.0,1,0,1,3,0,0,1792 MHz,12 GB,7500 MHz,200 W, +INNO3D GeForce RTX 3060 Twin X2 OC LHR,,INNO3D,N30602-12D6X-11902120H,4895223102084,835168002104,240 mm,2.0,1,0,1,3,0,0,1792 MHz,12 GB,15000 MHz,200 W, +INNO3D GeForce RTX 3070 iChill X3 LHR,,INNO3D,C30703-08D6X-1710VA38H,4895223102022,,300 mm,3.0,2,0,1,3,0,0,1785 MHz,8 GB,14000 MHz,220 W, +INNO3D GeForce RTX 3070 iChill X4 LHR,,INNO3D,C30704-08D6X-1710VA35H,4895223102015,,300 mm,3.0,2,0,1,3,0,0,1785 MHz,8 GB,14000 MHz,240 W, +INNO3D GeForce RTX 3070 Ti iChill X3,,INNO3D,C307T3-086XX-1820VA38,0835168001978,,300 mm,3.0,2,0,1,3,0,0,1830 MHz,8 GB,19000 MHz,290 W, +INNO3D GeForce RTX 3070 Ti iChill X3 OC,,INNO3D,N307T3-086XX-1820VA45,0835168001985,,300 mm,2.0,2,0,1,3,0,0,1785 MHz,8 GB,19000 MHz,290 W, +INNO3D GeForce RTX 3070 Ti iChill X4,,INNO3D,C307T4-086XX-1820VA35,0835168001961,,300 mm,3.0,2,0,1,3,0,0,1830 MHz,8 GB,19000 MHz,320 W, +INNO3D GeForce RTX 3070 Twin X2 OC LHR,,INNO3D,N30702-08D6X-171032LH,4895223102039,,240 mm,2.0,2,0,1,3,0,0,1740 MHz,8 GB,14000 MHz,220 W, +INNO3D GeForce RTX 3080 iChill Frostbite LHR,,INNO3D,C3080-106XX-1810FBH,4895223102053,,226 mm,2.0,2,0,1,3,0,0,1770 MHz,10 GB,19000 MHz,340 W, +INNO3D GeForce RTX 3080 iChill X3 LHR,,INNO3D,C30803-106XX-1810VA37H,0835168002012,,300 mm,3.0,2,0,1,3,0,0,1725 MHz,10 GB,19000 MHz,340 W, +INNO3D GeForce RTX 3080 iChill X4 LHR,,INNO3D,C30804-106XX-1810VA36H,4895223101988,,300 mm,3.0,2,0,1,3,0,0,1725 MHz,10 GB,19000 MHz,340 W, +INNO3D GeForce RTX 3080 Ti iChill Black LHR,,INNO3D,C308TB-126XX-1810003,0835168002326,,226 mm,3.0,2,0,1,3,0,0,1710 MHz,12 GB,19000 MHz,350 W, +INNO3D GeForce RTX 3080 Ti iChill X3 LHR,,INNO3D,C308T3-126XX-1810VA37,0835168001923,,300 mm,3.0,2,0,1,3,0,0,1710 MHz,12 GB,19000 MHz,320 W, +INNO3D GeForce RTX 3080 Ti X3 LHR,,INNO3D,N308T3-126X-1810VA44,0835168001947,,300 mm,3.0,2,0,1,3,0,0,1665 MHz,10 GB,19000 MHz,320 W, +INNO3D GeForce RTX 3080 Ti X3 OC LHR,,INNO3D,N308T3-126XX-1810VA44,0835168001930,,300 mm,3.0,2,0,1,3,0,0,1680 MHz,12 GB,19000 MHz,320 W, +INNO3D GeForce RTX 3080 Twin X2 OC LHR,,INNO3D,N30802-106XX-1810VA34H,4895223102008,,274 mm,3.0,2,0,1,3,0,0,1725 MHz,10 GB,19000 MHz,320 W, +INNO3D GeForce RTX 3080 X3 LHR,,INNO3D,N30803-106X-1810VA44H,4895223102695,,300 mm,2.0,2,0,1,3,0,0,MHz,10 GB,19000 MHz,750 W, +INNO3D GeForce RTX 3080 X3 OC LHR,,INNO3D,N30803-106XX-1810VA44H,0835168002302,,300 mm,3.0,2,0,1,3,0,0,1725 MHz,10 GB,19000 MHz,340 W, +INNO3D GeForce RTX 3090 Gaming X3,,INNO3D,N30903-246X-1880VA37N,0835168001558,,300 mm,3.0,2,0,1,3,0,0,1695 MHz,24 GB,19500 MHz,350 W, +INNO3D GeForce RTX 3090 iChill Frostbite,,INNO3D,C3090-246XX-1880FB,4895223101612,,226 mm,2.0,2,0,1,3,0,0,1755 MHz,24 GB,19500 MHz,370 W, +INNO3D GeForce RTX 3090 iChill X3,,INNO3D,C30903-246XX-1880VA37,4895223101520,,300 mm,3.0,2,0,1,3,0,0,1755 MHz,24 GB,19500 MHz,370 W, +INNO3D GeForce RTX 3090 iChill X4,,INNO3D,C30904-246XX-1880VA36,0835168001534,,300 mm,3.0,2,0,1,3,0,0,1755 MHz,24 GB,19500 MHz,370 W, +INNO3D GeForce RTX 3090 Ti X3 OC,,INNO3D,N309T3-246XX-1890VA46,0835168002661,,330 mm,3.0,0,0,1,3,0,0,1890 MHz,24 GB,,450 W, +INNO3D GeForce RTX 3090 X3,,INNO3D,N30903-246X-1880VA44,4895223102275,,300 mm,2.0,3,0,1,3,0,0,1695 MHz,24 GB,19500 MHz,350 W, +INNO3D GeForce RTX 4060 Ti iChill X3,,INNO3D,C406T3-08D6X-17113389,0835168003279,,294 mm,3.0,1,0,1,3,0,0,2595 MHz,8 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4060 Ti iChill X3 White,,INNO3D,C406T3-08D6X-17113280,0835168003262,,294 mm,3.0,1,0,1,3,0,0,2595 MHz,8 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4060 Ti Twin X2,,INNO3D,N406T2-08D6-171153N,4895223103197,,250 mm,2.0,1,0,1,3,0,0,2535 MHz,8 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4060 Ti Twin X2 OC,,INNO3D,N406T2-08D6X-171153N,4895223103203,,250 mm,2.0,1,0,1,3,0,0,2565 MHz,8 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4060 Ti Twin X2 White OC,,INNO3D,N406T2-08D6X-171153W,4895223103210,,250 mm,2.0,1,0,1,3,0,0,2565 MHz,8 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4060 Ti X3 OC,,INNO3D,N406T3-08D6X-171153L,0835168003248,,297 mm,2.0,1,0,1,3,0,0,2565 MHz,8 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4070 iChill X3,,INNO3D,C40703-126XX-186148H,0835168003132,,297 mm,3.0,0,0,1,3,0,0,2535 MHz,12 GB,21000 MHz,220 W, +INNO3D GeForce RTX 4070 Ti iChill X3,,INNO3D,C407T3-126XX-186148H,4895223102909,,334 mm,3.0,0,0,1,3,0,0,2670 MHz,12 GB,21000 MHz,750 W, +INNO3D GeForce RTX 4070 Ti X3,,INNO3D,N407T3-126X-186148N,4895223103074,,297 mm,2.0,0,0,1,3,0,0,2610 MHz,12 GB,21000 MHz,700 W, +INNO3D GeForce RTX 4070 Ti X3 OC,,INNO3D,N407T3-126XX-186148N,4895223102916,,297 mm,2.0,0,0,1,3,0,0,2640 MHz,12 GB,21000 MHz,700 W, +INNO3D GeForce RTX 4070 Twin X2,,INNO3D,N40702-126X-185252N,0835168003170,,250 mm,2.0,1,0,1,3,0,0,2475 MHz,12 GB,21000 MHz,200 W, +INNO3D GeForce RTX 4070 Twin X2 OC,,INNO3D,N40702-126XX-185252N,0835168003163,,250 mm,2.0,1,0,1,3,0,0,2505 MHz,12 GB,21000 MHz,200 W, +INNO3D GeForce RTX 4070 Twin X2 OC White,,INNO3D,N40702-126XX-185252W,0835168003156,,250 mm,2.0,1,0,1,3,0,0,2505 MHz,12 GB,21000 MHz,200 W, +INNO3D GeForce RTX 4070 X3 OC,,INNO3D,N40703-126XX-185252L,0835168003149,,297 mm,2.0,1,0,1,3,0,0,2505 MHz,12 GB,21000 MHz,200 W, +INNO3D GeForce RTX 4080 iChill Black,,INNO3D,C4080B-166XX-18700006,0835168002883,,280 mm,2.0,0,0,1,3,0,0,2565 MHz,16 GB,22400 MHz,320 W, +INNO3D GeForce RTX 4080 iChill Frostbite,,INNO3D,C4080-166XX-1870FB,0835168002890,,200 mm,2.0,0,0,1,3,0,0,2565 MHz,16 GB,22400 MHz,320 W, +INNO3D GeForce RTX 4080 iChill X3,,INNO3D,C40803-166XX-187049H,0835168002906,,334 mm,3.0,0,0,1,3,0,0,2565 MHz,16 GB,22400 MHz,320 W, +INNO3D GeForce RTX 4080 X3,,INNO3D,N40803-166X-187049N,0835168002975,,328 mm,3.0,0,0,1,3,0,0,2505 MHz,16 GB,22400 MHz,750 W, +INNO3D GeForce RTX 4090 iChill Frostbite Pro,,INNO3D,C4090-246X-1833FBP,0835168003590,,203 mm,1.0,0,0,1,3,0,0,2520 MHz,24 GB,21000 MHz,500 W, +INNO3D GeForce RTX 4090 iChill Frostbite Ultra,,INNO3D,C4090-246XX-1833FBU,0835168003583,,223 mm,1.5,0,0,1,3,0,0,2595 MHz,24 GB,21000 MHz,500 W, +INNO3D GeForce RTX 4090 X3 OC White,,INNO3D,N40903-246XX-18333259,0835168003200,,336 mm,3.0,0,0,1,3,0,0,2520 MHz,24 GB,21000 MHz,450 W, +INNO3D RTX 3070 iChill X3,,INNO3D,C30703-08D6X-1710VA38,0835168001602,,300 mm,3.0,2,0,1,3,0,0,1785 MHz,8 GB,14000 MHz,220 W, +INNO3D RTX 3070 iChill X4,,INNO3D,C30704-08D6X-1710VA35,0835168001596,,300 mm,3.0,2,0,1,3,0,0,1785 MHz,8 GB,14000 MHz,220 W, +Intel Arc A750 Limited Edition,,Intel,21P02J00BA,5032037235938,,267 mm,2.0,1,1,1,3,0,0,2050 MHz,8 GB,2000 MHz,225 W, +Intel Arc A770 Limited Edition,,Intel,21P01J00BA,5032037235914,,267 mm,2.0,1,1,1,3,0,0,2100 MHz,16 GB,2187 MHz,225 W, +MSI GeForce RTX 3050 Aero ITX,,MSI,V809-4045R,4719072943318,,172 mm,2.0,1,0,1,3,0,0,MHz,8 GB,4 MHz,130 W, +MSI GeForce RTX 3050 Aero ITX 8G OC,$232.2 USD,MSI,V809-4041R,4719072943301,,172 mm,2.0,1,0,1,3,0,0,1845 MHz,8 GB,4 MHz,130 W,https://www.amazon.ca/dp/B09R1PXJTZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3050 Gaming X,$250.47 USD,MSI,V397-421R,4719072935092,824142280850,278 mm,2.5,1,0,1,3,0,0,MHz,8 GB,4 MHz,130 W,https://www.amazon.ca/dp/B09QB28Y5M?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3050 Ventus 2X,,MSI,V397-435R,4719072939960,,235 mm,2.0,1,0,1,3,0,0,MHz,8 GB,4 MHz,130 W, +MSI GeForce RTX 3050 Ventus 2X 8G OC,$216.87 USD,MSI,V397-418R,4719072939953,824142281987,235 mm,2.0,1,0,1,3,0,0,MHz,8 GB,4 MHz,130 W,https://www.amazon.ca/dp/B09Q9SX3NY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3060 Gaming X,$380.81 USD,MSI,V397-019R,4719072796327,824142241417,276 mm,2.5,1,1,1,3,0,0,1837 MHz,12 GB,7500 MHz,170 W,https://www.amazon.ca/dp/B08WPJ5P4R?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3060 Gaming X Trio,,MSI,V390-081R,4719072793807,,323 mm,2.75,2,0,1,3,0,0,1875 MHz,12 GB,7500 MHz,170 W, +MSI GeForce RTX 3060 Gaming Z Trio 12G LHR,,MSI,V390-245R,4719072835019,824142253632,324 mm,2.75,2,0,1,3,0,0,1867 MHz,12 GB,15000 MHz,170 W, +MSI GeForce RTX 3060 Ti Gaming X 8G LHR,$507.76 USD,MSI,V397-231R,4719072850029,824142259276,278 mm,2.5,1,1,1,3,0,0,1770 MHz,8 GB,14000 MHz,220 W,https://www.amazon.ca/dp/B0995TBTLS?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3060 Ti Gaming X Trio,,MSI,V390-010R,4719072763145,,323 mm,2.5,2,0,1,3,0,0,1830 MHz,8 GB,14000 MHz,240 W, +MSI GeForce RTX 3060 Ti Gaming Z Trio 8G LHR,,MSI,V390-290R,4719072852054,824142259368,323 mm,2.5,2,0,1,3,0,0,1845 MHz,8 GB,14000 MHz,240 W, +MSI GeForce RTX 3060 Ti Ventus 2X 8G OCV1 LHR,$456.98 USD,MSI,V397-232R,4719072852061,824142259351,235 mm,2.0,2,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,200 W,https://www.amazon.ca/dp/B099N59B14?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3060 Ti Ventus 2X OC,,MSI,V390-009R,4719072763121,,232 mm,2.5,2,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,200 W, +MSI GeForce RTX 3060 Ti Ventus 3X 8G OC LHR,,MSI,V397-239R,4719072852047,,316 mm,2.0,1,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,200 W, +MSI GeForce RTX 3060 Ti Ventus 3X OC,,MSI,V397-001R,4719072763152,,316 mm,2.0,1,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,200 W, +MSI GeForce RTX 3060 Ventus 2X,$290.14 USD,MSI,V397-022R,4719072793814,824142240106,235 mm,2.0,1,0,1,3,0,0,1807 MHz,12 GB,7500 MHz,170 W,https://www.amazon.ca/dp/B08WPRMVWB?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3060 Ventus 3X OC,$290.14 USD,MSI,V397-031R,4719072793821,824142240113,316 mm,2.0,1,0,1,3,0,0,1807 MHz,12 GB,7500 MHz,170 W,https://www.amazon.ca/dp/B08WTFG5BX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3070 Gaming Trio Plus 8G LHR,,MSI,V390-403R,4719072860233,,323 mm,3.0,2,0,1,3,0,0,1770 MHz,8 GB,14000 MHz,220 W, +MSI GeForce RTX 3070 Gaming Z Trio 8G LHR,$680.69 USD,MSI,V390-264R,4719072850784,824142259283,323 mm,2.7,2,0,1,3,0,0,MHz,8 GB,14000 MHz,240 W,https://www.amazon.ca/dp/B097MYTZMW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3070 Suprim X 8G LHR,,MSI,V390-263R,4719072850777,824142259382,335 mm,3.0,2,0,1,3,0,0,1905 MHz,8 GB,14000 MHz,280 W, +MSI GeForce RTX 3070 Ti Gaming X Trio,$716.38 USD,MSI,V505-009R,4719072843120,824142255797,323 mm,2.75,2,0,1,3,0,0,1830 MHz,8 GB,19000 MHz,310 W,https://www.amazon.ca/dp/B096HJC18P?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3070 Ti Suprim X,,MSI,V505-008R,4719072843113,824142255780,335 mm,3.0,2,0,1,3,0,0,1875 MHz,8 GB,19000 MHz,310 W, +MSI GeForce RTX 3070 Ti Ventus 3X 8G LHR,,MSI,V505-024R,4719072852191,824142259801,323 mm,2.75,2,0,1,3,0,0,1800 MHz,8 GB,19000 MHz,310 W, +MSI GeForce RTX 3070 Ti Ventus 3X 8G OC LHR,$660.08 USD,MSI,V505-007R,4719072844028,824142256039,316 mm,2.75,2,0,1,3,0,0,1800 MHz,8 GB,19000 MHz,290 W,https://www.amazon.ca/dp/B096HQC9Y5?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3070 Ventus 2X 8G OC LHR,,MSI,V390-280R,4719072850760,,232 mm,2.5,2,0,1,3,0,0,MHz,8 GB,14000 MHz,220 W, +MSI GeForce RTX 3070 Ventus 3X 8G OC LHR,,MSI,V390-273R,4719072850791,,305 mm,2.5,2,0,1,3,0,0,MHz,8 GB,14000 MHz,220 W, +MSI GeForce RTX 3070 Ventus 3X Plus 8G OC LHR,$565.79 USD,MSI,V390-457R,4719072858926,824142261385,305 mm,2.5,2,0,1,3,0,0,MHz,8 GB,14000 MHz,220 W,https://www.amazon.ca/dp/B0B95JBBZ3?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3080 Gaming X Trio 1,,MSI,V389-005R,4719072762544,,323 mm,2.75,3,0,1,3,0,0,1815 MHz,10 GB,19000 MHz,320 W, +MSI GeForce RTX 3080 Gaming Z Trio 10G LHR,$761.64 USD,MSI,V389-203R,4719072852160,824142259436,323 mm,2.75,3,0,1,3,0,0,1830 MHz,10 GB,19000 MHz,370 W,https://www.amazon.ca/dp/B0995S7548?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3080 Suprim X 10G LHR,,MSI,V389-215R,4719072852184,824142259443,336 mm,3.0,3,0,1,3,0,0,1905 MHz,10 GB,19000 MHz,370 W, +MSI GeForce RTX 3080 Ti Gaming X Trio,$1301.48 USD,MSI,V389-058R,4719072824969,824142251188,324 mm,2.75,3,0,1,3,0,0,1770 MHz,12 GB,19000 MHz,350 W,https://www.amazon.ca/dp/B095VZ6F73?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3080 Ti Suprim X,,MSI,V389-057R,4719072813390,824142251195,336 mm,3.0,3,0,1,3,0,0,1845 MHz,12 GB,19000 MHz,350 W, +MSI GeForce RTX 3080 Ti Ventus 3X 12G LHR,,MSI,V389-208R,4719072852153,,305 mm,3.0,3,0,1,3,0,0,1665 MHz,12 GB,19000 MHz,350 W, +MSI GeForce RTX 3080 Ti Ventus 3X 12G OC,,MSI,V389-059R,4719072821364,824142249574,324 mm,2.75,2,0,1,3,0,0,1695 MHz,12 GB,19000 MHz,350 W, +MSI GeForce RTX 3080 Ventus 3X 10G OC,,MSI,V389-001R,4719072762520,,323 mm,2.75,2,0,1,3,0,0,1740 MHz,10 GB,19000 MHz,320 W, +MSI GeForce RTX 3080 Ventus 3X PLUS 10G LHR,,MSI,V389-280R,4719072882921,,305 mm,2.85,2,0,1,3,0,0,MHz,10 GB,19000 MHz,320 W, +MSI GeForce RTX 3080 Ventus 3X Plus 10G OC LHR,$810.24 USD,MSI,V389-263R,4719072874452,824142266687,305 mm,2.7,2,0,1,3,0,0,1740 MHz,10 GB,19000 MHz,320 W,https://www.amazon.ca/dp/B09FSWGS7L?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3090 Gaming X Trio 2,,MSI,V388-011R,4719072762506,,335 mm,2.75,3,0,1,3,0,0,MHz,24 GB,19500 MHz,350 W, +MSI GeForce RTX 3090 Suprim,,MSI,V388-053R,4719072798321,,336 mm,3.0,3,0,1,3,0,0,1860 MHz,24 GB,19500 MHz,420 W, +MSI GeForce RTX 3090 Suprim X,,MSI,V388-010R,4719072762490,824142229040,336 mm,3.0,3,0,1,3,0,0,1860 MHz,24 GB,19500 MHz,420 W, +MSI GeForce RTX 3090 Ti Black Trio,,MSI,V509-023,4719072968731,,325 mm,3.0,0,0,1,3,0,0,1860 MHz,24 GB,,450 W, +MSI GeForce RTX 3090 Ti Gaming X Trio,$1885.97 USD,MSI,V509-014R,4719072939977,824142281215,325 mm,3.5,0,0,1,3,0,0,MHz,24 GB,,450 W,https://www.amazon.ca/dp/B09R9G57GK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3090 Ti Suprim X,$1269.4 USD,MSI,V509-003R,4719072931599,824142280324,325 mm,3.5,0,0,1,3,0,0,1950 MHz,24 GB,,480 W,https://www.amazon.ca/dp/B09R9JPVK9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3090 Ventus 3X 24G OC,,MSI,V388-002R,4719072762476,,305 mm,2.75,2,0,1,3,0,0,MHz,24 GB,19500 MHz,350 W, +MSI GeForce RTX 4060 Gaming X,$304.64 USD,MSI,V516-003R,4711377115476,824142330296,247 mm,2.5,1,0,1,3,0,0,2595 MHz,8 GB,17000 MHz,115 W,https://www.amazon.ca/dp/B0C8T81QNN?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 4060 Ti Gaming X,$427.96 USD,MSI,V515-015R,4711377102544,824142325629,247 mm,2.0,1,0,1,3,0,0,2640 MHz,8 GB,18000 MHz,160 W,https://www.amazon.ca/dp/B0C5C5LR3J?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 4060 Ti Gaming X Trio,,MSI,V515-014R,4711377102537,,338 mm,2.5,1,0,1,3,0,0,2670 MHz,8 GB,18000 MHz,160 W, +MSI GeForce RTX 4060 Ti Ventus 2X Black 8G OC,$509.98 USD,MSI,V515-017R,4711377102582,,199 mm,2.5,1,0,1,3,0,0,2565 MHz,8 GB,18000 MHz,160 W,https://www.amazon.ca/dp/B0C4F7KX1B?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 4060 Ventus 2X Black 8G OC,,MSI,V516-004R,4711377115421,,199 mm,2.0,1,0,1,3,0,0,2490 MHz,8 GB,17000 MHz,115 W, +MSI GeForce RTX 4070 Gaming X Trio,,MSI,V513-059R,4711377087797,824142319987,338 mm,,0,0,1,3,0,0,2610 MHz,12 GB,21000 MHz,215 W, +MSI GeForce RTX 4070 Ti Gaming X Trio,,MSI,V513-004R,4711377027298,,337 mm,3.0,0,0,1,3,0,0,2760 MHz,12 GB,21000 MHz,750 W, +MSI GeForce RTX 4070 Ti Suprim X,,MSI,V513-005R,4711377027304,,338 mm,3.5,0,0,1,3,0,0,2790 MHz,12 GB,21000 MHz,750 W, +MSI GeForce RTX 4070 Ventus 3X 12G OC,$609.31 USD,MSI,V513-057R,4711377087810,824142319932,308 mm,2.25,1,0,1,3,0,0,2505 MHz,12 GB,21000 MHz,200 W,https://www.amazon.ca/dp/B0BZB6WJZJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 4080 Gaming X Trio,,MSI,V511-005R,4711377027229,,337 mm,3.0,0,0,1,3,0,0,MHz,16 GB,22400 MHz,320 W, +MSI GeForce RTX 4080 Suprim X,$1436.24 USD,MSI,V511-004R,4711377027205,824142306338,336 mm,3.5,0,0,1,3,0,0,MHz,16 GB,22400 MHz,320 W,https://www.amazon.ca/dp/B0BL5WWRTG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 4080 Ventus 3X OC,,MSI,V511-009R,4711377026352,,322 mm,3.0,0,0,1,3,0,0,2535 MHz,16 GB,22400 MHz,320 W, +MSI GeForce RTX 4090 Ventus 3X 24G OC,,MSI,V510-023R,4711377020213,,322 mm,3.0,0,0,1,3,0,0,2565 MHz,24 GB,21000 MHz,450 W, +MSI Radeon RX 6500 XT Mech 2X OC,$194.13 USD,MSI,V508-003R,4719072929985,824142279465,172 mm,2.0,0,1,1,1,0,0,2825 MHz,4 GB,,107 W,https://www.amazon.ca/dp/B09Q9CQ9PG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6600 Mech 2X,$290.14 USD,MSI,V502-035R,4719072882938,824142269091,235 mm,2.3,1,0,1,3,0,0,2491 MHz,8 GB,,132 W,https://www.amazon.ca/dp/B09HXLMG2L?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6600 XT Gaming X,,MSI,V502-003R,4719072861377,,277 mm,2.0,1,0,1,3,0,0,MHz,8 GB,16000 MHz,160 W, +MSI Radeon RX 6600 XT Mech 2X,$340.92 USD,MSI,V502-004R,4719072860837,824142261408,235 mm,2.0,1,0,1,3,0,0,MHz,8 GB,16000 MHz,160 W,https://www.amazon.ca/dp/B09BK8NCPB?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6650 XT Gaming X,$347.44 USD,MSI,V502-063R,4719072965433,824142290231,278 mm,2.5,1,0,3,1,0,0,2694 MHz,8 GB,,180 W,https://www.amazon.ca/dp/B09YHWCNCH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6650 XT Mech 2X 8G OC,$224.13 USD,MSI,V502-064R,4719072965440,824142290248,235 mm,2.5,1,0,3,1,0,0,2635 MHz,8 GB,,180 W,https://www.amazon.ca/dp/B09YHXT12P?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6700 XT Gaming X,$528.28 USD,MSI,V398-007R,4719072806637,824142245187,279 mm,3.0,2,0,1,3,0,0,MHz,12 GB,8000 MHz,230 W,https://www.amazon.ca/dp/B08Z72P3R9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6700 XT Mech 2X,$500.7 USD,MSI,V398-005R,4719072806620,824142245170,247 mm,2.5,2,0,1,3,0,0,2581 MHz,12 GB,,230 W,https://www.amazon.ca/dp/B08Z84S3K6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6700 XT Mech 2X OC,,MSI,V398-002R,4719072806613,824142245163,247 mm,2.5,2,0,1,3,0,0,2620 MHz,12 GB,8000 MHz,230 W, +MSI Radeon RX 6750 XT Gaming X Trio,$420.71 USD,MSI,V399-003R,4719072961510,824142288757,327 mm,2.7,2,0,1,3,0,0,2618 MHz,12 GB,,250 W,https://www.amazon.ca/dp/B09YHTMKL2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6750 XT Mech 2X 12G OC,$383.71 USD,MSI,V399-004R,4719072961527,824142288764,249 mm,2.7,2,0,1,3,0,0,2618 MHz,12 GB,,250 W,https://www.amazon.ca/dp/B09YHW8C7Z?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6800,,MSI,V803-897R,4719072779030,,267 mm,2.0,2,0,1,2,0,0,2105 MHz,16 GB,8000 MHz,250 W, +MSI Radeon RX 6800 Gaming X Trio,,MSI,V396-002R,4719072780753,,324 mm,2.75,2,0,1,1,0,0,2155 MHz,16 GB,,250 W, +MSI Radeon RX 6800 XT,,MSI,V803-896R,4719072779047,,268 mm,2.5,2,0,1,3,0,0,2250 MHz,16 GB,8000 MHz,300 W, +MSI Radeon RX 6800 XT Gaming Trio,,MSI,V395-001R,4719072803384,,324 mm,2.75,2,0,1,3,0,0,2250 MHz,16 GB,,300 W, +MSI Radeon RX 6800 XT Gaming Z Trio,$870.44 USD,MSI,V395-013R,4719072816186,824142248898,324 mm,2.75,3,0,1,3,0,0,2310 MHz,16 GB,,300 W,https://www.amazon.ca/dp/B09S596QVD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 6900 XT Gaming X Trio,,MSI,V395-007R,4719072792305,,324 mm,2.75,3,0,1,2,0,0,2340 MHz,16 GB,,300 W, +MSI Radeon RX 6900 XT Gaming Z Trio,,MSI,V395-019R,4719072843380,,324 mm,2.75,3,0,1,3,0,0,2425 MHz,16 GB,,300 W, +MSI Radeon RX 6950 XT Gaming X Trio,$926.53 USD,MSI,V395-042R,4719072964573,824142288870,325 mm,3.0,3,0,1,3,0,0,2454 MHz,16 GB,,340 W,https://www.amazon.ca/dp/B09YHXFD19?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 7600 Mech 2X Classic 8G OC,$253.14 USD,MSI,V502-094R,4711377102513,824142325810,235 mm,,1,0,1,3,0,0,2695 MHz,8 GB,18000 MHz,165 W,https://www.amazon.ca/dp/B0C5BNC4KR?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Palit GeForce RTX 3090 GamingPro OC,,Palit,NED3090S19SB-132BA,4710562242027,,294 mm,2.7,2,0,1,3,0,0,1725 MHz,24 GB,19500 MHz,350 W, +PNY GeForce RTX 3060 XLR8 Gaming Revel EPIC-X RGB,,PNY,VCG306012DFXPPB,0751492643113,,247 mm,2.0,1,0,1,3,0,0,1777 MHz,12 GB,7500 MHz,170 W, +PNY GeForce RTX 3060 XLR8 Gaming Revel EPIC-X RGB Single Fan,,PNY,VCG306012SFXPPB,0751492643953,,170 mm,2.0,1,0,1,3,0,0,1777 MHz,12 GB,7500 MHz,170 W, +PNY GeForce RTX 3080 XLR8 Gaming EPIC-X RGB,,PNY,VCG308010TFXPPB,0751492639567,,294 mm,2.5,2,0,1,3,0,0,1710 MHz,10 GB,19000 MHz,320 W, +PNY GeForce RTX 3090 XLR8 Gaming EPIC-X RGB,$1717.88 USD,PNY,VCG309024TFXPPB,0751492639543,,294 mm,2.75,2,0,1,3,0,0,MHz,24 GB,19500 MHz,350 W,https://www.amazon.ca/dp/B08HBQWBHH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PNY GeForce RTX 4080 XLR8 Gaming VERTO Edition,$1175.1 USD,PNY,VCG408016TFXXPB1,0751492756400,,332 mm,3.5,0,0,1,3,0,0,2505 MHz,16 GB,22400 MHz,320 W,https://www.amazon.ca/dp/B0BG95T5WD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PNY GeForce RTX 4080 XLR8 Gaming VERTO OC Edition,$1196.86 USD,PNY,VCG408016TFXXPB1-O,0751492761220,,332 mm,3.5,0,0,1,3,0,0,2550 MHz,16 GB,22400 MHz,320 W,https://www.amazon.ca/dp/B0BKGXLB13?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PNY GeForce RTX 4080 XLR8 Gaming VERTO Triple Fan Edition,$1232.25 USD,PNY,VCG408016TFXPB1,0751492761251,,336.9 mm,3.0,0,0,1,3,0,0,2505 MHz,16 GB,22400 MHz,320 W,https://www.amazon.ca/dp/B0BKGWJRFF?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PNY RTX 3070 Dual,,PNY,VCG30708DFMPB,0751492639833,,265 mm,3.0,2,0,1,3,0,0,1725 MHz,8 GB,14000 MHz,220 W, +PNY RTX 3070 XL8R Gaming Revel Epic-X RGB,,PNY,VCG30708TFXPPB,0751492639826,,294 mm,2.75,2,0,1,3,0,0,1725 MHz,8 GB,14000 MHz,220 W, +Sapphire GearBox 500 Grafikkartengehäuse - Thunderbolt 3 inkl. Pulse RX 6600 XT,,SAPPHIRE,34263-04-52G,4895106291713,,138 mm,2.0,1,0,1,3,0,0,2593 MHz,8 GB,,160 W, +Sapphire Nitro+ Radeon RX 6600 XT,,Sapphire,1309-01-20G,4895106290648,,240 mm,2.5,1,0,1,3,0,0,MHz,8 GB,16000 MHz,160 W, +Sapphire Nitro+ Radeon RX 6650 XT Gaming OC,,SAPPHIRE,11319-01-20G,4895106292581,,260 mm,3.0,1,0,1,3,0,0,2694 MHz,8 GB,,203 W, +Sapphire Nitro+ Radeon RX 6700 XT OC,,Sapphire,11306-01-20G,4895106290464,840777085776,311 mm,2.5,1,1,1,3,0,0,2622 MHz,12 GB,8000 MHz,260 W, +Sapphire Nitro+ Radeon RX 6750 XT Gaming OC,,SAPPHIRE,11318-01-20G,4895106292512,,310 mm,3.0,1,1,1,3,0,0,2623 MHz,12 GB,,273 W, +Sapphire Nitro+ Radeon RX 6800 OC,,SAPPHIRE,11305-01-20G,4895106289963,,310.5 mm,2.75,2,0,1,3,0,0,2190 MHz,16 GB,,250 W, +Sapphire Nitro+ Radeon RX 6800 XT OC SE,,SAPPHIRE,11304-01-20G,4895106289901,840777085219,310 mm,2.75,2,0,1,3,0,0,2360 MHz,16 GB,,350 W, +Sapphire Nitro+ Radeon RX 6900 XT OC,,Sapphire,11308-01-20G,4895106290167,,267 mm,2.5,2,0,1,3,0,0,2250 MHz,16 GB,8000 MHz,300 W, +Sapphire Nitro+ Radeon RX 6900 XT Special Edition,,SAPPHIRE,11308-03-20G,4895106290198,,310 mm,2.7,2,1,1,3,0,0,2365 MHz,16 GB,,340 W, +Sapphire Nitro+ Radeon RX 6950 XT Gaming OC,,SAPPHIRE,11317-02-20G,4895106292482,,320 mm,2.7,2,1,1,3,0,0,2324 MHz,16 GB,,391 W, +Sapphire Nitro+ Radeon RX 6950 XT Pure Gaming OC,,SAPPHIRE,11317-04-20G,4895106292628,,320 mm,3.5,2,1,1,3,0,0,2368 MHz,16 GB,,408 W, +Sapphire Nitro+ Radeon RX 7800 XT Gaming OC,,SAPPHIRE,11330-01-20G,4895106294332,,320 mm,3.0,2,0,2,2,0,0,2565 MHz,16 GB,19500 MHz,263 W, +Sapphire Pulse Radeon RX 6500 XT Gaming OC,$197.72 USD,SAPPHIRE,11314-01-20G,4895106292086,840777087398,194 mm,2.0,0,1,1,1,0,0,2825 MHz,4 GB,,107 W,https://www.amazon.ca/dp/B09PZJ2JNZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Pulse Radeon RX 6600 XT,,Sapphire,11309-03-20G,4895106291157,,240 mm,2.5,1,0,1,3,0,0,MHz,8 GB,16000 MHz,160 W, +Sapphire Pulse Radeon RX 6650 XT Gaming OC,,SAPPHIRE,11319-03-20G,4895106292437,,240 mm,2.0,1,0,1,3,0,0,2635 MHz,8 GB,,176 W, +Sapphire Pulse Radeon RX 6700,,SAPPHIRE,11321-02-20G,4895106292826,,260 mm,2.5,1,0,1,3,0,0,2495 MHz,10 GB,16000 MHz,220 W, +Sapphire Pulse Radeon RX 6700 XT,,Sapphire,11306-02-20G,4895106290488,,260 mm,2.5,1,1,1,3,0,0,2581 MHz,12 GB,8000 MHz,260 W, +Sapphire Pulse Radeon RX 6700 XT OC,,SAPPHIRE,11306-05-20G,4895106291317,,260 mm,2.2,1,1,1,3,0,0,2615 MHz,12 GB,,230 W, +Sapphire Pulse Radeon RX 6750 XT Gaming OC,,SAPPHIRE,11318-03-20G,4895106292550,,280 mm,2.7,1,1,1,3,0,0,2618 MHz,12 GB,,250 W, +Sapphire Pulse Radeon RX 6800 OC,,SAPPHIRE,11305-02-20G,4895106289987,,303 mm,2.5,2,0,1,3,0,0,2170 MHz,16 GB,,280 W, +Sapphire Pulse Radeon RX 6800 XT Gaming OC,,SAPPHIRE,11304-03-20G,4895106289949,,313 mm,2.5,2,0,1,3,0,0,2310 MHz,16 GB,,350 W, +Sapphire Pulse Radeon RX 7600 Gaming,$275.64 USD,SAPPHIRE,11324-01-20G,4895106293618,840777089019,240 mm,2.0,1,0,1,3,0,0,2754 MHz,8 GB,18000 MHz,165 W,https://www.amazon.ca/dp/B0C4WBW3XX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Pulse Radeon RX 7700 XT Gaming OC,,SAPPHIRE,11335-04-20G,4895106294288,,280 mm,2.5,2,0,2,2,0,0,2544 MHz,12 GB,18000 MHz,245 W, +Sapphire Pulse Radeon RX 7800 XT Gaming OC,,SAPPHIRE,11330-02-20G,4895106294349,,280 mm,2.5,2,0,2,2,0,0,2430 MHz,16 GB,19500 MHz,263 W, +Sapphire Radeon RX 6800,,Sapphire,21305-01-20G,4895106289857,,267 mm,2.0,2,0,1,2,0,0,2105 MHz,16 GB,8000 MHz,250 W, +Sapphire Toxic Radeon RX 6900 XT Air Cooled,,SAPPHIRE,11308-11-20G,4895106291287,,320 mm,3.0,2,1,1,3,0,0,2425 MHz,16 GB,,0 W, +Sapphire Toxic Radeon RX 6950 XT LE Gaming OC,,SAPPHIRE,11317-01-20G,4895106292406,,320 mm,3.5,2,1,1,3,0,0,2532 MHz,16 GB,,420 W, +ZOTAC GAMING GeForce RTX 3050 AMP!,,ZOTAC,ZT-A30500F-10M,4895173625107,,224.1 mm,2.0,1,0,1,3,0,0,1830 MHz,8 GB,4 MHz,130 W, +ZOTAC GAMING GeForce RTX 3050 Twin Edge,,ZOTAC,ZT-A30500E-10M,4895173625015,,224.1 mm,2.0,1,0,1,3,0,0,1777 MHz,8 GB,4 MHz,130 W, +ZOTAC GAMING GeForce RTX 3050 Twin Edge OC,,ZOTAC,ZT-A30500H-10M,4895173625022,,224.1 mm,2.0,1,0,1,3,0,0,1807 MHz,8 GB,4 MHz,130 W, +ZOTAC GAMING GeForce RTX 3060 AMP! White Edition,,ZOTAC,ZT-A30600F-10P,4895173622854,,232 mm,2.0,2,0,1,3,0,0,1837 MHz,12 GB,7500 MHz,170 W, +ZOTAC GAMING GeForce RTX 3060 Ti AMP! White Edition LHR,,ZOTAC,ZT-A30610F-10PLHR,4895173624216,,222.1 mm,2.0,1,0,1,3,0,0,1755 MHz,8 GB,14000 MHz,200 W, +ZOTAC GAMING GeForce RTX 3060 Ti Twin Edge,,ZOTAC,ZT-A30610E-10M,4895173622502,,223 mm,2.0,1,0,1,3,0,0,1665 MHz,8 GB,14000 MHz,200 W, +ZOTAC GAMING GeForce RTX 3060 Ti Twin Edge LHR,,ZOTAC,ZT-A30610E-10MLHR,4895173623455,,222.1 mm,2.0,1,0,1,3,0,0,1665 MHz,8 GB,14000 MHz,200 W, +ZOTAC GAMING GeForce RTX 3060 Ti Twin Edge OC,,ZOTAC,ZT-A30610H-10M,4895173622519,,223 mm,2.0,1,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,200 W, +ZOTAC GAMING GeForce RTX 3060 Ti Twin Edge OC LHR,,ZOTAC,ZT-A30610H-10MLHR,4895173623462,,222.1 mm,2.0,1,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,200 W, +ZOTAC GAMING GeForce RTX 3060 Twin Edge,,ZOTAC,ZT-A30600E-10M,4895173622823,810012082082,224.1 mm,2.0,1,0,1,3,0,0,1777 MHz,12 GB,15000 MHz,170 W, +ZOTAC GAMING GeForce RTX 3060 Twin Edge OC,$340.92 USD,ZOTAC,ZT-A30600H-10M,4895173622830,810012082099,225 mm,2.0,1,0,1,3,0,0,1807 MHz,12 GB,7500 MHz,170 W,https://www.amazon.ca/dp/B08W8DGK3X?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 3070 AMP! Holo LHR,,ZOTAC,ZT-A30700F-10PLHR,4895173623424,,291.2 mm,2.5,2,0,1,3,0,0,MHz,8 GB,14000 MHz,240 W, +ZOTAC GAMING GeForce RTX 3070 Ti AMP! Extreme Holo LHR,,ZOTAC,ZT-A30710B-10P,4895173624148,,352.9 mm,3.0,3,0,1,3,0,0,1890 MHz,8 GB,19000 MHz,310 W, +ZOTAC GAMING GeForce RTX 3070 Ti Trinity LHR,,ZOTAC,ZT-A30710D-10P,4895173623349,,317.6 mm,2.9,2,0,1,3,0,0,1770 MHz,8 GB,19000 MHz,290 W, +ZOTAC GAMING GeForce RTX 3070 Ti Trinity OC LHR,,ZOTAC,ZT-A30710J-10P,4895173623479,,318.5 mm,2.5,3,0,1,3,0,0,1800 MHz,8 GB,19000 MHz,290 W, +ZOTAC GAMING GeForce RTX 3070 Twin Edge LHR,,ZOTAC,ZT-A30700E-10PLHR,4895173623417,,231.9 mm,2.0,2,0,1,3,0,0,MHz,8 GB,14000 MHz,220 W, +ZOTAC GAMING GeForce RTX 3070 Twin Edge OC LHR,,ZOTAC,ZT-A30700H-10PLHR,4895173623431,,231.9 mm,2.0,2,0,1,3,0,0,MHz,8 GB,14000 MHz,220 W, +ZOTAC GAMING GeForce RTX 3070 Twin Edge OC LHR White Edition,,ZOTAC,ZT-A30700J-10PLHR,4895173623448,,231.9 mm,2.0,2,0,1,3,0,0,MHz,8 GB,14000 MHz,220 W, +ZOTAC GAMING GeForce RTX 3080 Ti AMP! Extreme Holo,,ZOTAC,ZT-A30810B-10P,4895173624131,,352.9 mm,3.0,3,0,1,3,0,0,1785 MHz,12 GB,19000 MHz,400 W, +ZOTAC GAMING GeForce RTX 3080 Ti AMP! Holo,,ZOTAC,ZT-A30810F-10P,4895173623196,,317.8 mm,3.5,2,0,1,3,0,0,1710 MHz,12 GB,19000 MHz,350 W, +ZOTAC GAMING GeForce RTX 3080 Trinity,,ZOTAC,ZT-A30800D-10P,4895173622403,,317.8 mm,2.5,2,0,1,3,0,0,1710 MHz,10 GB,19000 MHz,320 W, +ZOTAC GAMING GeForce RTX 3080 Trinity AMP! Holo LHR,,ZOTAC,ZT-A30800F-10PLHR,4895173623387,,317.8 mm,2.5,2,0,1,3,0,0,1770 MHz,10 GB,19000 MHz,340 W, +ZOTAC GAMING GeForce RTX 3080 Trinity LHR,,ZOTAC,ZT-A30800D-10PLHR,4895173623370,,317.8 mm,2.9,2,0,1,3,0,0,1710 MHz,10 GB,19000 MHz,320 W, +ZOTAC GAMING GeForce RTX 3080 Trinity OC LHR,,ZOTAC,ZT-A30800J-10PLHR,4895173623394,,317.8 mm,2.9,2,0,1,3,0,0,1725 MHz,10 GB,19000 MHz,320 W, +ZOTAC GAMING GeForce RTX 3090 AMP! Extreme Holo,,ZOTAC,ZT-A30900B-10P,4895173622441,,353 mm,3.0,3,0,1,3,0,0,1815 MHz,24 GB,19500 MHz,350 W, +ZOTAC GAMING GeForce RTX 3090 ArcticStorm,,ZOTAC,ZT-A30900Q-30P,4895173623257,,301 mm,2.0,3,0,1,3,0,0,1695 MHz,24 GB,19500 MHz,350 W, +ZOTAC GAMING GeForce RTX 3090 Ti AMP! Extreme Holo,,ZOTAC,ZT-A30910B-10P,4895173624957,,355.9 mm,3.5,0,0,1,3,0,0,1890 MHz,24 GB,,450 W, +ZOTAC GAMING GeForce RTX 3090 Trinity,,ZOTAC,ZT-A30900D-10P,4895173622427,,317.8 mm,2.5,2,0,1,3,0,0,MHz,24 GB,19500 MHz,350 W, +ZOTAC GAMING GeForce RTX 3090 Trinity OC,,ZOTAC,ZT-A30900J-10P,4895173622861,,317.8 mm,3.0,2,0,1,3,0,0,1710 MHz,24 GB,19500 MHz,350 W, +ZOTAC Gaming GeForce RTX 4060 OC SPIDER-MAN™ Across the Spider-Verse,,ZOTAC,ZT-D40600P-10SMP,4895173627170,,222.3 mm,2.0,1,0,1,3,0,0,2475 MHz,8 GB,17000 MHz,115 W, +ZOTAC Gaming GeForce RTX 4060 Solo,,ZOTAC,ZT-D40600G-10L,4895173627163,,163 mm,2.0,1,0,1,3,0,0,2460 MHz,8 GB,17000 MHz,115 W, +ZOTAC Gaming GeForce RTX 4060 Ti Twin Edge,,ZOTAC,ZT-D40610E-10M,4895173626944,,225.5 mm,2.2,1,0,1,3,0,0,2535 MHz,8 GB,18000 MHz,160 W, +ZOTAC Gaming GeForce RTX 4060 Ti Twin Edge OC,,ZOTAC,ZT-D40610H-10M,4895173626951,,225.5 mm,2.2,1,0,1,3,0,0,2550 MHz,8 GB,18000 MHz,500 W, +ZOTAC Gaming GeForce RTX 4060 Ti Twin Edge OC SPIDER-MAN™ Across the Spider-Verse,$413.46 USD,ZOTAC,ZT-D40610H-10SMP,4895173626982,,225.5 mm,2.2,1,0,1,3,0,0,2550 MHz,8 GB,18000 MHz,160 W,https://www.amazon.ca/dp/B0C5DV69X3?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC Gaming GeForce RTX 4060 Twin Edge OC White Edition,,ZOTAC,ZT-D40600Q-10M,4895173627187,,221.4 mm,2.0,1,0,1,3,0,0,2490 MHz,8 GB,17000 MHz,115 W, +ZOTAC Gaming GeForce RTX 4070 AMP! Airo,,ZOTAC,ZT-D40700F-10P,4895173626661,,307.7 mm,2.5,0,0,1,3,0,0,2535 MHz,12 GB,21000 MHz,215 W, +ZOTAC Gaming GeForce RTX 4070 Ti AMP Extreme Airo,,ZOTAC,ZT-D40710B-10P,4895173626395,,355.5 mm,3.5,0,0,1,3,0,0,2700 MHz,12 GB,21000 MHz,285 W, +ZOTAC Gaming GeForce RTX 4070 Ti Trinity,,ZOTAC,ZT-D40710D-10P,4895173626401,,306.8 mm,2.5,0,0,1,3,0,0,2610 MHz,12 GB,21000 MHz,285 W, +ZOTAC Gaming GeForce RTX 4070 Ti Trinity OC,,ZOTAC,ZT-D40710J-10P,4895173626418,,306.8 mm,2.5,0,0,1,3,0,0,2625 MHz,12 GB,21000 MHz,285 W, +ZOTAC Gaming GeForce RTX 4070 Trinity,,ZOTAC,ZT-D40700D-10P,4895173626647,,306.8 mm,2.5,0,0,1,3,0,0,2475 MHz,12 GB,21000 MHz,200 W, +ZOTAC Gaming GeForce RTX 4070 Twin Edge OC,,ZOTAC,ZT-D40700H-10M,4895173626678,,225.5 mm,2.2,1,0,1,3,0,0,2490 MHz,12 GB,21000 MHz,200 W, +ZOTAC Gaming GeForce RTX 4080 AMP! Extreme Airo,,ZOTAC,ZT-D40810B-10P,4895173626364,,355.5 mm,3.5,0,0,1,3,0,0,2565 MHz,16 GB,22400 MHz,320 W, +ZOTAC Gaming GeForce RTX 4080 Trinity,,ZOTAC,ZT-D40810D-10P,4895173626371,,356.1 mm,3.5,0,0,1,3,0,0,2505 MHz,16 GB,22400 MHz,320 W, +ZOTAC Gaming GeForce RTX 4080 Trinity OC,,ZOTAC,ZT-D40810J-10P,4895173626388,,356.1 mm,3.5,0,0,1,3,0,0,2520 MHz,16 GB,22400 MHz,320 W, +ZOTAC GAMING RTX 3070 Ti AMP! Holo,,ZOTAC,ZT-A30710F-10P,4895173623356,,317 mm,3.0,2,0,1,3,0,0,1830 MHz,8 GB,19000 MHz,320 W, +Zotac Gaming RTX 3070 Twin Edge,,ZOTAC,ZT-A30700E-10P,4895173622472,,232 mm,2.0,2,0,1,3,0,0,1725 MHz,8 GB,14000 MHz,220 W, +Zotac Gaming RTX 3070 Twin Edge OC,,ZOTAC,ZT-A30700H-10P,4895173622489,,232 mm,2.0,2,0,1,3,0,0,1755 MHz,8 GB,14000 MHz,220 W, +ZOTAC GeForce RTX 3080 Ti Trinity,,ZOTAC,ZT-A30810D-10P,4895173623189,,318 mm,3.25,2,0,1,3,0,0,1665 MHz,12 GB,19000 MHz,350 W, +ZOTAC GeForce RTX 3080 Ti Trinity OC,,ZOTAC,ZT-A30810J-10P,4895173623202,,319 mm,3.25,2,0,1,3,0,0,1695 MHz,12 GB,19000 MHz,350 W, +ASRock Arc A380 Challenger ITX,,ASRock,90-GA3KZZ-00UANF,4710483939365,,190 mm,2.0,1,0,1,3,0,0,2250 MHz,6 GB,1937 MHz,75 W, +ASRock Radeon RX 6950 XT Phantom Gaming OC,,ASRock,90-GA49ZZ-00UANF,4710483942730,,320 mm,2.8,3,0,1,3,0,0,2324 MHz,16 GB,18000 MHz,335 W, +ASRock Radeon VII,,ASRock,90-GA1100-00UANW,4717677338119,,280 mm,2.0,2,0,1,1,0,0,1750 MHz,16 GB,2000 MHz,300 W, +Asus AREZ PH RX 550 2G,$112.43 USD,ASUS,AREZ-PH-RX550-2G,0192876023402,192876023402,192 mm,2.0,0,0,1,1,1,0,1071 MHz,2 GB,6000 MHz,50 W,https://www.amazon.ca/ASUS-AREZ-PH-RX550-2G-GDDR5-Graphics-Cards/dp/B07DTYNYR1?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07DTYNYR1 +Asus CERBERUS GTX 1050 O2G,$154.5 USD,ASUS,CERBERUS-GTX1050-O2G,0889349927366,889349927366,203 mm,2.0,0,0,1,1,1,0,1544 MHz,2 GB,7008 MHz,75 W,https://www.amazon.ca/Geforce-Gaming-Graphics-Graphic-CERBERUS-GTX1050-O2G/dp/B079NYSHB4?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B079NYSHB4 +Asus CERBERUS GTX 1050TI O4G,$205.64 USD,ASUS,CERBERUS-GTX1050TI-O4G,0889349927298,889349927298,203 mm,2.0,0,0,1,1,1,0,1480 MHz,4 GB,7008 MHz,75 W,https://www.amazon.ca/Cerberus-GeForce%C2%AE-Gaming-Graphics-Cerberus-GTX1050Ti-O4G/dp/B079JSKCW3?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B079JSKCW3 +Asus DUAL GTX 1050 O2G,,ASUS,DUAL-GTX1050-O2G,0889349557983,889349557983,212 mm,2.0,0,0,1,1,1,0,1518 MHz,2 GB,7008 MHz,75 W, +Asus DUAL GTX 1060 O3G,$235.01 USD,ASUS,DUAL-GTX1060-O3G,0779184783312,889349487716,242 mm,2.1,0,1,2,2,1,0,1809 MHz,3 GB,8008 MHz,120 W,https://www.amazon.ca/ASUS-GeForce-Dual-Fan-Graphics-DUAL-GTX1060-O3G/dp/B01KMVHB6M?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KMVHB6M +Asus DUAL GTX 1060 O6G,$268.53 USD,ASUS,DUAL-GTX1060-O6G,0889349476086,889349476086,242 mm,2.1,0,1,2,2,1,0,1809 MHz,6 GB,8008 MHz,120 W,https://www.amazon.ca/GeForce-Dual-fan-Gaming-Graphics-DUAL-GTX1060-O6G/dp/B01JHQT1SE?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01JHQT1SE +Asus DUAL RX 580 O4G,$236.31 USD,ASUS,DUAL-RX580-O4G,0889349731666,889349731666,242 mm,1.0,1,0,2,2,1,0,1380 MHz,4 GB,7000 MHz,185 W,https://www.amazon.ca/dp/B071CMPRZZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Asus DUAL RX 580 O8G,$242.26 USD,ASUS,DUAL-RX580-O8G,0190198470690,889349735459,242 mm,1.0,1,0,2,2,1,0,1380 MHz,8 GB,MHz,185 W,https://www.amazon.ca/dp/B071L1VGQW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GT 1030,,ASUS,90YV0AT0-M0NA00,4712900743333,,173 mm,2.0,0,0,0,0,0,0,MHz,2 GB,4 MHz,30 W, +ASUS GeForce GT 1030 2G,,ASUS,90YV0AT2-M0NA00,4712900910223,,169 mm,1.0,0,0,0,0,0,0,MHz,2 GB,4 MHz,30 W, +ASUS GeForce GT 1030 Phoenix,,ASUS,90YV0AU0-M0NA00,4712900743449,,184 mm,2.0,0,0,1,0,1,0,MHz,2 GB,6008 MHz,30 W, +ASUS GeForce GT 730,,ASUS,90YV06N2-M0NA00,4716659990390,,165 mm,2.0,0,0,1,0,0,1,MHz,2 GB,,0 W, +ASUS GeForce GTX 1050 2G,,ASUS,90YV0AA0-M0NA00,4712900584615,,192 mm,2.0,0,0,0,0,0,0,1455 MHz,2 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 Expedition,,ASUS,90YV0A82-M0NA00,4712900578201,,212 mm,2.0,0,0,1,1,0,1,1455 MHz,2 GB,3504 MHz,75 W, +ASUS GeForce GTX 1050 Expedition O2G,,ASUS,90YV0A84-M0NA00,4712900597660,,212 mm,2.0,0,0,1,1,1,0,1455 MHz,2 GB,3504 MHz,75 W, +ASUS GeForce GTX 1050 STRIX 2G Gaming,,ASUS,90YV0AD1-M0NA00,4712900603712,,241 mm,2.0,0,1,0,0,0,0,1455 MHz,2 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 STRIX O2G Gaming,,ASUS,90YV0AD0-M0NA00,4712900603682,,241 mm,2.0,0,1,0,0,0,0,1556 MHz,2 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 Ti Cerberus,,ASUS,90YV0A74-M0NA00,4712900927290,,203 mm,2.0,0,0,1,1,1,0,1455 MHz,4 GB,7008 MHz,0 W, +ASUS GeForce GTX 1050 Ti DC2 O4G,,ASUS,90YV0A32-M0NA00,4712900803716,,235 mm,2.0,0,0,0,0,0,0,1353 MHz,4 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 Ti Expedition,,ASUS,90YV0A52-M0NA00,4712900558883,,212 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 Ti Expedition O4G,,ASUS,90YV0A54-M0NA00,4712900597387,,212 mm,2.0,0,0,0,0,0,0,1455 MHz,4 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 Ti PH,$188.59 USD,ASUS,90YV0A70-M0NA00,4712900570175,889349570173,212 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/dp/B01M360WG6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GTX 1050 Ti STRIX 4G Gaming,,ASUS,90YV0A31-M0NA00,4712900578171,,241 mm,2.0,0,1,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W, +ASUS GeForce GTX 1050 Ti STRIX O4G Gaming,$188.59 USD,ASUS,90YV0A30-M0NA00,4712900578126,,241 mm,2.0,0,1,0,0,0,0,1493 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/Geforce-1050Ti-Graphics-STRIX-GTX1050TI-O4G-GAMING-Graphic/dp/B01MG9AKKZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MG9AKKZ +ASUS GeForce GTX 1060 Dual 3G,,ASUS,90YV09X5-M0NA00,4712900494907,,242 mm,2.0,0,1,0,0,0,0,1708 MHz,3 GB,4 MHz,120 W, +ASUS GeForce GTX 1060 Dual O3G,,ASUS,90YV09X3-M0NA00,4712900487718,,242 mm,2.0,0,1,0,0,0,0,1785 MHz,3 GB,4 MHz,120 W, +ASUS GeForce GTX 1060 Dual O6G,,ASUS,90YV09X0-M0NA00,4712900476088,,242 mm,2.0,0,1,0,0,0,0,1785 MHz,6 GB,4 MHz,120 W, +ASUS GeForce GTX 1060 Expedition O6G,,ASUS,90YV0A28-M0NA00,4712900671353,,240 mm,2.0,0,1,0,0,0,0,1785 MHz,6 GB,4 MHz,120 W, +ASUS GeForce GTX 1060 O6G 9 Gbps,,ASUS,90YV0A65-M0NA00,4712900731743,,298 mm,2.0,0,1,2,2,1,0,1809 MHz,6 GB,MHz,120 W, +ASUS GeForce GTX 1060 STRIX 6G Gaming,,ASUS,90YV09Q1-M0NA00,4712900469363,,298 mm,2.0,1,0,0,0,0,0,"Boost Clock (Gaming-Mode): 1708 MHz +MHz",6 GB,4 MHz,120 W, +ASUS GeForce GTX 1060 STRIX O6G Gaming,,ASUS,90YV09Q0-M0NA00,4712900469349,,298 mm,2.0,1,0,0,0,0,0,1847 MHz,6 GB,4 MHz,120 W, +ASUS GeForce GTX 1060 Turbo 6G,,ASUS,90YV09R0-M0NA00,4712900476118,,266.7 mm,2.0,0,1,0,0,0,0,1706 MHz,6 GB,4 MHz,120 W, +ASUS GeForce GTX 1070 Dual 8G,,ASUS,90YV09T4-M0NA00,4712900484960,,240 mm,2.0,1,0,0,0,0,0,1721 MHz,8 GB,4 MHz,150 W, +ASUS GeForce GTX 1070 Dual O8G,$403.44 USD,ASUS,90YV09T1-M0NA00,4712900478716,889349478714,240 mm,2.0,1,0,0,0,0,0,1771 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/GeForce-Dual-fan-Gaming-Graphics-DUAL-GTX1070-8G/dp/B01JHQSZ5Y?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01JHQSZ5Y +ASUS GeForce GTX 1070 Expedition O8G,,ASUS,90YV09T6-M0NA00,4712900642865,,240 mm,2.0,1,0,0,0,0,0,MHz,8 GB,4 MHz,150 W, +ASUS GeForce GTX 1070 STRIX 8G Gaming,$580.29 USD,ASUS,90YV09N2-M0NA00,4712900455052,,298 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/ASUS-GeForce-Strix-Graphic-STRIX-GTX1070-8G-GAMING/dp/B01HMDRY7E?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01HMDRY7E +ASUS GeForce GTX 1070 STRIX O8G Gaming,,ASUS,90YV09N0-M0NA00,4712900441697,,298 mm,2.0,1,0,0,0,0,0,1835 MHz,8 GB,4 MHz,150 W, +ASUS GeForce GTX 1070 Ti Cerberus A8G,$541.21 USD,ASUS,90YV0BJ1-M0NA00,4712900910179,889349910177,270 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/Cerberus-GeForce%C2%AE-Advanced-Graphics-CERBERUS-GTX1070TI-A8G-GAMING/dp/B077XFDLQ1?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B077XFDLQ1 +ASUS GeForce GTX 1070 Ti STRIX 8G Gaming,,ASUS,90YV0BI1-M0NA00,4712900892376,,298 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +ASUS GeForce GTX 1070 Ti STRIX A8G Gaming,,ASUS,90YV0BI0-M0NA00,4712900892338,,298 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +ASUS GeForce GTX 1070 Ti Turbo 8G,,ASUS,90YV0BJ0-M0NA00,4712900892666,,266.7 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +ASUS GeForce GTX 1070 Turbo 8G,,ASUS,90YV09P0-M0NA00,4712900459623,,266.7 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,4 MHz,150 W, +ASUS GeForce GTX 1080 STRIX 8G Gaming,$543.48 USD,ASUS,90YV09M1-M0NM00,4712900442250,,298 mm,2.0,1,1,0,0,0,0,1733 MHz,8 GB,5 MHz,180 W,https://www.amazon.ca/ASUS-GeForce-STRIX-Graphics-STRIX-GTX1080-8G-GAMING/dp/B01GRRRW0A?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GRRRW0A +ASUS GeForce GTX 1080 STRIX A8G,,ASUS,90YV09M2-M0NM00,4712900479768,,298 mm,2.0,1,1,0,0,0,0,1809 MHz,8 GB,5 MHz,180 W, +ASUS GeForce GTX 1080 STRIX O8G 11 Gbps,,ASUS,90YV09M4-M0NM00,4712900727098,,298 mm,2.5,1,1,2,2,1,0,1835 MHz,8 GB,MHz,180 W, +ASUS GeForce GTX 1080 STRIX O8G Gaming,,ASUS,90YV09M0-M0NM00,4712900426960,,298 mm,2.0,1,1,2,2,1,0,1898 MHz,8 GB,5000 MHz,180 W, +ASUS GeForce GTX 1080 Ti Founders Edition,,ASUS,90YV0AP0-U0NM00,4712900699852,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +ASUS GeForce GTX 1080 Ti STRIX 11G Gaming,,ASUS,90YV0AM1-M0NM00,4712900718591,,298 mm,2.5,2,0,0,0,0,0,1582 MHz,11 GB,MHz,250 W, +ASUS GeForce GTX 1080 Ti STRIX O11G Gaming,,ASUS,90YV0AM0-M0NM00,4712900714555,,298 mm,2.5,2,0,0,0,0,0,1683 MHz,11 GB,MHz,250 W, +ASUS GeForce GTX 1080 Ti Turbo 11G,,ASUS,90YV0AN0-M0NM00,4712900715200,,266.7 mm,2.0,1,1,0,0,0,0,1582 MHz,11 GB,,250 W, +ASUS GeForce GTX 1080 Turbo 8G,,ASUS,90YV09S0-M0NA00,4712900426663,,266.7 mm,2.0,1,0,0,0,0,0,1733 MHz,8 GB,5 MHz,180 W, +ASUS GeForce GTX 1650,,ASUS,90YV0D30-M0NA00,4718017411301,,182 mm,2.75,0,0,1,1,1,0,1710 MHz,4 GB,8000 MHz,75 W, +"ASUS GeForce GTX 1650 Dual O4G, 4096 MB GDDR5",$203.82 USD,ASUS,90YV0CV2-M0NA00,4718017295734,,204 mm,2.0,0,0,1,1,1,0,1755 MHz,4 GB,8000 MHz,75 W,https://www.amazon.ca/dp/B07QKGDDJD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GTX 1650 Phoenix,,ASUS,90YV0EZ1-M0NA00,4718017808293,,178 mm,2.0,0,0,1,1,1,0,MHz,4 GB,12000 MHz,75 W, +"ASUS GeForce GTX 1650 Phoenix O4G, 4096 MB GDDR5",$187.86 USD,ASUS,90YV0CV0-M0NA00,4718017295772,,190 mm,2.0,0,0,1,1,1,0,1710 MHz,4 GB,8000 MHz,75 W,https://www.amazon.ca/dp/B07QJDT7GR?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +"ASUS GeForce GTX 1650 ROG STRIX A4G, 4096 MB GDDR5",,ASUS,90YV0CX0-M0NA00,4718017309615,,242 mm,2.0,0,0,1,1,0,0,1710 MHz,4 GB,8000 MHz,75 W, +"ASUS GeForce GTX 1650 ROG STRIX O4G, 4096 MB GDDR5",,ASUS,90YV0CX1-M0NA00,4718017310000,,242 mm,2.0,0,0,1,1,0,0,1860 MHz,4 GB,8000 MHz,75 W, +ASUS GeForce GTX 1650 Super,,ASUS,90YV0E40-M0NA00,4718017557658,,174 mm,2.0,0,1,1,1,1,0,1770 MHz,4 GB,12000 MHz,100 W, +ASUS GeForce GTX 1650 Super Advanced ROG Strix A,,ASUS,90YV0E11-M0NA00,4718017557610,,243 mm,2.5,0,1,2,2,0,0,1740 MHz,4 GB,12000 MHz,100 W, +ASUS GeForce GTX 1650 Super Phoenix,,ASUS,90YV0E41-M0NA00,4718017557580,,174 mm,2.0,0,1,1,1,1,0,1725 MHz,4 GB,12000 MHz,100 W, +ASUS GeForce GTX 1650 Super ROG Strix,,ASUS,90YV0E10-M0NA00,4718017557559,,243 mm,2.5,0,1,2,2,0,0,1785 MHz,4 GB,12002 MHz,100 W, +ASUS GeForce GTX 1650 Super TUF,,ASUS,90YV0E43-M0NA00,4718017556712,,206 mm,2.5,0,1,1,1,1,0,1725 MHz,4 GB,12000 MHz,100 W, +ASUS GeForce GTX 1650 Super TUF O4G Gaming,,ASUS,90YV0E42-M0NA00,4718017556699,,206 mm,2.5,0,1,1,1,1,0,1770 MHz,4 GB,12000 MHz,100 W, +ASUS GeForce GTX 1650 TUF,,ASUS,90YV0EZ2-M0NA00,4718017806824,,206 mm,2.3,0,1,1,1,1,0,1755 MHz,4 GB,12000 MHz,75 W, +ASUS GeForce GTX 1650 TUF 4GD,,ASUS,90YV0EH1-M0NA00,4718017696210,,204.5 mm,2.5,0,0,1,1,1,0,1590 MHz,4 GB,12000 MHz,75 W, +ASUS GeForce GTX 1650 TUF O4GD,,ASUS,90YV0EH0-M0NA00,4718017695893,,204.5 mm,2.5,0,0,1,1,1,0,1650 MHz,4 GB,12000 MHz,75 W, +ASUS GeForce GTX 1660 Dual 6G Evo,,ASUS,90YV0D14-M0NA00,4718017359696,,242 mm,2.75,1,0,1,1,1,0,1845 MHz,6 GB,8000 MHz,120 W, +ASUS GeForce GTX 1660 Dual O6G Evo,,ASUS,90YV0D11-M0NA00,4718017357050,,242 mm,2.75,1,0,1,1,1,0,1845 MHz,6 GB,8000 MHz,120 W, +ASUS GeForce GTX 1660 Phoenix,,ASUS,90YV0CU0-M0NA00,4718017274883,,174 mm,2.0,1,0,1,1,1,0,MHz,6 GB,8000 MHz,120 W, +ASUS GeForce GTX 1660 Super Dual O6G Evo,$255.84 USD,ASUS,90YV0DS3-M0NA00,4718017504744,,242 mm,2.75,1,0,1,1,1,0,MHz,6 GB,14002 MHz,125 W,https://www.amazon.ca/dp/B07ZHWQ81N?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GTX 1660 Super Mini,,ASUS,90YV0DT4-M0NA00,4718017608756,,197 mm,2.0,1,0,1,1,1,0,1860 MHz,6 GB,14000 MHz,120 W, +ASUS GeForce GTX 1660 Super Phoenix,$285.78 USD,ASUS,90YV0DT0-M0NA00,4718017505291,,174 mm,2.0,1,0,1,1,1,0,MHz,6 GB,14002 MHz,125 W,https://www.amazon.ca/dp/B07ZGXG8GM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GTX 1660 Super ROG Strix,,ASUS,90YV0DW0-M0NA00,4718017557726,,243 mm,2.5,1,0,2,2,0,0,1875 MHz,6 GB,14002 MHz,125 W, +ASUS GeForce GTX 1660 Super ROG Strix A,,ASUS,90YV0DW1-M0NA00,4718017557818,,243 mm,2.5,1,0,2,2,0,0,1875 MHz,6 GB,14002 MHz,125 W, +ASUS GeForce GTX 1660 Super TUF,,ASUS,90YV0DS0-M0NA00,4718017503846,,264 mm,2.75,1,0,1,1,1,0,MHz,6 GB,14002 MHz,125 W, +ASUS GeForce GTX 1660 Super TUF O6G Gaming,$289.41 USD,ASUS,90YV0DT2-MTNA00,4718017551618,192876551615,206 mm,2.5,1,0,1,1,1,0,1815 MHz,6 GB,14002 MHz,125 W,https://www.amazon.ca/dp/B081SPGMBD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GTX 1660 Ti Dual O6G,$299.08 USD,ASUS,90YV0CT2-M0NA00,4718017258142,192876258149,215 mm,2.5,1,0,1,1,1,0,1800 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/dp/B07NHC49R4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce GTX 1660 Ti Phoenix O6G,,ASUS,90YV0CT0-M0NA00,4718017257909,,174 mm,2.0,1,0,1,1,1,0,1785 MHz,6 GB,12000 MHz,120 W, +ASUS GeForce GTX 1660 Ti ROG STRIX O6G,,ASUS,90YV0CQ0-M0NA00,4718017266376,,301 mm,2.5,1,0,1,1,0,0,1860 MHz,6 GB,12000 MHz,120 W, +ASUS GeForce GTX 1660 Ti TUF 6G Evo,,ASUS,90YV0CT8-M0NA00,4711081315803,195553315807,206 mm,2.0,1,0,2,1,1,0,1800 MHz,6 GB,12000 MHz,130 W, +ASUS GeForce GTX 1660 Ti TUF O6G Evo,,ASUS,90YV0CT7-M0NA00,4711081320227,,206 mm,2.0,1,0,2,1,0,0,1845 MHz,6 GB,12000 MHz,130 W, +ASUS GeForce GTX 1660 TUF,,ASUS,90YV0CU2-M0NA00,4718017289757,,205 mm,3.0,1,0,1,1,1,0,MHz,6 GB,8000 MHz,120 W, +ASUS GeForce GTX 1660 TUF X3,,ASUS,90YV0D15-M0NA00,4718017378406,,264 mm,2.75,1,0,1,1,1,0,1860 MHz,6 GB,8000 MHz,120 W, +ASUS GeForce GTX 1660 TUF X3 A,,ASUS,90YV0D16-M0NA00,4718017389662,,264 mm,2.75,1,0,1,1,1,0,1800 MHz,6 GB,8000 MHz,120 W, +Asus GeForce GTX 660 Ti,,ASUS,TI-DC2O-2GD5,7123290431286,,272 mm,2.0,0,2,1,1,1,1,1046 MHz,2 GB,6008 MHz,150 W, +ASUS GeForce GTX 750 Ti STRIX OC,,ASUS,90YV06W0-M0NA00,4716659824183,,196 mm,2.0,0,0,1,1,0,1,1202 MHz,2 GB,2700 MHz,60 W, +ASUS GeForce RTX 2060 Dual 6G EVO,,ASUS,90YV0CH4-M0NA00,4718017273930,,242 mm,2.75,1,0,2,1,1,0,1680 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 Dual A6G,,ASUS,90YV0CM2-M0NA00,4718017220538,,270 mm,2.0,1,0,2,1,1,0,1710 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 Dual A6G EVO,,ASUS,90YV0CH3-M0NA00,4718017273732,,242 mm,2.5,1,0,2,1,1,0,1695 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 Dual Mini,,ASUS,90YV0CJ5-M0NA00,4718017604482,192876604489,197 mm,2.0,1,0,1,1,1,0,1755 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 Dual O6G EVO,$224.13 USD,ASUS,90YV0CH2-M0NA00,4718017273831,192876273838,242 mm,2.5,1,0,2,1,1,0,1755 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B07R18TH1X?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce RTX 2060 Phoenix 6G,,ASUS,90YV0CJ0-M0NA00,4718017252706,,177 mm,2.0,1,0,2,1,1,0,1680 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 ROG STRIX 6G,,ASUS,90YV0CI2-M0NA00,4718017216678,,300 mm,3.0,1,1,2,2,0,0,1680 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 ROG Strix 6G Evo,,ASUS,90YV0D22-M0NA00,4718017372725,,302 mm,2.5,1,0,2,2,0,0,7000 MHz,6 GB,14000 MHz,500 W, +ASUS GeForce RTX 2060 ROG STRIX A6G,,ASUS,90YV0CI1-M0NA00,4718017216630,,300 mm,3.0,1,1,2,2,0,0,1710 MHz,6 GB,14000 MHz,190 W, +ASUS GeForce RTX 2060 ROG Strix A6G Evo,,ASUS,90YV0D21-M0NA00,4718017372688,,302 mm,2.5,1,0,2,2,0,0,7000 MHz,6 GB,14000 MHz,500 W, +ASUS GeForce RTX 2060 ROG STRIX O6G,,ASUS,90YV0CI0-M0NA00,4718017216616,,300 mm,3.0,1,1,2,2,0,0,1860 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 ROG Strix O6G Evo,,ASUS,90YV0D20-M0NA00,4718017372640,,302 mm,2.5,1,0,2,2,0,0,7000 MHz,6 GB,14000 MHz,500 W, +ASUS GeForce RTX 2060 Super 8G Evo V,,ASUS,90YV0DZ2-M0NA00,4718017553094,,242 mm,2.5,1,0,1,1,1,0,1650 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super Dual 8G EVO,,ASUS,90YV0DF2-M0NA00,4718017420471,,267 mm,2.75,1,0,1,1,1,0,1650 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super Dual A8G EVO,,ASUS,90YV0DF3-M0NA00,4718017420518,,267 mm,2.75,1,0,1,1,1,0,1665 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super Dual A8G EVO V,,ASUS,90YV0DZ1-M0NA00,4718017553148,,242 mm,2.5,1,0,2,2,1,0,1665 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super Dual O8G EVO,,ASUS,90YV0DF0-M0NA00,4718017418959,,267 mm,2.75,1,0,1,1,1,0,1695 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super Dual O8G EVO V,,ASUS,90YV0DZ0-M0NA00,4718017553049,,300.5 mm,2.5,1,0,2,2,1,0,1695 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super ROG Strix 8G EVO,,ASUS,90YV0DQ2-M0NA00,4718017495042,,300.5 mm,2.5,1,1,2,2,0,0,1650 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super ROG Strix 8G Gaming,,ASUS,90YV0DG2-M0NA00,4718017422673,,301 mm,2.5,1,1,1,1,0,0,1650 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super ROG Strix A8G EVO,,ASUS,90YV0DQ1-M0NA00,4718017494939,,300.5 mm,2.5,1,1,2,2,0,0,1680 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super ROG Strix A8G Gaming,,ASUS,90YV0DG1-M0NA00,4718017422703,,301 mm,2.5,1,1,1,1,0,0,1680 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super ROG Strix O8G EVO,,ASUS,90YV0DQ0-M0NA00,4718017494908,,300.5 mm,2.5,1,0,2,2,0,0,1830 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super ROG Strix O8G Gaming,,ASUS,90YV0DG0-M0NA00,4718017418416,192876418413,301 mm,2.75,1,1,1,1,0,0,1830 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 Super Turbo 8G EVO,,ASUS,90YV0DF1-M0NA00,4718017419666,,268 mm,2.0,1,0,2,2,0,0,1650 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2060 TUF,,ASUS,90YV0CJ2-M0NA00,4718017262521,,204 mm,2.0,1,0,2,1,1,0,1710 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2060 Turbo 6G,,ASUS,90YV0CM0-M0NA00,4718017221337,,268 mm,2.0,1,0,2,2,0,0,1680 MHz,6 GB,14000 MHz,160 W, +ASUS GeForce RTX 2070 Dual 8G EVO,,ASUS,90YV0CN0-M0NA00,4718017253642,,267 mm,2.75,1,0,2,2,1,0,1620 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Dual 8G Evo V,,ASUS,90YV0E51-M0NA00,4718017566650,,242 mm,2.5,1,0,2,1,1,0,1650 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Dual A8G,,ASUS,90YV0C85-M0NA00,4718017142625,,268 mm,3.0,1,1,1,3,0,0,1635 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Dual A8G EVO,,ASUS,90YV0CN2-M0NA00,4718017253499,,267 mm,2.75,1,0,2,2,1,0,1635 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Dual O8G,,ASUS,90YV0C82-M0NA00,4718017138901,,268 mm,3.0,1,1,1,3,0,0,1620 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Dual O8G Evo V,,ASUS,90YV0E50-M0NA00,4718017566629,,242 mm,2.5,1,0,2,1,1,0,1710 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Mini Dual,,ASUS,90YV0EC0-M0NA00,4718017586382,,197 mm,2.0,1,0,1,1,1,0,1680 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 ROG STRIX A8G,,ASUS,90YV0C91-M0NA00,4718017141376,,300.5 mm,5.0,1,1,1,3,0,0,1620 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 ROG STRIX O8G,,ASUS,90YV0C90-M0NA00,4718017138956,192876138953,300.5 mm,5.0,1,1,2,2,0,0,1845 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2070 Super Dual 8G Evo,,ASUS,90YV0DK3-M0NA00,4718017421416,,267 mm,2.75,1,1,1,1,0,0,1770 MHz,8 GB,14000 MHz,260 W, +ASUS GeForce RTX 2070 Super Dual A8G Evo,,ASUS,90YV0DK2-M0NA00,4718017421485,,267 mm,2.75,1,1,1,1,0,0,1785 MHz,8 GB,14000 MHz,260 W, +ASUS GeForce RTX 2070 Super Dual O8G Evo,$507.76 USD,ASUS,90YV0DK0-M0NA00,4718017421331,192876421338,267 mm,2.75,1,1,1,1,0,0,1815 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07TYWQ1SW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce RTX 2070 Super ROG Strix 8G Gaming,,ASUS,90YV0DI2-M0NA00,4718017420976,,299.7 mm,2.75,2,0,1,1,0,0,1770 MHz,8 GB,14000 MHz,260 W, +ASUS GeForce RTX 2070 Super ROG Strix A8G Gaming,$602.05 USD,ASUS,90YV0DI1-M0NA00,4718017421195,,305 mm,2.75,2,0,1,1,0,0,1800 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07TXRW3HX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GeForce RTX 2070 Super ROG Strix O8G Gaming,,ASUS,90YV0DI0-M0NA00,4718017421133,,305 mm,2.75,2,0,1,1,0,0,1905 MHz,8 GB,14000 MHz,260 W, +ASUS GeForce RTX 2070 Super Turbo 8G EVO,,ASUS,90YV0DK1-M0NA00,4718017432771,,268 mm,2.0,1,1,1,3,0,0,1770 MHz,8 GB,14000 MHz,260 W, +ASUS GeForce RTX 2070 Turbo 8G,,ASUS,90YV0C80-M0NA00,4718017139052,,268 mm,2.0,1,1,1,2,0,0,1815 MHz,8 GB,14000 MHz,175 W, +ASUS GeForce RTX 2080 Dual O8G,,ASUS,90YV0C30-M0NM00,4718017135818,,240 mm,2.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W, +ASUS GeForce RTX 2080 ROG STRIX O8G Gaming,,ASUS,90YV0C60-M0NM00,4718017135832,,298 mm,2.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W, +ASUS GeForce RTX 2080 Super Dual 8G Evo,,ASUS,90YV0DJ2-M0NM00,4718017435260,,267 mm,2.75,1,1,1,3,0,0,1815 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super Dual 8G Evo V,,ASUS,90YV0DP2-M0NM00,4718017521413,,267 mm,2.75,2,0,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super Dual O8G Evo,,ASUS,90YV0DJ0-M0NM00,4718017435000,,267 mm,2.75,1,1,1,3,0,0,1830 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super Dual O8G Evo V,,ASUS,90YV0DP1-M0NM00,4718017521307,,267 mm,2.75,2,0,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super ROG Strix 8G Gaming,,ASUS,90YV0DH2-M0NM00,4718017435314,,300 mm,2.75,2,0,2,2,0,0,1815 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super ROG Strix A8G Gaming,,ASUS,90YV0DH1-M0NM00,4718017434959,,300 mm,2.75,2,0,2,2,0,0,1830 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super ROG Strix O8G Gaming,,ASUS,90YV0DH0-M0NM00,4718017435185,,299.7 mm,2.75,2,0,2,2,0,0,1860 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super ROG Strix O8G White Edition,,ASUS,90YV0DH3-M0NM00,4718017622684,,305 mm,2.75,2,0,2,2,0,0,1860 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Super Turbo 8G Evo,,ASUS,90YV0DP0-M0NM00,4718017514743,,268 mm,2.0,2,0,1,3,0,0,1815 MHz,8 GB,15500 MHz,250 W, +ASUS GeForce RTX 2080 Ti Dual 1,,ASUS,90YV0C43-M0NM00,4718017151030,,268 mm,3.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,285 W, +ASUS GeForce RTX 2080 Ti Dual A1,,ASUS,90YV0C42-M0NM00,4718017138789,,268 mm,3.0,2,0,1,3,0,0,1575 MHz,11 GB,14000 MHz,250 W, +ASUS GeForce RTX 2080 Ti Dual O1,,ASUS,90YV0C41-M0NM00,4718017133005,,240 mm,2.0,2,0,1,3,0,0,1635 MHz,11 GB,14000 MHz,285 W, +ASUS GeForce RTX 2080 Ti ROG Strix 1,,ASUS,90YV0CC2-M0NM00,4718017149563,,304.7 mm,3.0,2,0,2,2,0,0,1545 MHz,11 GB,14000 MHz,250 W, +ASUS GeForce RTX 2080 Ti ROG Strix A1,,ASUS,90YV0CC1-M0NM00,4718017149532,,300 mm,3.0,2,0,2,2,0,0,1575 MHz,11 GB,14000 MHz,285 W, +ASUS GeForce RTX 2080 Ti ROG Strix O1,,ASUS,90YV0CC0-M0NM00,4718017136570,192876136577,300 mm,3.0,2,0,2,2,0,0,1665 MHz,11 GB,14000 MHz,250 W, +ASUS GeForce RTX 2080 Ti ROG Strix O11G White Edition,,ASUS,90YV0DY3-M0NM00,4718017562881,,305 mm,2.75,2,0,2,2,0,0,1740 MHz,11 GB,14800 MHz,285 W, +ASUS GeForce RTX 2080 Ti Turbo 1,,ASUS,90YV0C40-M0NM00,4718017135061,,269 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,285 W, +ASUS GeForce RTX 3060 Ti Dual Mini V2 8G LHR,,ASUS,90YV0FT3-M0NA00,4711081322917,,200 mm,2.0,1,0,1,3,0,0,1665 MHz,8 GB,14000 MHz,225 W, +ASUS GeForce RTX 3060 Ti TUF,,ASUS,90YV0IL0-M0NA00,4711081963882,,302 mm,2.7,2,0,2,3,0,0,1785 MHz,8 GB,19000 MHz,200 W, +ASUS GeForce RTX 3080 ROG Strix,,ASUS,90YV0FAC-M0NM00,4711081558071,,318.5 mm,2.9,3,0,2,3,0,0,MHz,12 GB,19000 MHz,350 W, +ASUS GeForce RTX 3080 TUF,,ASUS,90YV0FB8-M0NM00,4711081558002,195553558006,299.9 mm,2.7,2,0,2,3,0,0,MHz,12 GB,19000 MHz,350 W, +ASUS GeForce RTX 4060 Ti Dual,,ASUS,90YV0JH0-M0NA00,4711387275290,,227.2 mm,2.5,1,0,1,3,0,0,2595 MHz,16 GB,18000 MHz,160 W, +ASUS GeForce RTX 4060 Ti Dual A,,ASUS,90YV0JH7-M0NA00,4711387306185,,227.2 mm,2.5,1,0,1,3,0,0,2580 MHz,16 GB,18000 MHz,160 W, +ASUS GeForce RTX 4060 Ti ProArt,,ASUS,90YV0JH2-M0NA00,4711387275504,,300 mm,2.5,1,0,1,3,0,0,2685 MHz,16 GB,18000 MHz,160 W, +ASUS GeForce RTX 4060 Ti ProArt A,,ASUS,90YV0JH6-M0NA00,4711387305966,,300 mm,2.5,1,0,1,3,0,0,2580 MHz,16 GB,18000 MHz,160 W, +ASUS GeForce RTX 4060 Ti Strix,,ASUS,90YV0JI0-M0NA00,4711387277362,,311.4 mm,3.1,1,0,1,3,0,0,2745 MHz,16 GB,18000 MHz,160 W, +ASUS GeForce RTX 4060 Ti Strix A,,ASUS,90YV0JI2-M0NA00,4711387305249,,311.4 mm,3.1,1,0,1,3,0,0,2580 MHz,16 GB,18000 MHz,160 W, +Asus GT1030 2G CSM,$93.8 USD,ASUS,GT1030-2G-CSM,0889349750964,192876399323,173 mm,1.0,0,0,1,0,1,0,1506 MHz,2 GB,6008 MHz,30 W,https://www.amazon.ca/dp/B0716ZH99K?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS GTX 650 Ti Boost DirectCU II OC,,ASUS,GTX650TIB-DC2OC-2GD5,0168141644290,,259 mm,2.0,0,1,1,1,1,1,1084 MHz,2 GB,6008 MHz,134 W, +ASUS GTX 760 DirectCU II OC,,ASUS,GTX760-DC2OC-2GD5,4716659537458,,218 mm,2.0,1,0,1,1,1,1,1071 MHz,2 GB,6008 MHz,170 W, +Asus PH GT1030 O2G,$94.29 USD,ASUS,PH-GT1030-O2G,0889349743447,889349743447,184 mm,,0,0,1,0,1,0,1531 MHz,2 GB,6008 MHz,30 W,https://www.amazon.ca/dp/B071JV26GH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Asus PH GTX 1050 2G,$157.37 USD,ASUS,PH-GTX1050-2G,0889349584613,889349584613,192 mm,2.0,0,0,1,1,1,0,1455 MHz,2 GB,7008 MHz,75 W,https://www.amazon.ca/Geforce-Phoenix-Graphics-PH-GTX1050-2G-Graphic/dp/B01M5K4G60?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01M5K4G60 +Asus PH GTX 1050TI 4G,$158.76 USD,ASUS,PH-GTX1050TI-4G,4058829428709,889349570173,192 mm,2.0,0,0,1,1,1,0,1392 MHz,4 GB,7008 MHz,75 W,https://www.amazon.ca/dp/B01M360WG6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Asus PH GTX 1060 3G,$236.86 USD,ASUS,PH-GTX1060-3G,0889349723197,889349723197,183 mm,2.0,0,1,2,2,1,0,1708 MHz,3 GB,8008 MHz,120 W,https://www.amazon.ca/PH-GTX1060-3G-GeForce-Phoenix-Ready-Graphics/dp/B072172ZDK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B072172ZDK +Asus PH GTX 1060 6G,$307.86 USD,ASUS,PH-GTX1060-6G,0889349981689,889349981689,72 mm,2.0,0,0,2,1,1,0,1708 MHz,6 GB,8008 MHz,120 W,https://www.amazon.ca/dp/B07BHV41RX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Asus PH RX 550 4G M7,$138.94 USD,ASUS,PH-RX550-4G-M7,0889349963289,889349963289,192 mm,2.0,0,0,1,1,1,0,1071 MHz,4 GB,7000 MHz,50 W,https://www.amazon.ca/ASUS-PH-RX550-4G-M7-889349963289-Graphic-Cards/dp/B07BBBWNG4?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07BBBWNG4 +Asus R7250 1GD5 V2,$95.87 USD,ASUS,R7250-1GD5-V2,0889349316832,889349316832,168 mm,1.0,0,0,1,1,1,0,925 MHz,1 GB,1125 MHz,0 W,https://www.amazon.ca/Radeon-128-Bit-DisplayPort-Graphics-R7250-1GD5-V2/dp/B01CSDZP60?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01CSDZP60 +Asus R9 270 DirectCU II,,ASUS,R9270-DC2-2GD5,0012303196090,,234 mm,2.0,0,1,1,1,1,1,925 MHz,2 GB,5600 MHz,150 W, +Asus R9 270X DirectCU II,,ASUS,R9270X-DC2T-2GD5,4716659602354,,271 mm,2.0,0,2,1,1,1,1,1050 MHz,2 GB,5600 MHz,180 W, +ASUS Radeon RX 460 Dual O2G,,ASUS,90YV09L2-M0NA00,4712900481099,,204 mm,2.0,0,0,0,0,0,0,1244 MHz,2 GB,,75 W, +ASUS Radeon RX 460 STRIX O4G Gaming,,ASUS,90YV09L3-M0NA00,4712900481068,,194 mm,2.0,0,1,1,1,1,0,1256 MHz,4 GB,3500 MHz,75 W, +ASUS Radeon RX 480 Dual O4G,,ASUS,90YV09I0-M0NA00,4712900504057,,242 mm,2.0,1,0,2,2,1,0,MHz,4 GB,3500 MHz,150 W, +ASUS Radeon RX 550 4G,,ASUS,90YV0AG0-M0NA00,4712900703528,,182 mm,2.0,0,0,0,0,0,0,MHz,4 GB,,50 W, +ASUS Radeon RX 5500 XT Dual O8G Evo,,ASUS,90YV0DV1-M0NA00,4718017578059,,280 mm,3.0,1,0,1,3,0,0,1865 MHz,8 GB,,130 W, +ASUS Radeon RX 5500 XT ROG Strix,,ASUS,90YV0DU0-M0NA00,4718017578608,,280 mm,3.0,1,0,1,3,0,0,1865 MHz,8 GB,,130 W, +ASUS Radeon RX 560 2G,,ASUS,90YV0AH3-M0NA00,4712900705089,,220 mm,2.0,0,1,0,0,0,0,1176 MHz,2 GB,,80 W, +ASUS Radeon RX 560 4G EVO,,ASUS,90YV0AH9-M0NA00,4712900874662,,220 mm,2.0,0,0,0,0,0,0,MHz,4 GB,,80 W, +ASUS Radeon RX 560 O2G,,ASUS,90YV0AH2-M0NA00,4712900703535,,220 mm,2.0,0,1,0,0,0,0,1210 MHz,2 GB,,80 W, +ASUS Radeon RX 560 O4G EVO,,ASUS,90YV0AH8-M0NA00,4712900874846,,220 mm,2.0,0,0,0,0,0,0,MHz,4 GB,,80 W, +ASUS Radeon RX 560 STRIX 4G Gaming,,ASUS,90YV0AH1-M0NA00,4712900703436,,194 mm,2.0,0,1,0,0,0,0,MHz,4 GB,,80 W, +ASUS Radeon RX 560 STRIX O4G Gaming,,ASUS,90YV0AH0-M0NA00,4712900703399,,194 mm,2.0,0,1,1,1,1,0,MHz,4 GB,3500 MHz,80 W, +ASUS Radeon RX 5600 XT ROG Strix,,ASUS,90YV0EB0-M0NA00,4718017610490,,303.7 mm,2.75,1,1,1,3,0,0,1640 MHz,6 GB,,160 W, +ASUS Radeon RX 5600 XT TUF O6G Evo,,ASUS,90YV0EA0-M0NA00,4718017610988,,282.6 mm,2.75,1,1,1,3,0,0,1640 MHz,6 GB,,160 W, +ASUS Radeon RX 570 Expedition 4G,,ASUS,90YV0AI1-M0NA00,4712900703481,,240 mm,2.0,1,0,0,0,0,0,1244 MHz,4 GB,,120 W, +ASUS Radeon RX 570 Expedition O4G,,ASUS,90YV0AI0-M0NA00,4712900703504,,240 mm,2.0,1,0,0,0,0,0,1256 MHz,4 GB,,120 W, +ASUS Radeon RX 570 STRIX 4G Gaming,,ASUS,90YV0AJ1-M0NA00,4712900710274,,240 mm,2.0,1,0,0,0,0,0,1244 MHz,4 GB,,120 W, +ASUS Radeon RX 570 STRIX O4G Gaming,,ASUS,90YV0AJ0-M0NA00,4712900710113,,240 mm,2.0,1,0,0,0,0,0,1300 MHz,4 GB,,120 W, +ASUS Radeon RX 5700,,ASUS,90YV0D70-U0NA00,4718017414838,,270 mm,2.0,1,1,1,3,0,0,1725 MHz,8 GB,,180 W, +ASUS Radeon RX 5700 Dual O8G Evo,,ASUS,90YV0DC1-M0NA00,4718017475426,,271 mm,2.75,1,1,1,3,0,0,1750 MHz,8 GB,,180 W, +ASUS Radeon RX 5700 ROG Strix,,ASUS,90YV0DD0-M0NA00,4718017450904,,305 mm,2.75,1,1,1,3,0,0,1750 MHz,8 GB,,180 W, +ASUS Radeon RX 5700 TUF,,ASUS,90YV0DC0-M0NA00,4718017451451,,269 mm,2.5,1,1,1,3,0,0,1750 MHz,8 GB,,180 W, +ASUS Radeon RX 5700 XT,,ASUS,90YV0D80-U0NA00,4718017414784,,270 mm,2.0,1,1,1,3,0,0,1905 MHz,8 GB,,225 W, +ASUS Radeon RX 5700 XT Dual OC Evo,,ASUS,90YV0DA2-M0NA00,4718017747479,,283 mm,2.75,1,1,1,3,0,0,1980 MHz,8 GB,,225 W, +ASUS Radeon RX 5700 XT ROG Strix,,ASUS,90YV0D90-M0NA00,4718017450980,,305 mm,2.75,2,0,1,3,0,0,2035 MHz,8 GB,,225 W, +ASUS Radeon RX 5700 XT TUF,$455.53 USD,ASUS,90YV0DA0-M0NA00,4718017451697,192876451694,269 mm,2.5,1,1,1,3,0,0,1980 MHz,8 GB,,225 W,https://www.amazon.ca/dp/B07XV8Z9JM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS Radeon RX 580 Dual O4G,,ASUS,90YV0AQ0-M0NA00,4712900731668,,242 mm,2.0,1,0,2,2,1,0,1360 MHz,4 GB,7000 MHz,185 W, +ASUS Radeon RX 580 Dual O8G,,ASUS,90YV0AQ1-M0NA00,4712900735451,,242 mm,2.0,1,0,2,2,1,0,1360 MHz,8 GB,8000 MHz,185 W, +ASUS Radeon RX 580 STRIX 8G Gaming,,ASUS,90YV0AK2-M0NA00,4712900724493,,298 mm,2.5,1,0,2,2,1,0,MHz,8 GB,8000 MHz,185 W, +ASUS Radeon RX 580 STRIX O8G Gaming,$201.65 USD,ASUS,90YV0AK0-M0NA00,4712900696295,889349696293,298 mm,2.5,1,0,2,2,1,0,1380 MHz,8 GB,8000 MHz,185 W,https://www.amazon.ca/dp/B071D8YQJD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ASUS Radeon RX 580 STRIX T8G Gaming,,ASUS,90YV0AK1-M0NA00,4712900709100,,298 mm,2.5,1,0,2,2,1,0,1431 MHz,8 GB,8000 MHz,185 W, +ASUS Radeon RX 590 ROG STRIX 8G Gaming,,ASUS,90YV0CF0-M0NA00,4718017186049,,298 mm,2.0,1,0,2,2,1,0,1565 MHz,8 GB,8000 MHz,225 W, +ASUS Radeon RX 6400 Dual,,ASUS,90YV0H90-M0NA00,4711081592075,195553592079,201 mm,2.0,0,0,1,1,0,0,2321 MHz,4 GB,,53 W, +ASUS Radeon RX 6400 Phoenix,,ASUS,90YV0H91-M0NA00,4711081602392,,196 mm,2.0,0,0,1,1,0,0,2321 MHz,4 GB,,53 W, +ASUS Radeon RX 7600 Dual O8G V2,,ASUS,90YV0IH2-M0NA00,4711387228937,,205 mm,2.5,1,0,1,3,0,0,MHz,8 GB,18000 MHz,165 W, +ASUS Radeon RX 7900 XT TUF,,ASUS,90YV0IV1-M0NA00,4711387020043,,352.9 mm,3.6,3,0,1,3,0,0,MHz,20 GB,20000 MHz,320 W, +ASUS Radeon RX 7900 XTX TUF,,ASUS,90YV0IG0-M0NA00,4711387020067,,352.9 mm,3.6,3,0,1,3,0,0,MHz,24 GB,20000 MHz,355 W, +ASUS Radeon RX Vega 56 STRIX O8G Gaming,,ASUS,90YV0B50-M0NA00,4712900909289,,298 mm,2.5,2,0,2,2,1,0,1573 MHz,8 GB,,250 W, +ASUS Radeon VII,,ASUS,90YV0CY0-U0NA00,4718017266390,,280 mm,2.0,2,0,1,1,0,0,1750 MHz,16 GB,2000 MHz,300 W, +ASUS ROG Matrix GTX 780 Ti Platinum,,ASUS,MATRIX-GTX780TI-P-3GD5,4716659710165,,287 mm,2.0,2,0,1,1,1,1,1072 MHz,3 GB,7012 MHz,250 W, +Asus ROG POSEIDON GTX 1080TI P11G GAMING,,ASUS,ROG-POSEIDON-GTX1080TI-P11G-GAMING,0889349748268,889349748268,298 mm,2.5,2,0,2,2,1,0,1733 MHz,11 GB,11100 MHz,250 W, +Asus ROG STRIX GTX 1050TI 4G GAMING,$224.42 USD,ASUS,ROG STRIX-GTX1050TI-4G-GAMING,0889349578179,889349578179,241 mm,2.0,0,1,1,1,2,0,1430 MHz,4 GB,7008 MHz,75 W,https://www.amazon.ca/Geforce-Gaming-Graphics-STRIX-GTX1050TI-4G-GAMING-Graphic/dp/B01N753HWS?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N753HWS +Asus ROG STRIX GTX 1050TI O4G GAMING,$188.59 USD,ASUS,ROG STRIX-GTX1050TI-O4G-GAMING,0889349578124,889349578124,241 mm,2.0,0,1,1,1,2,0,1506 MHz,4 GB,7008 MHz,75 W,https://www.amazon.ca/Geforce-1050Ti-Graphics-STRIX-GTX1050TI-O4G-GAMING-Graphic/dp/B01MG9AKKZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MG9AKKZ +Asus ROG STRIX GTX 1060 6G GAMING,$331.03 USD,ASUS,ROG STRIX-GTX1060-6G-GAMING,0889349469361,889349469361,298 mm,2.0,1,0,2,2,1,0,1746 MHz,6 GB,8008 MHz,120 W,https://www.amazon.ca/dp/B01IPVSG4C?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Asus ROG STRIX GTX 1060 O6G GAMING,$288.61 USD,ASUS,ROG STRIX-GTX1060-O6G-GAMING,0889349469347,889349469347,298 mm,2.0,1,0,2,2,1,0,1873 MHz,6 GB,8208 MHz,120 W,https://www.amazon.ca/GeForce-STRIX-Ready-Graphic-STRIX-GTX1060-O6G-GAMING/dp/B01IPVSN1S?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IPVSN1S +Asus ROG STRIX GTX 1070 8G GAMING,,ASUS,ROG STRIX-GTX1070-8G-GAMING,7104757786040,889349441695,298 mm,2.0,1,0,2,2,1,0,1721 MHz,8 GB,8008 MHz,150 W, +Asus ROG STRIX GTX 1070TI 8G GAMING,$529.52 USD,ASUS,ROG-STRIX-GTX1070TI-8G-GAMING,0190017147772,889349892374,298 mm,2.5,1,0,2,2,1,0,1721 MHz,8 GB,8008 MHz,180 W,https://www.amazon.ca/GeForce%C2%AE-Advanced-Gaming-Graphics-ROG-STRIX-GTX1070TI-A8G-GAMING/dp/B076RCTXGX?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076RCTXGX +Asus ROG STRIX GTX 1080 8G GAMING,$513.97 USD,ASUS,ROG STRIX-GTX1080-8G-GAMING,0889349442234,780746167464,298 mm,2.0,1,1,2,2,1,0,1771 MHz,8 GB,10010 MHz,180 W,https://www.amazon.ca/ASUS-GeForce-STRIX-Graphics-STRIX-GTX1080-8G-GAMING/dp/B01GRRRW0A?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GRRRW0A +Asus ROG STRIX GTX 1080 A8G 11GBPS,,ASUS,ROG-STRIX-GTX1080-A8G-11GBPS,0889349743539,889349743539,298 mm,2.5,1,1,2,2,1,0,1822 MHz,8 GB,11100 MHz,180 W, +Asus ROG STRIX GTX 1080 A8G GAMING,,ASUS,ROG STRIX-GTX1080-A8G-GAMING,0889349479742,889349479742,298 mm,2.0,1,1,2,2,1,0,1835 MHz,8 GB,10010 MHz,180 W, +Asus ROG STRIX GTX 1080TI 11G GAMING,$774.69 USD,ASUS,ROG-STRIX-GTX1080TI-11G-GAMING,0889349718575,889349718575,298 mm,2.5,2,0,2,2,1,0,1632 MHz,11 GB,11100 MHz,250 W,https://www.amazon.ca/Strix-GeForce-Gaming-Graphics-ROG-STRIX-GTX1080TI-11G-GAMING/dp/B06XY25VTC?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XY25VTC +Asus ROG STRIX GTX 1080TI O11G GAMING,$994.98 USD,ASUS,ROG-STRIX-GTX1080TI-O11G-GAMING,0889349714539,889349714539,298 mm,2.5,2,0,2,2,1,0,1708 MHz,11 GB,11100 MHz,250 W,https://www.amazon.ca/ROG-STRIX-GTX1080TI-O11G-GAMING-GeForce-DisplayPort-Overclocked-Graphics/dp/B06XXZBPHZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XXZBPHZ +Asus ROG STRIX RX 560 O4G EVO GAMING,$151.4 USD,ASUS,ROG-STRIX-RX560-O4G-EVO-GAMING,0889349874844,889349874592,194 mm,2.0,0,0,1,1,1,0,1197 MHz,4 GB,6000 MHz,90 W,https://www.amazon.ca/ASUS-Radeon-GDDR5-Graphics-RX560-O4G-EVO/dp/B076FL47B7?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076FL47B7 +Asus ROG STRIX RX 580 8G GAMING,$256.28 USD,ASUS,ROG-STRIX-RX580-8G-GAMING,0649558419836,889349724491,298 mm,2.5,1,0,2,2,1,0,1360 MHz,8 GB,MHz,185 W,https://www.amazon.ca/ASUS-ROG-STRIX-RX580-O8G-GAMINGOC-GDDR5-Ready-Graphics/dp/B071D8YQJD?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071D8YQJD +Asus RX 550 2G,,ASUS,RX550-2G,0889349703557,889349703557,182 mm,2.0,0,0,1,1,1,0,1183 MHz,2 GB,7000 MHz,50 W, +Asus RX 560 4G,$147.17 USD,ASUS,RX560-4G,0889349703434,889349703434,115 mm,2.0,0,0,1,1,1,0,1176 MHz,4 GB,7000 MHz,90 W,https://www.amazon.ca/Strix-Radeon-Gaming-Graphics-ROG-STRIX-RX560-4G-GAMING/dp/B0716ZH99H?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0716ZH99H +Asus RX 560 O2G,,ASUS,RX560-O2G,0889349703533,889349703533,115 mm,2.0,0,0,1,1,1,0,1187 MHz,2 GB,7000 MHz,90 W, +Asus RX 560 O4G,$159.58 USD,ASUS,RX560-O4G,0889349703397,889349703397,115 mm,2.0,0,0,1,1,1,0,1210 MHz,4 GB,7000 MHz,90 W,https://www.amazon.ca/Strix-Radeon-Gaming-Graphics-ROG-STRIX-RX560-O4G-GAMING/dp/B0719L1DYQ?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0719L1DYQ +Asus Strix Geforce GTX 960,,ASUS,STRIX-GTX960-DC2OC-2GD5,0801947307975,,216 mm,2.0,0,1,1,3,1,0,1317 MHz,2 GB,7200 MHz,150 W, +Asus Strix Geforce GTX 970,,ASUS,STRIX-GTX970-DC2OC-4GD5,4056572714551,,280 mm,2.0,1,0,1,1,1,1,1253 MHz,3.5 GB,7010 MHz,225 W, +Asus Strix Geforce GTX 980,,ASUS,STRIX-GTX980-DC2OC-4GD5,4056572596126,,289 mm,2.0,1,1,1,3,1,0,1304 MHz,4 GB,7010 MHz,300 W, +Asus Strix R9 380X,,ASUS,STRIX-R9380X-4G-GAMING,4712900248388,,273 mm,2.0,0,2,1,1,1,1,990 MHz,4 GB,5700 MHz,227 W, +Asus Strix R9 390X,,ASUS,STRIX-R9390X-DC3OC-8GD5-GAMING,0807035642904,,300 mm,2.0,1,1,1,3,1,0,1070 MHz,8 GB,6000 MHz,300 W, +Asus Strix RX 470,,ASUS,FBA_STRIX-RX470-O4G-GAMING,4712900491289,,242 mm,2.0,0,1,1,1,2,0,1270 MHz,4 GB,6600 MHz,120 W, +ASUS TUF Gaming GeForce GTX 1660 Ti Evo Top Edition,,ASUS,90YV0CT9-M0NA00,4711081419716,,206 mm,2.3,1,0,1,1,1,0,1815 MHz,6 GB,12000 MHz,120 W, +Asus TURBO GTX 1060 6G,$306.78 USD,ASUS,TURBO-GTX1060-6G,0889349476116,889349476116,2667 mm,2.0,0,1,2,2,1,0,1708 MHz,6 GB,8008 MHz,120 W,https://www.amazon.ca/Geforce-Turbo-Auto-Extreme-Graphics-TURBO-GTX1060-6G/dp/B01K1JTCZS?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01K1JTCZS +Asus TURBO GTX 1070 8G,$384.44 USD,ASUS,TURBO-GTX1070-8G,4058621158866,889349459621,2667 mm,2.0,1,0,2,2,1,0,1683 MHz,8 GB,8008 MHz,150 W,https://www.amazon.ca/GeForce-Turbo-Ready-Graphic-TURBO-GTX1070-8G/dp/B01IPVTHL8?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IPVTHL8 +Asus TURBO GTX 1070TI 8G,$362.68 USD,ASUS,TURBO-GTX1070TI-8G,0889349892664,889349892664,2667 mm,2.0,1,0,2,2,1,0,1721 MHz,8 GB,8008 MHz,180 W,https://www.amazon.ca/GeForce-GDDR5-Turbo-Graphics-TURBO-GTX1070TI-8G/dp/B077547NV8?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B077547NV8 +Asus TURBO GTX 1080 8G,$577.46 USD,ASUS,TURBO-GTX1080-8G,7104753014253,889349426661,2667 mm,2.0,1,0,2,2,1,0,1733 MHz,8 GB,10010 MHz,180 W,https://www.amazon.ca/ASUS-GeForce-Turbo-Graphic-TURBO-GTX1080-8G/dp/B01HDUVJ2M?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01HDUVJ2M +Asus TURBO GTX 1080TI 11G,$776.12 USD,ASUS,TURBO-GTX1080TI-11G,0889349715185,889349715185,2667 mm,2.0,1,1,2,2,0,0,1582 MHz,11 GB,11010 MHz,250 W,https://www.amazon.ca/GeForce-Gaming-DisplayPort-Graphics-TURBO-GTX1080TI-11G/dp/B06Y31FYWY?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y31FYWY +Club 3D GeForce GTS 450,,Club 3D,CGNX-TS45024ZI,8717249409427,,160 mm,2.0,0,1,1,0,1,1,700 MHz,1 GB,1200 MHz,106 W, +Club 3D R9 280 royalKing,,Club 3D,CGAX-R9287O,5054533594265,,265 mm,2.0,1,1,1,2,1,0,1100 MHz,3 GB,6000 MHz,250 W, +Club 3D R9 285 royalQueen,,Club 3D,CGAX-R92856,5054629500347,,225 mm,2.0,0,2,1,1,1,1,945 MHz,2 GB,5500 MHz,190 W, +EVGA GeForce GT 1030 SC,$109.82 USD,EVGA,02G-P4-6332-KR,4250812420237,843368048297,144.8 mm,,0,0,0,0,0,MPN,1544 MHz,2 GB,4 MHz,30 W,https://www.amazon.ca/dp/B073VPKV26?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1050 FTW Gaming ACX 3.0,$167.81 USD,EVGA,02G-P4-6157-KR,4250812416636,,266.7 mm,2.0,0,1,0,0,0,MPN,1556 MHz,2 GB,4 MHz,75 W,https://www.amazon.ca/EVGA-02G-P4-6157-KR-GeForce-Graphic-Support/dp/B01N0O56HJ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N0O56HJ +EVGA GeForce GTX 1050 Gaming,,EVGA,02G-P4-5150-KR,4250812419446,,182 mm,2.0,0,0,0,0,0,MPN,1455 MHz,2 GB,4 MHz,75 W, +EVGA GeForce GTX 1050 SC Gaming,$145.47 USD,EVGA,02G-P4-6152-KR,4250812416650,,144.7 mm,2.0,0,0,0,0,0,MPN,1531 MHz,2 GB,4 MHz,75 W,https://www.amazon.ca/EVGA-GeForce-GAMING-Support-02G-P4-6152-KR/dp/B01M64G435?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01M64G435 +EVGA GeForce GTX 1050 SSC Gaming ACX 3.0,,EVGA,02G-P4-6154-KR,4250812416643,,228.6 mm,2.0,0,0,0,0,0,MPN,1544 MHz,2 GB,5 MHz,75 W, +EVGA GeForce GTX 1050 Ti FTW Gaming,$203.1 USD,EVGA,04G-P4-6258-KR,4250812416438,843368044138,256.54 mm,2.0,0,1,0,0,0,MPN,1493 MHz,4 GB,5 MHz,75 W,https://www.amazon.ca/EVGA-04G-P4-6258-KR-GeForce-Graphic-Support/dp/B01NBHXR8A?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01NBHXR8A +EVGA GeForce GTX 1050 Ti Gaming ACX 2.0,$220.51 USD,EVGA,04G-P4-6251-KR,4250812416629,,145 mm,2.0,0,0,0,0,0,MPN,1392 MHz,4 GB,5 MHz,75 W,https://www.amazon.ca/EVGA-GeForce-GAMING-Support-04G-P4-6251-KR/dp/B01MEFABEL?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MEFABEL +EVGA GeForce GTX 1050 Ti SC Gaming ACX 2.0,$214.38 USD,EVGA,04G-P4-6253-KR,4250812416612,,145 mm,2.0,0,0,0,0,0,MPN,1468 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/EVGA-GeForce-GAMING-Support-04G-P4-6253-KR/dp/B01MF7EQJZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MF7EQJZ +EVGA GeForce GTX 1050 Ti SSC Gaming ACX 3.0,$220.95 USD,EVGA,04G-P4-6255-KR,4250812416605,,228.6 mm,2.0,0,0,0,0,0,MPN,1480 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/EVGA-GeForce-GAMING-Support-04G-P4-6255-KR/dp/B01M5BQRIO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01M5BQRIO +EVGA GeForce GTX 1060,$272.02 USD,EVGA,06G-P4-5161-KR,4250812415349,,266.7 mm,2.0,0,1,0,0,0,MPN,1706 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-Geforce-Graphics-Graphic-06G-P4-5161-KR/dp/B01LWVKHIM?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LWVKHIM +EVGA GeForce GTX 1060 FTW Gaming,$293.77 USD,EVGA,06G-P4-6268-KR,4250812415400,,266.7 mm,2.0,1,0,0,0,0,MPN,1847 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-06G-P4-6268-KR/dp/B01LSLRQQA?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LSLRQQA +EVGA GeForce GTX 1060 FTW+ Gaming ACX 3.0,$257.5 USD,EVGA,03G-P4-6367-KR,4250812416353,,266.7 mm,2.0,1,0,0,0,0,MPN,1860 MHz,3 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-03G-P4-6367-KR/dp/B01KU2CIKM?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KU2CIKM +EVGA GeForce GTX 1060 FTW+ Gaming ACX 3.0,$309.0 USD,EVGA,06G-P4-6368-KR,4250812416339,,279.4 mm,2.0,1,0,0,0,0,MPN,1860 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-06G-P4-6368-KR/dp/B01LSLRTFI?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LSLRTFI +EVGA GeForce GTX 1060 FTW2+ Gaming,,EVGA,06G-P4-6768-KR,4250812417947,,266.7 mm,2.0,1,0,0,0,0,MPN,1860 MHz,6 GB,4 MHz,120 W, +EVGA GeForce GTX 1060 Gaming,$254.35 USD,EVGA,03G-P4-5160-KR,4250812415318,,266.7 mm,2.0,0,1,0,0,0,MPN,1706 MHz,3 GB,4 MHz,120 W,https://www.amazon.ca/Evga-Geforce-1060-Gddr5-03G-P4-5160-Kr/dp/B01MXXN00X?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MXXN00X +EVGA GeForce GTX 1060 Gaming,$294.26 USD,EVGA,06G-P4-6161-KR,4250812415387,,172.8 mm,2.0,0,1,0,0,0,MPN,1708 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-06G-P4-6161-KR/dp/B01IPVSGEC?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IPVSGEC +EVGA GeForce GTX 1060 Gaming ACX 2.0,$238.82 USD,EVGA,03G-P4-6160-KR,4250812415363,843368043025,172.8 mm,2.0,0,1,0,0,0,MPN,1708 MHz,3 GB,4 MHz,120 W,https://www.amazon.ca/dp/B01KUADE3O?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1060 Gaming ACX 3.0,$325.69 USD,EVGA,06G-P4-6262-KR,4250812415417,,266.7 mm,2.0,1,0,0,0,0,MPN,1708 MHz,6 GB,,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-06G-P4-6262-KR/dp/B01LZ3VNG0?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LZ3VNG0 +EVGA GeForce GTX 1060 SC Gaming,$215.48 USD,EVGA,03G-P4-6162-KR,4250812415356,843368043018,172.8 mm,2.0,0,1,0,0,0,MPN,1835 MHz,3 GB,4 MHz,120 W,https://www.amazon.ca/dp/B01KU2CIIY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1060 SC Gaming,$254.64 USD,EVGA,06G-P4-6163-KR,4250812415370,,172.8 mm,2.0,0,1,0,0,0,MPN,1835 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-06G-P4-6163-KR/dp/B01IPVSLTC?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IPVSLTC +EVGA GeForce GTX 1060 SSC DT Gaming ACX 3.0,$299.78 USD,EVGA,06G-P4-6265-KR,4250812416513,,266.7 mm,2.0,1,0,0,0,0,MPN,1733 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-Video-Graphic-Cards-06G-P4-6265-KR/dp/B01MYUHW2I?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MYUHW2I +EVGA GeForce GTX 1060 SSC Gaming ACX 3.0,$226.38 USD,EVGA,03G-P4-6167-KR,4250812416506,,266.7 mm,2.0,1,0,0,0,0,MPN,1835 MHz,3 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphic-03G-P4-6167-KR/dp/B01MFDG1KL?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MFDG1KL +EVGA GeForce GTX 1060 SSC Gaming ACX 3.0,$324.71 USD,EVGA,06G-P4-6267-KR,4250812416490,,266.7 mm,2.0,1,0,0,0,0,MPN,1835 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-06G-P4-6267-KR/dp/B01LYN9KK6?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LYN9KK6 +EVGA GeForce GTX 1070 Founders Edition,,EVGA,08G-P4-6170-KR,4250812414106,,266.7 mm,2.0,1,0,1,3,1,MPN,1683 MHz,8 GB,4000 MHz,150 W, +EVGA GeForce GTX 1070 FTW Gaming ACX 3.0,$526.62 USD,EVGA,08G-P4-6276-KR,4250812414052,,266.7 mm,2.0,2,0,0,0,0,MPN,1797 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-6276-KR/dp/B01I60OGUK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01I60OGUK +EVGA GeForce GTX 1070 FTW Hybrid Gaming,$463.77 USD,EVGA,08G-P4-6278-KR,4250812415776,,266.7 mm,2.0,2,0,0,0,0,MPN,1797 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-GeForce-Watercooling-Support-08G-P4-6278-KR/dp/B01KXOHIZM?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KXOHIZM +EVGA GeForce GTX 1070 FTW2 Gaming iCX,$460.71 USD,EVGA,08G-P4-6676-KR,4250812417824,,266.7 mm,2.0,2,0,0,0,0,MPN,1797 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-Optimized-Baseplate-Backplate-08G-P4-6676-KR/dp/B06X3RBJLW?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06X3RBJLW +EVGA GeForce GTX 1070 Gaming ACX 3.0,$447.76 USD,EVGA,08G-P4-6171-KR,4250812414083,,266.7 mm,2.0,1,0,0,0,0,MPN,1683 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-6171-KR/dp/B01H74VTBK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01H74VTBK +EVGA GeForce GTX 1070 Hybrid Gaming,$453.92 USD,EVGA,08G-P4-6178-KR,4250812416322,,266.7 mm,2.0,1,0,0,0,0,MPN,1784 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-GeForce-Water-cooling-Graphics-08G-P4-6178-KR/dp/B01MA0YHNJ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MA0YHNJ +EVGA GeForce GTX 1070 SC 2 Gaming iCX,$447.93 USD,EVGA,08G-P4-6573-KR,4250812417800,,266.7 mm,2.0,1,0,0,0,0,MPN,1784 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-Optimized-Baseplate-Backplate-08G-P4-6573-KR/dp/B06WP1Y531?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06WP1Y531 +EVGA GeForce GTX 1070 SC Gaming ACX 3.0,$427.96 USD,EVGA,08G-P4-6173-KR,4250812414076,,266.7 mm,2.0,1,0,0,0,0,MPN,1784 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-6173-KR/dp/B01GX5YWAO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GX5YWAO +EVGA GeForce GTX 1070 SC Gaming ACX 3.0 Black Edition,$455.7 USD,EVGA,08G-P4-5173-KR,4250812415738,,266.7 mm,2.0,1,0,0,0,0,MPN,1784 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/EVGA-GeForce-GAMING-Support-08G-P4-5173-KR/dp/B01KVZBNY0?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KVZBNY0 +EVGA GeForce GTX 1070 Ti FTW Ultra Silent,$504.69 USD,EVGA,08G-P4-6678-KR,4250812423498,,266.7 mm,3.0,2,0,0,0,0,MPN,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/EVGA-GeForce-Silent-Graphics-08G-P4-6678-KR/dp/B077Z6LFQ1?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B077Z6LFQ1 +EVGA GeForce GTX 1070 Ti FTW2 Gaming iCX,$535.74 USD,EVGA,08G-P4-6775-KR,4250812423207,,266.7 mm,2.0,2,0,0,0,0,MPN,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/EVGA-GeForce-GAMING-GDDR5-Technology/dp/B076RT2ZVV?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076RT2ZVV +EVGA GeForce GTX 1070 Ti Gaming,$516.79 USD,EVGA,08G-P4-5670-KR,4250812423238,,266.7 mm,2.0,1,0,0,0,0,MPN,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/EVGA-GeForce-Scanner-Graphics-08G-P4-5670-KR/dp/B076S558ZZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076S558ZZ +EVGA GeForce GTX 1070 Ti SC Gaming ACX 3.0 Black Edition,$528.92 USD,EVGA,08G-P4-5671-KR,4250812423245,,266.7 mm,2.0,1,0,0,0,0,MPN,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/EVGA-GeForce-BlackEdition-Scanner-Graphics/dp/B076S4RH6K?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076S4RH6K +EVGA GeForce GTX 1070 Ti SC Hybrid,$520.55 USD,EVGA,08G-P4-5678-KR,4250812423269,,266.7 mm,2.0,1,0,0,0,0,MPN,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/EVGA-GeForce-Watercooling-Graphics-08G-P4-5678-KR/dp/B076X89CWV?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076X89CWV +EVGA GeForce GTX 1080 Classified Gaming ACX 3.0,,EVGA,08G-P4-6386-KR,4250812415202,,266.7 mm,2.0,2,0,0,0,0,MPN,1860 MHz,8 GB,,180 W, +EVGA GeForce GTX 1080 Founders Edition,,EVGA,08G-P4-6180-KR,4250812414021,,266.7 mm,2.0,1,0,1,3,1,MPN,1733 MHz,8 GB,5000 MHz,180 W, +EVGA GeForce GTX 1080 FTW DT Gaming ACX 3.0,$515.01 USD,EVGA,08G-P4-6284-KR,4250812414182,,266.7 mm,2.0,2,0,0,0,0,MPN,1733 MHz,8 GB,,180 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-6284-KR/dp/B01IA9HKGE?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IA9HKGE +EVGA GeForce GTX 1080 FTW Gaming ACX 3.0,$500.93 USD,EVGA,08G-P4-6286-KR,4250812413987,,266.7 mm,2.0,2,0,0,0,0,MPN,1860 MHz,8 GB,,180 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-6286-KR/dp/B01GAI64GO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GAI64GO +EVGA GeForce GTX 1080 FTW Hybrid Gaming,$567.19 USD,EVGA,08G-P4-6288-KR,4250812413932,,266.7 mm,2.0,2,0,0,0,0,MPN,1860 MHz,8 GB,,180 W,https://www.amazon.ca/EVGA-GeForce-Watercooling-Support-08G-P4-6288-KR/dp/B01LHYIFE0?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LHYIFE0 +EVGA GeForce GTX 1080 FTW2 Gaming iCX,$623.39 USD,EVGA,08G-P4-6686-KR,4250812417862,,266.7 mm,2.0,2,0,0,0,0,MPN,1860 MHz,8 GB,,180 W,https://www.amazon.ca/EVGA-Optimized-Baseplate-Backplate-08G-P4-6686-KR/dp/B06X3QRQJR?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06X3QRQJR +EVGA GeForce GTX 1080 Gaming,$565.06 USD,EVGA,08G-P4-5180-KR,4250812414045,,267 mm,2.0,1,0,0,0,0,MPN,1733 MHz,8 GB,,180 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-5180-KR/dp/B01K1JW8CW?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01K1JW8CW +EVGA GeForce GTX 1080 Hybrid Gaming,,EVGA,08G-P4-6188-KR,4250812413963,,266.7 mm,2.0,1,0,0,0,0,MPN,1847 MHz,8 GB,,180 W, +EVGA GeForce GTX 1080 SC 2 Gaming iCX,$642.3 USD,EVGA,08G-P4-6583-KR,4250812417848,,266.7 mm,2.0,1,0,0,0,0,MPN,1847 MHz,8 GB,,180 W,https://www.amazon.ca/EVGA-Optimized-Baseplate-Backplate-08G-P4-6583-KR/dp/B06W51YRVT?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06W51YRVT +EVGA GeForce GTX 1080 SC Gaming ACX 3.0,$583.41 USD,EVGA,08G-P4-6183-KR,4250812413994,,266.7 mm,2.0,1,0,0,0,0,MPN,1847 MHz,8 GB,5 MHz,180 W,https://www.amazon.ca/EVGA-GeForce-Support-Graphics-08G-P4-6183-KR/dp/B01GAI6478?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GAI6478 +EVGA GeForce GTX 1080 Ti Founders Edition,,EVGA,11G-P4-6390-KR,4250812419620,,266.7 mm,2.0,1,1,1,3,0,MPN,1582 MHz,11 GB,5500 MHz,250 W, +EVGA GeForce GTX 1080 Ti FTW3 12 Gbps Elite,,EVGA,11G-P4-6797-K1,4250812422590,,299.72 mm,2.0,2,0,0,0,0,MPN,1683 MHz,11 GB,3 MHz,250 W, +EVGA GeForce GTX 1080 Ti FTW3 Gaming iCX,$739.88 USD,EVGA,11G-P4-6696-KR,4250812419996,,299.72 mm,2.0,2,0,0,0,0,MPN,1683 MHz,11 GB,,250 W,https://www.amazon.ca/EVGA-GeForce-Gaming-GDDR5X-Technology/dp/B06Y15DWXR?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y15DWXR +EVGA GeForce GTX 1080 Ti FTW3 Hybrid Gaming,$861.74 USD,EVGA,11G-P4-6698-KR,4250812420121,,288.8 mm,2.0,2,0,0,0,0,MPN,1683 MHz,11 GB,8 MHz,250 W,https://www.amazon.ca/EVGA-GeForce-Hybrid-Gaming-Technology/dp/B074D7S8HR?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B074D7S8HR +EVGA GeForce GTX 1080 Ti Gaming,,EVGA,11G-P4-5390-KR,4250812420022,,269.2 mm,2.0,1,1,0,0,0,MPN,1582 MHz,11 GB,8 MHz,250 W, +EVGA GeForce GTX 1080 Ti K|NGP|N Gaming,,EVGA,11G-P4-6798-KR,4250812421364,,299.72 mm,2.0,2,0,0,0,0,MPN,1695 MHz,11 GB,8 MHz,250 W, +EVGA GeForce GTX 1080 Ti SC Black Edition iCX,$810.45 USD,EVGA,11G-P4-6393-KR,4250812419651,,266.7 mm,2.0,1,1,0,0,0,MPN,1670 MHz,11 GB,,250 W,https://www.amazon.ca/EVGA-Optimized-Interlaced-Graphics-11G-P4-6393-KR/dp/B06Y11DFZ3?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y11DFZ3 +EVGA GeForce GTX 1080 Ti SC2 Gaming iCX,$813.86 USD,EVGA,11G-P4-6593-KR,4250812419637,,266.7 mm,2.0,1,1,0,0,0,MPN,1670 MHz,11 GB,,250 W,https://www.amazon.ca/EVGA-GeForce-GAMING-GDDR5X-Technology/dp/B06Y13N2B6?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y13N2B6 +EVGA GeForce GTX 1080 Ti SC2 Hybrid Gaming iCX,$768.05 USD,EVGA,11G-P4-6598-KR,4250812420145,,266.7 mm,2.0,1,1,0,0,0,MPN,1670 MHz,11 GB,8 MHz,250 W,https://www.amazon.ca/EVGA-GeForce-HYBRID-GAMING-Technology/dp/B0713XX64Y?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0713XX64Y +EVGA GeForce GTX 1650 KO Ultra Gaming,,EVGA,04G-P4-1457-KR,4250812437853,,202 mm,2.0,0,1,1,1,1,MPN,1740 MHz,4 GB,12000 MHz,75 W, +EVGA GeForce GTX 1650 SC Ultra Gaming,,EVGA,04G-P4-1057-KR,4250812433015,,202 mm,2.0,0,1,1,1,0,MPN,1860 MHz,4 GB,8000 MHz,85 W, +EVGA GeForce GTX 1650 SC Ultra Gaming GDDR6,,EVGA,04G-P4-1257-KR,4250812436559,,202 mm,2.0,0,1,1,2,0,MPN,1710 MHz,4 GB,12000 MHz,75 W, +EVGA GeForce GTX 1650 Super SC Ultra,$309.7 USD,EVGA,04G-P4-1357-KR,0843368064723,,202.1 mm,2.0,0,1,1,1,1,MPN,1755 MHz,4 GB,12000 MHz,100 W,https://www.amazon.ca/dp/B081R425YH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1660 SC Ultra Gaming,,EVGA,06G-P4-1067-KR,4250812432995,,202 mm,2.0,1,0,1,1,1,MPN,1830 MHz,6 GB,8000 MHz,120 W, +EVGA GeForce GTX 1660 Super Black Gaming,,EVGA,06G-P4-1061-KR,4250812431738,,189.89 mm,2.75,1,0,1,1,1,MPN,1785 MHz,6 GB,14000 MHz,125 W, +EVGA GeForce GTX 1660 Super SC Ultra,$270.16 USD,EVGA,06G-P4-1068-KR,0843368064143,843368064143,202.1 mm,2.0,1,0,1,1,1,MPN,1830 MHz,6 GB,14000 MHz,125 W,https://www.amazon.ca/dp/B07ZHZL2JB?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1660 Super SC Ultra Black,,EVGA,06G-P4-1066-KR,0843368064150,,202.1 mm,2.0,1,0,1,1,1,MPN,1785 MHz,6 GB,14000 MHz,125 W, +EVGA GeForce GTX 1660 Ti SC Ultra Gaming,,EVGA,06G-P4-1667-KR,4250812432971,,202 mm,2.0,1,0,1,1,1,MPN,1830 MHz,6 GB,12000 MHz,120 W, +EVGA GeForce GTX 1660 Ti XC Black Gaming,$285.97 USD,EVGA,06G-P4-1261-KR,4250812432247,843368060794,189.89 mm,3.0,1,0,1,1,1,MPN,1770 MHz,6 GB,12000 MHz,130 W,https://www.amazon.ca/dp/B07N9XNC1B?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1660 Ti XC Gaming,$336.85 USD,EVGA,06G-P4-1263-KR,4250812432230,843368060787,189.89 mm,3.0,1,0,1,1,1,MPN,1845 MHz,6 GB,12000 MHz,130 W,https://www.amazon.ca/dp/B07NBHXKK6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1660 XC,$222.68 USD,EVGA,06G-P4-1163-KR,0843368060848,843368060848,189.89 mm,3.0,1,0,1,1,1,MPN,1830 MHz,6 GB,8000 MHz,120 W,https://www.amazon.ca/dp/B07PHQHFCQ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1660 XC Black,$220.75 USD,EVGA,06G-P4-1161-KR,0843368060855,843368060855,189.89 mm,3.0,1,0,1,1,1,MPN,1785 MHz,6 GB,8000 MHz,120 W,https://www.amazon.ca/dp/B07PGLLWRY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 1660 XC Ultra,$256.16 USD,EVGA,06G-P4-1167-KR,0843368060824,843368060824,267.97 mm,2.0,1,0,1,1,1,MPN,1845 MHz,6 GB,8000 MHz,120 W,https://www.amazon.ca/dp/B07PGLJFYR?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce GTX 670 FTW,,EVGA,02G-P4-2678-KR,0843368020668,,254 mm,2.0,0,2,1,1,1,MPN,1084 MHz,2 GB,6208 MHz,170 W, +EVGA GeForce GTX 680,,EVGA,02G-P4-2680-KR,4250223666804,,254 mm,2.0,0,2,1,1,1,MPN,1058 MHz,2 GB,6008 MHz,195 W, +EVGA GeForce RTX 2060 KO Gaming,$329.23 USD,EVGA,06G-P4-2066-KR,0843368065492,,202.1 mm,,1,0,0,0,0,MPN,1680 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B083GH7LXW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 KO Ultra Gaming,$331.42 USD,EVGA,06G-P4-2068-KR,0843368065485,,202.1 mm,,1,0,0,0,0,MPN,1755 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B083GGYNQ6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 SC Black Gaming,,EVGA,06G-P4-1762-KR,4250812434241,,267.97 mm,2.0,1,0,1,2,1,MPN,1680 MHz,6 GB,14000 MHz,160 W, +EVGA GeForce RTX 2060 SC Gaming,,EVGA,06G-P4-2062-KR,4250812432193,,189.89 mm,2.75,1,0,1,1,1,MPN,1710 MHz,6 GB,14000 MHz,160 W, +EVGA GeForce RTX 2060 Super SC Black,,EVGA,08G-P4-3062-KR,4250812434210,,267.97 mm,2.0,1,0,1,2,1,MPN,1650 MHz,8 GB,14000 MHz,175 W, +EVGA GeForce RTX 2060 Super SC Ultra Gaming,$419.26 USD,EVGA,08G-P4-3067-KR,4250812434036,843368062798,269.83 mm,2.0,1,0,1,1,1,MPN,1680 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07VM9Q9R8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 Super XC Gaming,$442.21 USD,EVGA,08G-P4-3162-KR,4250812434029,843368062781,269.83 mm,2.0,1,1,1,1,0,MPN,1695 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07TJKP9GH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 Super XC Ultra Gaming,$478.23 USD,EVGA,08G-P4-3163-KR,4250812434012,843368062774,269.83 mm,2.75,1,1,1,1,0,MPN,1695 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07TLPWBJ4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 XC Black Gaming,$373.56 USD,EVGA,06G-P4-2061-KR,4250812431721,843368060237,172.72 mm,3.0,1,0,1,1,1,MPN,1680 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B07MJDBTD6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 XC Gaming,$381.74 USD,EVGA,06G-P4-2063-KR,4250812431448,843368059934,172.72 mm,3.0,1,0,1,1,1,MPN,1755 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B07MJDBTD5?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2060 XC Ultra Black Gaming,,EVGA,06G-P4-2163-KR,4250812431714,,269.2 mm,2.0,1,0,1,2,1,MPN,1680 MHz,6 GB,14000 MHz,160 W, +EVGA GeForce RTX 2060 XC Ultra Gaming,$388.79 USD,EVGA,06G-P4-2167-KR,4250812431431,843368059927,269.2 mm,2.0,1,0,1,2,1,MPN,1830 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/EVGA-GeForce-Gaming-Graphics-06G-P4-2167-KR/dp/B07MC63K76?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MC63K76 +EVGA GeForce RTX 2070 Black Edition,$488.87 USD,EVGA,08G-P4-1071-KR,4250812430557,843368058906,269.2 mm,2.0,1,0,1,2,1,MPN,1620 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/EVGA-RTX-2070-Black-08G-P4-1071-KR/dp/B07J9L4HC2?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07J9L4HC2 +EVGA GeForce RTX 2070 Super Black Gaming,$477.93 USD,EVGA,08G-P4-3071-KR,4250812434173,843368062934,269.83 mm,2.0,1,1,1,1,0,MPN,1770 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07V6SJLSG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2070 Super FTW3 Ultra Gaming,$558.53 USD,EVGA,08G-P4-3277-KR,4250812434135,,301.925 mm,2.75,2,0,1,1,0,MPN,1815 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/EVGA-GeForce-Overclocked-Backplate-08G-P4-3277-KR/dp/B07WNS5L69?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07WNS5L69 +EVGA GeForce RTX 2070 Super FTW3 Ultra+,$677.64 USD,EVGA,08G-P4-3377-KR,0843368063986,,302 mm,2.75,2,0,1,3,0,MPN,1815 MHz,8 GB,15500 MHz,215 W,https://www.amazon.ca/dp/B07YMFYPR1?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2070 Super Gaming,$563.54 USD,EVGA,08G-P4-3070-KR,4250812434180,,265.63 mm,2.0,1,1,1,1,0,MPN,1770 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/EVGA-Corporation-Graphics-Card-08G-P4-3070-KR/dp/B07ZFWHR9R?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07ZFWHR9R +EVGA GeForce RTX 2070 Super KO Gaming,$553.79 USD,EVGA,08G-P4-2072-KR,0843368065584,,269.83 mm,2.0,1,1,1,1,0,MPN,1770 MHz,8 GB,15500 MHz,215 W,https://www.amazon.ca/dp/B086NYVHW5?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2070 Super XC Gaming,$540.39 USD,EVGA,08G-P4-3172-KR,4250812434166,843368062927,269.83 mm,2.75,1,1,1,1,0,MPN,1800 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07TQZCHYN?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2070 Super XC Hybrid Gaming,,EVGA,08G-P4-3178-KR,4250812433985,,265.63 mm,2.0,1,1,1,3,0,MPN,1800 MHz,8 GB,14000 MHz,260 W, +EVGA GeForce RTX 2070 Super XC Ultra Gaming,$540.39 USD,EVGA,08G-P4-3173-KR,4250812434159,843368062910,269.83 mm,3.0,1,1,1,1,0,MPN,1800 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07TQZCHYN?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2070 Super XC Ultra+,$601.33 USD,EVGA,08G-P4-3175-KR,0843368063993,,269.83 mm,2.75,1,1,1,3,0,MPN,1800 MHz,8 GB,15500 MHz,215 W,https://www.amazon.ca/dp/B07YMPZCPT?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2070 XC,$546.4 USD,EVGA,08G-P4-2172-KR,4250812429841,843368058234,269.2 mm,2.0,1,0,1,3,0,MPN,1710 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/EVGA-RTX-2070-XC-08G-P4-2172-KR/dp/B07J63W42X?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07J63W42X +EVGA GeForce RTX 2070 XC Ultra,$572.31 USD,EVGA,08G-P4-2173-KR,4250812429834,843368058227,269.2 mm,3.0,1,0,1,3,0,MPN,1725 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/EVGA-RTX-2070-XC-08G-P4-2173-KR/dp/B07JB58VK6?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07JB58VK6 +EVGA GeForce RTX 2080 Super Black Gaming,$725.37 USD,EVGA,08G-P4-3081-KR,4250812434104,843368062866,269.83 mm,2.0,1,1,1,3,0,MPN,1815 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B07VJPNG1M?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Super FTW3 Hybrid,$830.55 USD,EVGA,08G-P4-3288-KR,4250812433992,,290.83 mm,2.0,2,0,1,3,0,MPN,1845 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/EVGA-GeForce-08G-P4-3288-KR-Technology-Backplate/dp/B07VKHNFCX?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07VKHNFCX +EVGA GeForce RTX 2080 Super FTW3 Hydro Copper Gaming,,EVGA,08G-P4-3289-KR,4250812434128,,290.87 mm,2.0,2,0,1,3,0,MPN,1845 MHz,8 GB,15500 MHz,250 W, +EVGA GeForce RTX 2080 Super FTW3 Ultra Gaming,$785.57 USD,EVGA,08G-P4-3287-KR,4250812434043,00843368062804,301.925 mm,2.75,2,0,1,3,0,MPN,1845 MHz,8 GB,15000 MHz,250 W,https://www.amazon.ca/EVGA-GeForce-08G-P4-3287-KR-Technology-Backplate/dp/B07VHSJ4GV?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07VHSJ4GV +EVGA GeForce RTX 2080 Super KO Gaming,$732.46 USD,EVGA,08G-P4-2083-KR,0843368065676,,269.83 mm,2.0,1,1,1,3,0,MPN,1815 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B086P4DDQ1?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Super XC Gaming,$754.38 USD,EVGA,08G-P4-3182-KR,4250812434098,843368062859,269.83 mm,2.0,1,1,0,3,0,MPN,1830 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B07VHSJ4GT?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Super XC Hybrid Gaming,$825.47 USD,EVGA,08G-P4-3188-KR,4250812434005,,265.63 mm,2.0,1,1,1,3,0,MPN,1830 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/EVGA-GeForce-Hybrid-08G-P4-3188-KR-Backplate/dp/B07VPFPWVN?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07VPFPWVN +EVGA GeForce RTX 2080 Super XC Ultra Gaming,$810.56 USD,EVGA,08G-P4-3183-KR,4250812434081,843368062842,269.83 mm,2.75,1,1,1,3,0,MPN,1845 MHz,8 GB,15000 MHz,250 W,https://www.amazon.ca/dp/B07VCH31N9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Ti,,EVGA,11G-P4-2380-KR,4250812429766,,266 mm,2.0,2,0,1,2,0,MPN,1545 MHz,11 GB,14000 MHz,250 W, +EVGA GeForce RTX 2080 Ti Black Edition Gaming,$1182.35 USD,EVGA,11G-P4-2281-KR,4250812430861,,269.2 mm,2.0,2,0,1,3,0,MPN,1545 MHz,11 GB,14000 MHz,250 W,https://www.amazon.ca/dp/B07KSPW8HQ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Ti FTW3 Gaming iCX,,EVGA,11G-P4-2483-KR,4250812429728,,301.93 mm,3.0,2,0,1,3,0,MPN,1545 MHz,11 GB,14000 MHz,250 W, +EVGA GeForce RTX 2080 Ti FTW3 Hydro Copper iCX,,EVGA,11G-P4-2489-KR,4250812429780,,288.8 mm,2.0,2,0,1,3,0,MPN,1683 MHz,11 GB,14000 MHz,285 W, +EVGA GeForce RTX 2080 Ti FTW3 Ultra Gaming iCX,$1419.55 USD,EVGA,11G-P4-2487-KR,4250812429711,843368058104,301.93 mm,3.0,2,0,1,3,0,MPN,1755 MHz,11 GB,14000 MHz,250 W,https://www.amazon.ca/dp/B07KVKRLG2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Ti FTW3 Ultra Hybrid Gaming,,EVGA,11G-P4-2484-KR,4250812429797,,291 mm,2.0,2,0,1,3,0,MPN,1755 MHz,11 GB,14000 MHz,250 W, +EVGA GeForce RTX 2080 Ti K|NGP|N Gaming,$1818.51 USD,EVGA,11G-P4-2589-KR,4250812429773,,266.7 mm,2.0,3,0,1,3,0,MPN,1770 MHz,11 GB,14000 MHz,250 W,https://www.amazon.ca/EVGA-GeForce-Technology-Backplate-11G-P4-2589-KR/dp/B07RZ95J1B?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07RZ95J1B +EVGA GeForce RTX 2080 Ti XC,$1236.76 USD,EVGA,11G-P4-2382-KR,4250812429551,843368057930,269.2 mm,2.5,2,0,1,3,0,MPN,1635 MHz,11 GB,14000 MHz,285 W,https://www.amazon.ca/EVGA-GeForce-Gaming-Graphics-11G-P4-2382-KR/dp/B07GHXJW5W?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07GHXJW5W +EVGA GeForce RTX 2080 Ti XC Black Edition Gaming,,EVGA,11G-P4-2282-KR,4250812430595,,269.83 mm,2.0,2,0,1,3,0,MPN,1560 MHz,11 GB,14000 MHz,250 W, +EVGA GeForce RTX 2080 Ti XC Hybrid Gaming,,EVGA,11G-P4-2384-KR,4250812429803,,265.63 mm,2.0,2,0,1,3,0,MPN,1635 MHz,11 GB,14000 MHz,250 W, +EVGA GeForce RTX 2080 Ti XC Ultra,$1310.75 USD,EVGA,11G-P4-2383-KR,4250812429544,843368057923,269.2 mm,2.5,2,0,1,3,0,MPN,1650 MHz,11 GB,14000 MHz,285 W,https://www.amazon.ca/dp/B07GHW9VJZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 2080 Ti XC2 Ultra Gaming,,EVGA,11G-P4-2387-KR,4250812429735,,269.83 mm,3.0,2,0,1,3,0,MPN,1650 MHz,11 GB,14000 MHz,250 W, +EVGA GeForce RTX 2080 XC,$781.86 USD,EVGA,08G-P4-2182-KR,4250812429568,843368057947,269.2 mm,5.0,1,1,1,3,0,MPN,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/EVGA-GeForce-Gaming-Graphics-08G-P4-2182-KR/dp/B07GHVWMBS?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07GHVWMBS +EVGA GeForce RTX 2080 XC Ultra,$826.11 USD,EVGA,08G-P4-2183-KR,4250812429575,843368057954,269.2 mm,5.0,1,0,1,3,0,MPN,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/dp/B07GHVK4KN?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +EVGA GeForce RTX 3080 FTW3 Ultra Gaming,,EVGA,12G-P5-4877-KL,4250812445001,,300 mm,2.75,3,0,1,3,0,MPN,MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 FTW3 Ultra Hydro Copper,,EVGA,10G-P5-3899-KR,4250812438249,,288.9 mm,1.2,3,0,1,3,0,MPN,1800 MHz,10 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 Ti FTW3 Ultra Hydro Copper Gaming,,EVGA,12G-P5-3969-KR,4250812442062,,288.9 mm,2.75,3,0,1,3,0,MPN,1800 MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 Ti XC3 Ultra Hydro Copper Gaming,,EVGA,12G-P5-3959-KR,4250812442086,,300 mm,2.75,3,0,1,3,0,MPN,1725 MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3080 XC3 Ultra Gaming,,EVGA,12G-P5-4865-KL,4250812445025,,285.37 mm,2.2,2,0,1,3,0,MPN,MHz,12 GB,19000 MHz,320 W, +EVGA GeForce RTX 3090 FTW3 Ultra Hydro Copper,,EVGA,24G-P5-3989-KR,4250812438133,,288.9 mm,1.2,3,0,1,3,0,MPN,1800 MHz,24 GB,19500 MHz,350 W, +EVGA GT 720 Low Profile,,EVGA,01G-P3-2722-KR,0803983047709,,168 mm,1.0,0,0,1,0,1,MPN,797 MHz,1 GB,1800 MHz,19 W, +EVGA GT 740 Superclocked,$136.65 USD,EVGA,01G-P4-2753-KR,0809394263431,,152 mm,2.0,0,0,1,0,1,MPN,1253 MHz,2 GB,5012 MHz,64 W,https://www.amazon.ca/EVGA-Superclocked-Dual-Link-Graphics-01G-P4-2753-KR/dp/B00IDG3LUO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B00IDG3LUO +EVGA GTX 460 Superclocked EE,,EVGA,01G-P3-1373-AR,0843368025557,,210 mm,2.0,0,2,1,0,1,MPN,763 MHz,1 GB,3800 MHz,160 W, +EVGA GTX 470 Superclocked,,EVGA,012-P3-1472-AR,0843368007782,,241 mm,2.0,0,2,1,0,1,MPN,726 MHz,1.2 GB,3800 MHz,215 W, +EVGA GTX 480 Superclocked,,EVGA,015-P3-1482-AR,0843368007720,,267 mm,2.0,1,1,1,0,1,MPN,726 MHz,1.5 GB,3800 MHz,250 W, +EVGA GTX 550 Ti,,EVGA,02G-P3-1559-KR,0115970699724,,210 mm,2.0,0,1,1,0,1,MPN,900 MHz,1 GB,4008 MHz,116 W, +EVGA GTX 560 Superclocked,,EVGA,01G-P3-1461-KR,0320127550616,,210 mm,2.0,0,2,1,0,1,MPN,851 MHz,1 GB,4104 MHz,150 W, +EVGA GTX 560 Ti FPB,,EVGA,01G-P3-1561-AR,0843368015497,,229 mm,2.0,2,0,1,0,1,MPN,850 MHz,1 GB,4104 MHz,170 W, +EVGA GTX 570 HD Superclocked,,EVGA,012-P3-1573-KR,0843368014810,,229 mm,2.0,0,2,1,0,1,MPN,797 MHz,1.2 GB,3900 MHz,219 W, +EVGA GTX 580 Superclocked,,EVGA,015-P3-1582-AR,0843368014254,,268 mm,2.0,1,1,1,0,1,MPN,797 MHz,1.5 GB,4052 MHz,244 W, +EVGA GTX 650,,EVGA,01G-P4-2650-KR,0021111208741,,152 mm,2.0,0,1,1,0,1,MPN,1058 MHz,1 GB,5000 MHz,65 W, +EVGA GTX 650 Ti 2 GB,,EVGA,02G-P4-3651-KR,0843368022471,,152 mm,2.0,0,1,1,0,1,MPN,928 MHz,2 GB,5400 MHz,110 W, +EVGA GTX 660 Superclocked,,EVGA,02G-P4-2662-KR,5554442246939,,241 mm,2.0,0,1,1,1,1,MPN,1110 MHz,2 GB,6008 MHz,140 W, +Gainward GeForce GTX 1060,,Gainward,426018336-3712,4260183363712,,252 mm,2.0,0,1,0,0,0,0,1708 MHz,6 GB,,120 W, +Gainward GeForce GTX 1060,,Gainward,426018336-3798,4260183363798,,252 mm,2.0,0,1,0,0,0,0,1708 MHz,3 GB,,120 W, +Gainward GeForce GTX 1060 Phoenix,,Gainward,426018336-3729,4260183363729,,248 mm,2.5,0,1,0,0,0,0,1708 MHz,6 GB,,120 W, +Gainward GeForce GTX 1060 Phoenix GS,,Gainward,426018336-3736,4260183363736,,248 mm,2.5,0,1,0,0,0,0,1847 MHz,6 GB,,120 W, +Gainward GeForce GTX 1070 Dual,,Gainward,426018336-3750,4260183363750,,252 mm,2.0,1,0,1,3,1,0,1683 MHz,8 GB,4000 MHz,150 W, +Gainward GeForce GTX 1070 Phoenix,,Gainward,426018336-3699,4260183363699,,285 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,,150 W, +Gainward GeForce GTX 1070 Phoenix GLH,,Gainward,426018336-3675,4260183363675,,285 mm,2.5,1,0,0,0,0,0,1873 MHz,8 GB,50 MHz,150 W, +Gainward GeForce GTX 1070 Phoenix GS,,Gainward,426018336-3682,4260183363682,,285 mm,2.5,1,0,0,0,0,0,1835 MHz,8 GB,,150 W, +Gainward GeForce GTX 1080 Phoenix,,Gainward,426018336-3651,4260183363651,,285 mm,2.5,1,1,0,0,0,0,1733 MHz,8 GB,,180 W, +Gainward GeForce GTX 1080 Phoenix GLH,,Gainward,426018336-3668,4260183363668,,285 mm,2.5,1,1,0,0,0,0,1885 MHz,8 GB,50 MHz,180 W, +Gainward GeForce GTX 1080 Phoenix GS,,Gainward,426018336-3644,4260183363644,,285 mm,2.5,1,1,0,0,0,0,1847 MHz,8 GB,,180 W, +Gainward GeForce GTX 1080 Ti Founders Edition,,Gainward,426018336-3897,4260183363897,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +Gainward GeForce GTX 1080 Ti Golden Sample,,Gainward,426018336-3903,4260183363903,,267 mm,2.0,1,1,0,0,0,0,1620 MHz,11 GB,5 MHz,250 W, +Gainward GeForce GTX 1660 Ti Pegasus 6G,,Gainward,4375,4260183364375,,168 mm,2.0,1,0,1,1,1,0,1770 MHz,6 GB,12000 MHz,120 W, +Gainward GeForce GTX 1660 Ti Pegasus OC 6G,,Gainward,4368,4260183364368,,168 mm,2.0,1,0,1,1,1,0,1815 MHz,6 GB,12000 MHz,120 W, +Gainward GeForce RTX 2060 Phoenix GS,,Gainward,4313,4260183364313,,235 mm,2.0,1,0,1,1,1,0,1830 MHz,6 GB,14000 MHz,190 W, +Gainward GeForce RTX 2070 Phoenix,,Gainward,426018336-4153,4260183364153,,292 mm,2.0,1,1,1,3,0,0,1650 MHz,8 GB,14000 MHz,185 W, +Gainward GeForce RTX 2070 Phoenix GS,,Gainward,426018336-4160,4260183364160,,292 mm,2.0,1,1,1,3,0,0,1725 MHz,8 GB,14000 MHz,185 W, +Gainward GeForce RTX 2080 Phoenix GS,,Gainward,426018336-4146,4260183364146,,292 mm,2.0,1,1,1,3,0,0,1815 MHz,8 GB,14000 MHz,225 W, +Gainward GeForce RTX 2080 Ti Phoenix,,Gainward,426018336-4115,4260183364115,,292 mm,5.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,260 W, +Gainward GeForce RTX 2080 Ti Phoenix GS,,Gainward,426018336-4122,4260183364122,,292 mm,5.0,2,0,1,3,0,0,1650 MHz,11 GB,14000 MHz,260 W, +Galax RTX 2060 OC,,Galax,26NRL7HPX7OC,4895147133379,4895147133379,228 mm,2.0,1,0,1,1,1,0,1695 MHz,6 GB,14000 MHz,160 W, +Gigabyte Aorus GeForce GTX 1660 Ti 6G,$332.16 USD,Gigabyte,GV-N166TAORUS-6GD,4719331304539,889523016800,280 mm,,1,0,1,1,0,0,1890 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/GIGABYTE-GeForce-Graphics-Windforce-Gv-N166TAORUS-6GD/dp/B07PPD48VR?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07PPD48VR +Gigabyte Aorus GeForce RTX 2060 Super,$435.22 USD,Gigabyte,GV-N206SAORUS-8GC,4719331304935,,290 mm,3.0,1,1,1,1,0,0,1845 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/GIGABYTE-GeForce-Graphics-WINDFORCE-GV-N206SAORUS-8GC/dp/B07TT8R3ND?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07TT8R3ND +Gigabyte Aorus GeForce RTX 2060 Xtreme 6G,$407.63 USD,Gigabyte,GV-N2060AORUS X-6GC,4719331304348,,290 mm,2.0,1,1,1,3,0,0,1845 MHz,6 GB,14000 MHz,190 W,https://www.amazon.ca/Gigabyte-GeForce-Graphic-GV-N2060AORUS-X-6GC/dp/B07MBKW4QF?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MBKW4QF +Gigabyte Aorus GeForce RTX 2070 Super,$599.0 USD,Gigabyte,GV-N207SAORUS-8GC,4719331305192,889523018637,290 mm,3.0,2,0,1,1,0,0,1905 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07TV9BVVV?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Aorus GeForce RTX 2070 Super Gaming OC,,Gigabyte,GV-N207SGAMING OC-8GC,4719331305208,889523018644,286.5 mm,2.5,1,1,1,1,0,0,1815 MHz,8 GB,14000 MHz,260 W, +Gigabyte Aorus GeForce RTX 2080 Super,$817.8 USD,Gigabyte,GV-N208SAORUS-8GC,4719331304980,889523018583,290 mm,,2,0,0,0,0,0,1860 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B07TZV17JY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Aorus GeForce RTX 2080 Super Waterforce,$879.82 USD,Gigabyte,GV-N208SAORUS W-8GC,4719331305352,,290 mm,2.0,2,0,3,3,0,0,1860 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/Gigabyte-WATERFORCE-Windforce-Gv-N208SAORUS-W-8GC/dp/B07VRLC6X6?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07VRLC6X6 +Gigabyte Aorus GeForce RTX 2080 Super Waterforce WB,$800.08 USD,Gigabyte,GV-N208SAORUS WB-8GC,4719331305369,,291.29 mm,2.0,2,0,3,3,0,0,1860 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/Waterforce-Pre-Installed-Waterblock-Gv-N208SAORUS-WB-8GC/dp/B07VRKWMZV?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07VRKWMZV +Gigabyte Aorus GeForce RTX 2080 Ti 1,,Gigabyte,GV-N208TAORUS-11GC,4719331303709,889523015322,280 mm,2.5,2,0,3,3,0,0,1695 MHz,11 GB,14000 MHz,250 W, +Gigabyte Aorus GeForce RTX 2080 Ti Xtreme 1,$1416.77 USD,Gigabyte,GV-N208TAORUS X-11GC,4719331303693,889523015315,290 mm,2.5,2,0,3,3,0,0,1770 MHz,11 GB,14000 MHz,250 W,https://www.amazon.ca/dp/B07JVGQTRK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Aorus GeForce RTX 2080 Ti Xtreme Waterforce 1,,Gigabyte,GV-N208TAORUS X W-11GC,4719331303891,889523015872,290 mm,2.5,2,0,1,3,0,0,1770 MHz,11 GB,14000 MHz,250 W, +Gigabyte Aorus GeForce RTX 2080 Ti Xtreme Waterforce WB 1,$1310.75 USD,Gigabyte,GV-N208TAORUS X WB-11GC,4719331303761,,280 mm,2.0,2,0,3,3,0,0,1770 MHz,11 GB,14000 MHz,250 W,https://www.amazon.ca/Gigabyte-WATERFORCE-Pre-Installed-Gv-N208TAORUSX-WB-11GC/dp/B07JVJHWMQ?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07JVJHWMQ +Gigabyte Aorus GeForce RTX 3080 Master 12G LHR,,Gigabyte,GV-N3080AORUS M-12GD,4719331310608,,319 mm,3.5,3,0,3,3,0,0,1830 MHz,12 GB,,350 W, +Gigabyte Aorus GeForce RTX 3080 Xtreme Waterforce 10G LHR,,Gigabyte,GV-N3080AORUSX W-10GD 2,4719331309718,,252 mm,2.0,2,0,3,3,0,0,1845 MHz,10 GB,19000 MHz,320 W, +Gigabyte Aorus GeForce RTX 3080 Xtreme Waterforce 12G LHR,,Gigabyte,GV-N3080AORUSX W-12GD,4719331310622,,252 mm,2.0,2,0,3,3,0,0,1830 MHz,12 GB,,350 W, +Gigabyte Aorus GeForce RTX 3080 Xtreme Waterforce WB 10G LHR,,Gigabyte,GV-N3080AORUSX WB-10GD 2.0,4719331309688,,252 mm,1.5,2,0,3,3,0,0,1845 MHz,10 GB,19000 MHz,320 W, +Gigabyte Aorus GeForce RTX 3080 Xtreme Waterforce WB 12G LHR,,Gigabyte,GV-N3080AORUSX WB-12GD,4719331310615,,252 mm,1.5,2,0,3,3,0,0,1830 MHz,12 GB,,350 W, +Gigabyte Aorus GeForce RTX 3090 Ti Xtreme Waterforce,,Gigabyte,GV-N309TAORUSX W-24GD,4719331310707,,238 mm,2.0,0,0,1,3,0,0,1935 MHz,24 GB,,450 W, +GIGABYTE Aorus GeForce RTX 4080 Xtreme Waterforce,,Gigabyte,GV-N4080AORUSX W-16GD,4719331311865,,236 mm,2.0,0,0,1,3,0,0,2565 MHz,16 GB,22400 MHz,320 W, +GIGABYTE Aorus GeForce RTX 4080 Xtreme Waterforce WB,,Gigabyte,GV-N4080AORUSX WB-16GD,4719331311858,,235 mm,2.0,0,0,1,3,0,0,2565 MHz,16 GB,22400 MHz,320 W, +Gigabyte Aorus Radeon RX 5700 XT,,Gigabyte,GV-R57XTAORUS-8GD,4719331306335,,290 mm,3.0,2,0,3,3,0,0,2010 MHz,8 GB,,180 W, +Gigabyte Aorus Radeon RX 6900 XT Xtreme Waterforce WB,,Gigabyte,GV-R69XTAORUSX WB-16GD,4719331309268,,282 mm,2.0,3,0,2,3,0,0,2525 MHz,16 GB,,300 W, +GIGABYTE Aorus Radeon RX 7900 XTX Elite,,Gigabyte,GV-R79XTXAORUS E-24GD,4719331312336,,335 mm,3.5,3,0,2,2,0,0,2680 MHz,24 GB,20000 MHz,355 W, +Gigabyte GeForce GT 1030,$129.33 USD,Gigabyte,GV-N1030D5-2GL,4719331301590,889523010181,149.9 mm,1.0,0,0,0,0,0,0,1468 MHz,2 GB,4 MHz,30 W,https://www.amazon.ca/dp/B071DY2VJR?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GT 1030 Low Profile D4,,Gigabyte,GV-N1030D4-2GL,4719331303280,,149.9 mm,1.5,0,0,1,0,1,0,1379 MHz,2 GB,4200 MHz,30 W, +Gigabyte GeForce GT 1030 OC 2G,$98.09 USD,Gigabyte,GV-N1030OC-2GI,4719331301699,889523010341,167.7 mm,2.0,0,0,0,0,0,0,1518 MHz,2 GB,4 MHz,30 W,https://www.amazon.ca/dp/B07646VQ6T?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GT 1030 Silent,$81.23 USD,Gigabyte,GV-N1030SL-2GL,4719331301620,889523010242,174.9 mm,2.0,0,0,0,0,0,0,1468 MHz,2 GB,4 MHz,30 W,https://www.amazon.ca/GIGABYTE-GeForce-GV-N1030SL-2GL-Silent-Profile/dp/B072HRD3CY?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B072HRD3CY +Gigabyte GeForce GT 610 Silent,,Gigabyte,GV-N610SL-1GI,4719331316259,,177 mm,1.0,0,0,1,0,1,1,810 MHz,1 GB,1200 MHz,29 W, +Gigabyte GeForce GTX 1050,$130.56 USD,Gigabyte,GV-N1050D5-2GD,4719331339302,889523007518,172 mm,2.0,0,0,0,0,0,0,1455 MHz,2 GB,4 MHz,75 W,https://www.amazon.ca/Gigabyte-Geforce-GV-N1050D5-2GD-Graphic-Cards/dp/B01MEGB6LK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MEGB6LK +Gigabyte GeForce GTX 1050 OC,$274.27 USD,Gigabyte,GV-N1050OC-2GL,4719331301163,889523008874,167 mm,2.0,0,0,0,0,0,0,1468 MHz,2 GB,4 MHz,75 W,https://www.amazon.ca/Gigabyte-4719331301163-Geforce-Profile-GDDR5/dp/B01N7RXQYU?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N7RXQYU +Gigabyte GeForce GTX 1050 Ti,$178.83 USD,Gigabyte,GV-N105TD5-4GD,4719331339326,889523007525,172 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/dp/B01M4KGTNI?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1050 Ti G1 Gaming,$264.68 USD,Gigabyte,GV-N105TG1 GAMING-4GD,4719331339241,889523007464,219 mm,2.0,0,0,0,0,0,0,1480 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/Gigabyte-Geforce-Gaming-Graphic-GV-N105TG1GAMING-4GD/dp/B01MCUYOWK?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MCUYOWK +Gigabyte GeForce GTX 1050 Ti OC,$173.43 USD,Gigabyte,GV-N105TOC-4GL,4719331301156,889523008867,167 mm,2.0,0,0,0,0,0,0,1417 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/dp/B06WWLWWJM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1050 Ti WindForce 2X OC,$251.15 USD,Gigabyte,GV-N105TWF2OC-4GD,4719331339272,889523007488,229 mm,2.0,0,0,0,0,0,0,1442 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/dp/B01M6Y671T?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1050 WindForce 2X,$165.68 USD,Gigabyte,GV-N1050WF2OC-2GD,4719331339319,889523007532,229 mm,2.0,0,0,0,0,0,0,1506 MHz,2 GB,4 MHz,75 W,https://www.amazon.ca/Gigabyte-GeForce-WINDFORCE-Graphic-GV-N1050WF2OC-2GD/dp/B01MF8R2NR?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MF8R2NR +Gigabyte GeForce GTX 1060 Aorus 6G 9 Gbps,,Gigabyte,GV-N1060AORUS-6GD,4719331301316,,280 mm,2.0,1,0,1,3,1,0,MHz,6 GB,4513 MHz,120 W, +Gigabyte GeForce GTX 1060 Aorus Xtreme 6G,$360.5 USD,Gigabyte,GV-N1060AORUS X-6GD (Rev. 2),4719331301866,889523010709,281 mm,3.0,1,0,0,0,0,0,MHz,6 GB,82 MHz,120 W,https://www.amazon.ca/Gigabyte-Xtreme-GeForce-Computer-Graphics/dp/B0748JM9HY?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0748JM9HY +Gigabyte GeForce GTX 1060 G1 Gaming,,Gigabyte,GV-N1060G1 GAMING-6GD (REV. 2.0),4719331342227,,278 mm,2.0,1,0,0,0,0,0,1809 MHz,6 GB,4 MHz,120 W, +Gigabyte GeForce GTX 1060 G1 Gaming,,Gigabyte,GV-N1060G1 GAMING-3GD (Rev 2.0),4719331342210,,278 mm,2.0,1,0,0,0,0,0,1809 MHz,3 GB,4 MHz,120 W, +Gigabyte GeForce GTX 1060 Mini ITX OC 6G,$304.66 USD,Gigabyte,GV-N1060IXOC-6GD,4719331330293,889523006696,169 mm,2.0,0,1,0,0,0,0,1746 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/Gigabyte-GeForce-GDDR5-Graphics-GV-N1060IXOC-6GD/dp/B01KQUDCQW?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KQUDCQW +Gigabyte GeForce GTX 1060 OC WindForce 2X,$237.1 USD,Gigabyte,GV-N1060WF2OC-3GD,4719331331290,889523006788,223 mm,2.0,0,1,0,0,0,0,1771 MHz,3 GB,4 MHz,120 W,https://www.amazon.ca/Gigabyte-GeForce-Windforce-Graphics-GV-N1060WF2OC-3GD/dp/B01KQUDE2Y?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KQUDE2Y +Gigabyte GeForce GTX 1060 OC WindForce 2X,$320.17 USD,Gigabyte,GV-N1060WF2OC-6GD,4719331330309,889523006702,223 mm,2.0,0,1,0,0,0,0,1771 MHz,6 GB,4 MHz,120 W,https://www.amazon.ca/Gigabyte-GeForce-1060-WINDFORCE-GV-N1060WF2OC-6GD/dp/B01JNUO6BG?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01JNUO6BG +Gigabyte GeForce GTX 1060 Xtreme Gaming,,Gigabyte,GV-N1060XTREME-6GD,4719331331313,889523006818,280 mm,2.5,1,0,1,3,1,0,1847 MHz,6 GB,MHz,120 W, +Gigabyte GeForce GTX 1070 Aorus Gaming Box,$589.76 USD,Gigabyte,GV-N1070IXEB-8GD,4719331301644,889523010334,96 mm,,0,0,0,0,0,0,1721 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/Gigabyte-AORUS-Gaming-Graphic-GV-N1070IXEB-8GD/dp/B073PYMG3G?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B073PYMG3G +Gigabyte GeForce GTX 1070 Founders Edition,,Gigabyte,GV-N1070D5-8GD-B,4719331321352,889523005880,266.7 mm,2.0,1,0,1,3,1,0,1683 MHz,8 GB,4000 MHz,150 W, +Gigabyte GeForce GTX 1070 G1 Gaming,$443.53 USD,Gigabyte,GV-N1070G1 GAMING-8GD (Rev.2),4719331302511,889523011003,286 mm,2.0,1,0,0,0,0,0,1784 MHz,8 GB,,150 W,https://www.amazon.ca/Gigabyte-GV-N1070G1-GAMING-8GD-REV2-0-Computer/dp/B075FTH3G7?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B075FTH3G7 +Gigabyte GeForce GTX 1070 Mini ITX OC,$426.97 USD,Gigabyte,GV-N1070IXOC-8GD,4719331324216,889523006238,169 mm,2.0,1,0,0,0,0,0,1721 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/Gigabyte-GeForce-GDDR5-Graphics-GV-N1070IXOC-8GD/dp/B01JD2OSX0?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01JD2OSX0 +Gigabyte GeForce GTX 1070 OC WindForce 2X,$434.38 USD,Gigabyte,GV-N1070WF2OC-8GD (Rev. 2),4719331302528,889523011010,285 mm,2.0,1,0,0,0,0,0,1746 MHz,8 GB,,150 W,https://www.amazon.ca/Gigabyte-GeForce-WINDFORCE-REV2-0-GV-N1070WF2OC-8GD/dp/B075DF4PTF?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B075DF4PTF +Gigabyte GeForce GTX 1070 Ti Aorus 8G,$489.73 USD,Gigabyte,GV-N107TAORUS-8GD,4719331302900,,280 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/Gigabyte-GV-N107TAORUS-8GD-GeForce-1070Ti-Graphics/dp/B078X1X1XC?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B078X1X1XC +Gigabyte GeForce GTX 1070 Ti Gaming 8G,$477.01 USD,Gigabyte,GV-N107TGAMING-8GD,4719331302788,889523011850,280 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W,https://www.amazon.ca/Gigabyte-GeForce-1070-Gaming-GV-N107TGAMING-8GD/dp/B077P9HX2V?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B077P9HX2V +Gigabyte GeForce GTX 1070 Xtreme Gaming,,Gigabyte,GV-N1070XTREME-8GD,4719331323356,779184172932,287 mm,2.5,1,1,1,3,1,0,1873 MHz,8 GB,MHz,150 W, +Gigabyte GeForce GTX 1080 Aorus 8G,,Gigabyte,GV-N1080AORUS-8GD (Rev. 2),4719331302399,889523010778,287 mm,2.5,2,0,0,0,0,0,1847 MHz,8 GB,5 MHz,180 W, +Gigabyte GeForce GTX 1080 Aorus Xtreme 8G,,Gigabyte,GV-N1080AORUS X-8GD,4719331301194,889523008980,293 mm,2.5,2,0,1,3,1,0,1898 MHz,8 GB,MHz,180 W, +Gigabyte GeForce GTX 1080 Aorus Xtreme 8G 11 Gbps,,Gigabyte,GV-N1080AORUS X11-8GD,4719331301460,,293 mm,2.5,2,0,2,2,1,0,1898 MHz,8 GB,5500 MHz,180 W, +Gigabyte GeForce GTX 1080 G1 Gaming,$667.87 USD,Gigabyte,GV-N1080G1 GAMING-8GD,4719331322168,889523006009,286 mm,2.0,1,0,0,0,0,0,1860 MHz,8 GB,,180 W,https://www.amazon.ca/Gigabyte-GeForce-GV-N1080G1-GAMING-8GD-Graphics/dp/B01GJEE9BG?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GJEE9BG +Gigabyte GeForce GTX 1080 Mini ITX 8G,$426.97 USD,Gigabyte,GV-N1080IX-8GD,4719331302573,779184172925,163 mm,2.0,1,0,0,0,0,0,1607 MHz,8 GB,10 MHz,180 W,https://www.amazon.ca/Gigabyte-GeForce-GDDR5-Graphics-GV-N1070IXOC-8GD/dp/B01JD2OSX0?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01JD2OSX0 +Gigabyte GeForce GTX 1080 Ti Aorus 11G,$863.47 USD,Gigabyte,GV-N108TAORUS-11GD,4719331301385,,293 mm,2.5,2,0,0,0,0,0,1683 MHz,11 GB,5 MHz,250 W,https://www.amazon.ca/Gigabyte-AORUS-GeForce-Graphic-GV-N108TAORUS-11GD/dp/B06XXJMF19?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XXJMF19 +Gigabyte GeForce GTX 1080 Ti Aorus Xtreme 11G,$863.47 USD,Gigabyte,GV-N108TAORUS X-11GD,4719331301392,889523009710,293 mm,2.5,2,0,0,0,0,0,1721 MHz,11 GB,16 MHz,250 W,https://www.amazon.ca/Gigabyte-AORUS-GeForce-Graphic-GV-N108TAORUS-11GD/dp/B06XXJMF19?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XXJMF19 +Gigabyte GeForce GTX 1080 Ti Founders Edition,,Gigabyte,GV-N108TD5X-B,4719331301286,889523009475,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +Gigabyte GeForce GTX 1080 Ti Gaming OC,$874.56 USD,Gigabyte,GV-N108TGAMING OC-11GD,4719331301408,889523009734,280 mm,2.0,1,1,0,0,0,0,1632 MHz,11 GB,5 MHz,250 W,https://www.amazon.ca/Gigabyte-GeForce-Graphic-GV-N108TGAMING-OC-11GD/dp/B06XXJMDTM?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XXJMDTM +Gigabyte GeForce GTX 1080 Ti Gaming OC Black,$663.71 USD,Gigabyte,GV-N108TGAMINGOC BLACK-11GD,4719331302313,889523010747,280 mm,2.0,1,1,0,0,0,0,1632 MHz,11 GB,5 MHz,250 W,https://www.amazon.ca/Gigabyte-GV-N108TGAMINGOC-BLACK-11GD-GeForce-Graphic/dp/B074PL43GQ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B074PL43GQ +Gigabyte GeForce GTX 1080 Ti Turbo,$725.37 USD,Gigabyte,GV-N108TTURBO-11GD,4719331301729,889523010518,270 mm,2.0,1,1,0,0,0,0,1582 MHz,11 GB,5 MHz,250 W,https://www.amazon.ca/Gigabyte-GV-N108TTURBO-11GD-AORUS-GeForce-Graphic/dp/B07317Q3RJ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07317Q3RJ +Gigabyte GeForce GTX 1080 Ti Waterforce W Xtreme 11G,$797.91 USD,Gigabyte,GV-N108TAORUSX W-11GD,4719331301804,889523010587,266.7 mm,2.5,2,0,0,0,0,0,1721 MHz,11 GB,16 MHz,250 W,https://www.amazon.ca/Gigabyte-GV-N108TAORUSX-W-11GD-GeForce-Waterforce/dp/B073D584Z1?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B073D584Z1 +Gigabyte GeForce GTX 1080 WindForce OC 8G,$578.41 USD,Gigabyte,GV-N1080WF3OC-8GD,4719331328290,889523006405,280 mm,2.0,1,0,0,0,0,0,1860 MHz,8 GB,,180 W,https://www.amazon.ca/Gigabyte-GeForce-Windforce-GV-N1080WF3OC-8GD-Graphics/dp/B01IR6LMLO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IR6LMLO +Gigabyte GeForce GTX 1080 Xtreme Gaming Premium Pack,,Gigabyte,GV-N1080XTREME-8GD-PP,4719331324223,889523006245,295 mm,2.5,2,0,1,3,1,0,1898 MHz,8 GB,MHz,180 W, +Gigabyte GeForce GTX 1080 Xtreme Gaming Water Cooling,$557.6 USD,Gigabyte,GV-N1080XTREME W-8GD,4719331325152,889523007198,264 mm,2.0,2,0,1,3,1,0,1898 MHz,8 GB,MHz,180 W,https://www.amazon.ca/Gigabyte-Geforce-Premium-2-0-N1080XTREME-8GD-PPR2/dp/B06XPGTD4R?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XPGTD4R +Gigabyte GeForce GTX 1650 D6 OC,$168.28 USD,Gigabyte,GV-N1656OC-4GD 2.0,4719331306922,889523023464,172 mm,2.0,0,1,1,1,1,0,1635 MHz,4 GB,12000 MHz,75 W,https://www.amazon.ca/dp/B08BNRR5SJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1650 D6 WindForce OC,,Gigabyte,GV-N1656WF2OC-4GD,4719331306588,,191 mm,2.0,0,0,1,1,0,0,1650 MHz,4 GB,12000 MHz,75 W, +Gigabyte GeForce GTX 1650 Gaming OC 4G (Rev. 2.0),,Gigabyte,GV-N1650GAMING OC-4GD (REV 2.0),4719331304843,,265 mm,2.0,0,1,3,1,0,0,1860 MHz,4 GB,8000 MHz,105 W, +"Gigabyte GeForce GTX 1650 Mini ITX OC 4G, 4096 MB GDDR5",,Gigabyte,GV-N1650IXOC-4GD,4719331304638,889523017005,152 mm,2.0,0,0,1,1,0,0,1680 MHz,4 GB,8000 MHz,75 W, +"Gigabyte GeForce GTX 1650 OC 4G, 4096 MB GDDR5",$163.2 USD,Gigabyte,GV-N1650OC-4GD,4719331304645,889523017012,191 mm,2.0,0,0,1,1,0,0,1710 MHz,4 GB,8000 MHz,75 W,https://www.amazon.ca/dp/B07QHGKC2D?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1650 Super OC,,Gigabyte,GV-N165SOC-4GD,4719331306410,,172 mm,2.0,0,1,1,1,1,0,1740 MHz,4 GB,12000 MHz,100 W, +"Gigabyte GeForce GTX 1650 WindForce OC 4G, 4096 MB GDDR5",$174.08 USD,Gigabyte,GV-N1650WF2OC-4GD,4719331304621,889523016992,229 mm,2.0,0,0,1,1,0,0,1785 MHz,4 GB,8000 MHz,90 W,https://www.amazon.ca/dp/B07QF6NH2S?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1660 Gaming,,Gigabyte,GV-N1660GAMING-6GD,4719331304546,,280 mm,2.0,1,0,1,3,0,0,1785 MHz,6 GB,8002 MHz,120 W, +Gigabyte GeForce GTX 1660 Gaming OC,$280.89 USD,Gigabyte,GV-N1660GAMING OC-6GD,4719331304492,889523016732,280 mm,2.0,1,0,1,3,0,0,1860 MHz,6 GB,8000 MHz,120 W,https://www.amazon.ca/dp/B07P689CXR?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1660 OC,$224.86 USD,Gigabyte,GV-N1660OC-6GD,4719331304485,889523016725,224 mm,2.0,1,0,1,3,0,0,1830 MHz,6 GB,8000 MHz,120 W,https://www.amazon.ca/dp/B07P76G428?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1660 Super Gaming OC,$271.75 USD,Gigabyte,GV-N166SGAMING OC-6GD,4719331305932,889523019702,280 mm,2.0,1,0,1,3,0,0,MHz,6 GB,14000 MHz,125 W,https://www.amazon.ca/dp/B07YYZD17M?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1660 Super OC,$267.47 USD,Gigabyte,GV-N166SOC-6GD,4719331305888,889523019658,224 mm,2.0,1,0,1,3,0,0,MHz,6 GB,14000 MHz,125 W,https://www.amazon.ca/dp/B07YYZGM51?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1660 Ti Gaming OC 6G,$295.86 USD,Gigabyte,GV-N166TGAMING OC-6GD,4719331304553,889523016824,280 mm,2.0,1,0,1,1,0,0,1860 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/GIGABYTE-DisplayPort-Windforce-Gv-N166TGAMING-OC-6GD/dp/B07NJPKRMZ?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07NJPKRMZ +Gigabyte GeForce GTX 1660 Ti Mini ITX OC 6G,$302.12 USD,Gigabyte,GV-N166TIXOC-6GD,4719331304461,889523016589,170 mm,2.0,1,0,1,1,0,0,1785 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/GIGABYTE-GeForce-DisplayPort-Windforce-Gv-N166TIXOC-6GD/dp/B07NJQLYHH?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07NJQLYHH +Gigabyte GeForce GTX 1660 Ti OC 6G,$288.69 USD,Gigabyte,GV-N166TOC-6GD,4719331304454,889523016572,225.65 mm,2.0,1,0,1,1,0,0,1800 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/dp/B07NJPKZQG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce GTX 1660 Ti WindForce OC 6G,$298.84 USD,Gigabyte,GV-N166TWF2OC-6GD,4719331304447,889523016565,264.9 mm,2.0,1,0,1,1,0,0,1845 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/GIGABYTE-GeForce-Windforce-DisplayPort-Gv-N166TWF2OC-6GD/dp/B07NJQLQWP?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07NJQLQWP +Gigabyte GeForce GTX 690,,Gigabyte,GV-N690D5-4GD-B,4719331316273,,279 mm,2.0,2,0,0,1,3,0,915 MHz,4 GB,1502 MHz,300 W, +Gigabyte GeForce RTX 2060 D6,$329.34 USD,Gigabyte,GV-N2060D6-6GD 2.0,4719331309190,889523028438,225.6 mm,2.0,1,0,1,3,0,0,1680 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B083HYPDL4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2060 Gaming OC 6G,$389.72 USD,Gigabyte,GV-N2060GAMING OC-6GD,4719331304249,889523016183,280 mm,2.5,1,0,1,3,0,0,1830 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/Gigabyte-GeForce-Graphic-GV-N2060GAMING-OC-6GD/dp/B07MHSMY8P?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MHSMY8P +Gigabyte GeForce RTX 2060 Gaming OC Pro 6G,$389.57 USD,Gigabyte,GV-N2060GAMINGOC PRO-6GD,4719331304386,,280.35 mm,2.0,1,0,1,3,0,0,1830 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/GIGABYTE-GeForce-Graphics-Windforce-GV-N2060GAMINGOC/dp/B07MVZG7Z9?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MVZG7Z9 +Gigabyte GeForce RTX 2060 Mini ITX OC 6G,$374.29 USD,Gigabyte,GV-N2060IXOC-6GD,4719331304270,889523016213,170 mm,2.0,1,0,1,3,0,0,1695 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/Gigabyte-GeForce-Graphics-192-bit-GV-N2060IXOC-6GD/dp/B07M6VMTRQ?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07M6VMTRQ +Gigabyte GeForce RTX 2060 OC 6G,,Gigabyte,GV-N2060OC-6GD,4719331304263,889523016206,225.65 mm,2.0,1,0,1,3,0,0,1755 MHz,6 GB,14000 MHz,160 W, +Gigabyte GeForce RTX 2060 Super Gaming OC,$419.59 USD,Gigabyte,GV-N206SGAMING OC-8GC,4719331304959,889523018552,280.35 mm,2.0,1,1,1,1,0,0,1815 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/GIGABYTE-Graphics-Windforce-GV-N206SGAMING-OC-8GC/dp/B07TS5BQ2R?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07TS5BQ2R +Gigabyte GeForce RTX 2060 Super Gaming OC 3X 8G White,$452.22 USD,Gigabyte,GV-N206SGAMINGOC WHITE-8GD,4719331305376,889523018941,280.35 mm,2.0,1,0,1,3,0,0,1815 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07VRLFF97?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2060 Super Gaming OC 3X White 8G (Rev. 2.0),,Gigabyte,GV-N206SGAMINGOC WHITE-8GD 2.0,4719331306373,,280.35 mm,2.0,1,0,1,3,0,0,1710 MHz,8 GB,14000 MHz,175 W, +Gigabyte GeForce RTX 2060 Super WindForce OC,,Gigabyte,GV-N206SWF2OC-8GD (Rev. 2),4719331305567,,265 mm,2.0,1,0,1,3,0,0,1860 MHz,8 GB,14000 MHz,175 W, +Gigabyte GeForce RTX 2060 WindForce OC 6G,$373.19 USD,Gigabyte,GV-N2060WF2OC-6GD,4719331304256,889523016190,264.9 mm,2.0,1,0,1,3,0,0,1770 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/Gigabyte-GeForce-Windforce-Graphics-GV-N2060WF2OC-6GD/dp/B07MPMGKXJ?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MPMGKXJ +Gigabyte GeForce RTX 2070 Super Gaming OC 3X,$589.94 USD,Gigabyte,GV-N207SGAMING OC-8GD,4719331305543,889523019160,286.5 mm,2.5,1,1,1,3,0,0,1815 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07WN6WB4G?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2070 Super Gaming OC 3X 8G White,,Gigabyte,GV-N207SGAMINGOC WHITE-8GD,4719331305604,,286.5 mm,2.5,1,1,1,1,0,0,1815 MHz,8 GB,14000 MHz,260 W, +Gigabyte GeForce RTX 2070 Super Windforce OC 3X,$514.2 USD,Gigabyte,GV-N207SWF3OC-8GD,4719331305505,889523019122,286 mm,2.5,1,1,1,3,0,0,1785 MHz,8 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07WN6RVHH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2070 Windforce 2X 8G 3.,,Gigabyte,GV-N2070WF2-8GD 3.0,4719331305956,,266.7 mm,2.0,1,0,1,3,0,0,1620 MHz,8 GB,14000 MHz,175 W, +Gigabyte GeForce RTX 2080 Gaming OC,$808.39 USD,Gigabyte,GV-N2080GAMING OC-8GC,4719331303594,889523014981,286.5 mm,5.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/dp/B07GHQZF7W?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2080 Super Gaming OC,,Gigabyte,GV-N208SGAMING OC-8GC (Rev. 2),4719331305611,,286.5 mm,2.5,1,1,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +Gigabyte GeForce RTX 2080 Super Gaming OC Waterforce WB,,Gigabyte,GV-N208SGAMINGOC WB-8GD,4719331306281,,267 mm,2.0,1,1,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +Gigabyte GeForce RTX 2080 Super Gaming OC White,$736.65 USD,Gigabyte,GV-N208SGAMINGOC WHITE-8GD,4719331305963,889523019733,286.5 mm,2.5,1,1,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B081W3L1SP?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2080 Super Turbo,$752.93 USD,Gigabyte,GV-N208STURBO-8GC,4719331305314,889523018828,272 mm,2.0,1,1,1,3,0,0,1815 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B07V1DJ9KG?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2080 Ti Gaming OC,$1239.57 USD,Gigabyte,GV-N208TGAMING OC-11GC,4719331303563,889523014998,286.5 mm,2.5,2,0,1,3,0,0,1650 MHz,11 GB,14000 MHz,250 W,https://www.amazon.ca/dp/B07GJKR7RW?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte GeForce RTX 2080 Ti Turbo 11G (rev. 2.0),,Gigabyte,GV-N208TTURBO-11GC REV2.0,4719331304782,,267.2 mm,2.0,2,0,1,0,0,0,1545 MHz,11 GB,14000 MHz,250 W, +Gigabyte GeForce RTX 2080 Ti Turbo OC 1,,Gigabyte,GV-N208TTURBO OC-11GC,4719331303686,,272 mm,2.0,2,0,1,3,0,0,1620 MHz,11 GB,14000 MHz,285 W, +Gigabyte GeForce RTX 2080 Ti Turbo OC 11G (Rev. 2.0),,Gigabyte,GV-N208TTURBO OC-11GC (Rev. 2.0),4719331305628,,272 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,250 W, +Gigabyte GeForce RTX 2080 Ti WindForce 1,,Gigabyte,GV-N208TWF3-11GC,4719331303815,,280.35 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,250 W, +Gigabyte GeForce RTX 2080 Ti WindForce OC 11G,,Gigabyte,GV-N208TWF3OC-11GC,4719331303570,,280.35 mm,2.0,2,0,1,3,0,0,MHz,11 GB,14000 MHz,260 W, +Gigabyte GeForce RTX 2080 WindForce OC 8G,$788.8 USD,Gigabyte,GV-N2080WF3OC-8GC,4719331303587,,280.35 mm,2.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/GIGABYTE-GeForce-WINDFORCE-Graphic-GV-N2080WF3OC-8GC/dp/B07GJ3Z8W2?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07GJ3Z8W2 +GIGABYTE GeForce RTX 3060 Windforce OC,,Gigabyte,GV-N3060WF2OC-12GD,4719331311193,,198 mm,2.0,1,0,2,2,0,0,1792 MHz,12 GB,15000 MHz,170 W, +Gigabyte GeForce RTX 3080 Eagle,,Gigabyte,GV-N3080EAGLE-12GD,4719331310585,889523031353,320 mm,3.0,2,0,2,3,0,0,MHz,12 GB,19000 MHz,350 W, +Gigabyte GeForce RTX 3080 Gaming OC,,Gigabyte,GV-N3080GAMING OC-12GD,4719331310592,889523031360,320 mm,3.0,2,0,2,3,0,0,MHz,12 GB,19000 MHz,350 W, +GIGABYTE GeForce RTX 4060 Ti Aero OC,,Gigabyte,GV-N406TAERO OC-16GD,4719331314347,,281 mm,2.5,1,0,2,2,0,0,2580 MHz,16 GB,18000 MHz,160 W, +GIGABYTE GeForce RTX 4060 Ti Gaming OC,,Gigabyte,GV-N406TGAMING OC-16GD,4719331314330,,281 mm,2.5,1,0,2,2,0,0,2595 MHz,16 GB,18000 MHz,160 W, +Gigabyte GT 730,$77.97 USD,Gigabyte,GV-N730D5-2GL,0889523010556,,150 mm,1.0,0,0,1,0,1,0,902 MHz,2 GB,5000 MHz,38 W,https://www.amazon.ca/Gigabyte-GeForce-Graphic-Cards-GV-N730D5-2GL/dp/B076CBB8CV?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076CBB8CV +GIGABYTE GTX 770 WindForce 3X OC,,Gigabyte,GV-N770OC-4GD,7887117144802,,292 mm,2.0,2,0,1,1,1,1,1189 MHz,4 GB,7012 MHz,230 W, +Gigabyte GTX 980 Ti Gaming G1,,Gigabyte,GV-N98TG1 GAMING-6GD,7290105135728,,296 mm,2.0,2,0,1,3,1,1,1279 MHz,6 GB,7010 MHz,250 W, +Gigabyte HD 7950 Windforce,,Gigabyte,GV-R795WF3-3GD,4719331350222,,285 mm,2.0,0,2,1,2,1,0,900 MHz,3 GB,5000 MHz,200 W, +Gigabyte HD 7970 Windforce 3X OC,,Gigabyte,GV-R797OC-3GD,0163121213732,,285 mm,2.0,1,1,1,2,1,0,1000 MHz,3 GB,5500 MHz,250 W, +Gigabyte Radeon HD 7990,,Gigabyte,GV-R799D5-6GD-B,4719331316358,,320 mm,2.0,2,0,0,4,1,0,950 MHz,3 GB,1500 MHz,375 W, +Gigabyte Radeon RX 460 WindForce OC 2G,,Gigabyte,GV-RX460WF2OC-2GD,4719331330286,889523006689,216 mm,2.0,0,0,1,1,1,0,1210 MHz,2 GB,3500 MHz,75 W, +Gigabyte Radeon RX 460 WindForce OC 4G,,Gigabyte,GV-RX460WF2OC-4GD,4719331330279,889523006672,191 mm,2.0,0,0,1,1,1,0,1212 MHz,4 GB,3500 MHz,75 W, +Gigabyte Radeon RX 550 2G,$99.99 USD,Gigabyte,GV-RX550D5-2GD,4719331301323,889523009635,170 mm,2.0,0,0,0,0,0,0,MHz,2 GB,,50 W,https://www.amazon.ca/Gigabyte-Radeon-Graphic-Cards-GV-RX550D5-2GD/dp/B06Y43NJ3D?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y43NJ3D +Gigabyte Radeon RX 550 Gaming OC 2G,,Gigabyte,GV-RX550GAMING OC-2GD,4719331301330,889523009642,191 mm,2.0,0,0,1,1,1,0,MHz,2 GB,3500 MHz,65 W, +Gigabyte Radeon RX 5500 XT Gaming OC,,Gigabyte,GV-R55XTGAMING OC-8GD,4719331306397,,281 mm,2.0,1,0,1,3,0,0,1845 MHz,8 GB,,130 W, +Gigabyte Radeon RX 5500 XT Gaming OC,,Gigabyte,GV-R55XTGAMING OC-4GD,4719331306434,,281 mm,2.0,1,0,1,3,0,0,1845 MHz,4 GB,,130 W, +Gigabyte Radeon RX 5500 XT OC,,Gigabyte,GV-R55XTOC-8GD,4719331306380,,225 mm,2.0,1,0,1,3,0,0,1845 MHz,8 GB,,110 W, +Gigabyte Radeon RX 5500 XT OC,,Gigabyte,GV-R55XTOC-4GD,4719331306427,,225 mm,2.0,1,0,1,3,0,0,1845 MHz,4 GB,,110 W, +Gigabyte Radeon RX 560 Gaming OC 2G,,Gigabyte,GV-RX560GAMING OC-2GD,4719331301552,889523010143,190 mm,2.0,0,1,0,0,0,0,MHz,2 GB,,90 W, +Gigabyte Radeon RX 560 Gaming OC 4G,$175.21 USD,Gigabyte,GV-RX560GAMING OC-4GD,4719331301828,889523010648,190 mm,2.0,0,1,0,0,0,0,MHz,4 GB,,90 W,https://www.amazon.ca/Gigabyte-Radeon-Gaming-REv2-0-GV-RX560GAMING/dp/B0762PP97W?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B0762PP97W +Gigabyte Radeon RX 560 OC 4G,,Gigabyte,GV-RX560OC-4GD,4719331301811,889523010617,170 mm,2.0,0,1,0,0,0,0,MHz,4 GB,,80 W, +Gigabyte Radeon RX 5600 XT Gaming OC,$316.26 USD,Gigabyte,GV-R56XTGAMING OC-6GD,4719331306441,889523020739,279.85 mm,2.5,1,0,1,3,0,0,1620 MHz,6 GB,,150 W,https://www.amazon.ca/dp/B083X25J8C?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 5600 XT Windforce OC,$320.52 USD,Gigabyte,GV-R56XTWF2OC-6GD,4719331306496,889523021149,228 mm,2.0,1,0,1,3,0,0,MHz,6 GB,,150 W,https://www.amazon.ca/dp/B083YJFHFH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 570 Aorus 4G,$328.15 USD,Gigabyte,GV-RX570AORUS-4GD,4719331301415,889523009741,232 mm,2.0,1,0,0,0,0,0,1280 MHz,4 GB,,120 W,https://www.amazon.ca/Gigabyte-AORUS-Radeon-Graphic-GV-RX570AORUS-4GD/dp/B06Y43ZKFF?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y43ZKFF +Gigabyte Radeon RX 570 Gaming 4G,$160.4 USD,Gigabyte,GV-RX570GAMING-4GD,4719331301347,889523009659,232 mm,2.0,1,0,0,0,0,0,1244 MHz,4 GB,,120 W,https://www.amazon.ca/Gigabyte-Radeon-Gaming-Graphic-GV-RX570GAMING-4GD/dp/B06Y3RT952?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y3RT952 +Gigabyte Radeon RX 5700,$342.4 USD,Gigabyte,GV-R57-8GD-B,4719331305161,889523018606,270 mm,2.0,1,1,1,3,0,0,1725 MHz,8 GB,,180 W,https://www.amazon.ca/GIGABYTE-Radeon-Graphics-256-Bit-GV-R57-8GD-B/dp/B07T86GSGK?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07T86GSGK +Gigabyte Radeon RX 5700 Gaming OC,,Gigabyte,GV-R57GAMING OC-8GD,4719331305406,,279.85 mm,2.0,1,0,1,3,0,0,1750 MHz,8 GB,,180 W, +Gigabyte Radeon RX 5700 XT,$429.47 USD,Gigabyte,GV-R57XT-8GD-B,4719331305178,889523018613,270 mm,2.0,1,1,1,3,0,0,1905 MHz,8 GB,,225 W,https://www.amazon.ca/GIGABYTE-256-Bit-Express-DirectX-Gv-R57XT-8GD-B/dp/B07TFMDJK7?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07TFMDJK7 +Gigabyte Radeon RX 5700 XT Gaming OC,$404.75 USD,Gigabyte,GV-R57XTGAMING OC-8GD,4719331305383,889523019047,279.85 mm,2.5,1,1,1,3,0,0,1905 MHz,8 GB,,180 W,https://www.amazon.ca/dp/B07W95D5V3?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 5700 XT Gaming OC Rev 2.0,,Gigabyte,GV-R57XTGAMING OC-8GD 2.0,4719331306991,,280 mm,2.5,1,1,1,3,0,0,1905 MHz,8 GB,14000 MHz,180 W, +Gigabyte Radeon RX 580 Aorus 4G,$344.65 USD,Gigabyte,GV-RX580AORUS-4GD,4719331301361,889523009697,232 mm,2.0,1,0,1,3,1,0,1365 MHz,4 GB,7000 MHz,185 W,https://www.amazon.ca/dp/B06Y3V1K81?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 580 Aorus 8G,$364.68 USD,Gigabyte,GV-RX580AORUS-8GD,4719331301354,889523009666,232 mm,2.0,1,0,1,3,1,0,1365 MHz,8 GB,8000 MHz,185 W,https://www.amazon.ca/dp/B06Y46X4L9?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 580 Aorus XTR 8G,,Gigabyte,GV-RX580XTRAORUS-8GD,4719331301422,,275.5 mm,2.0,1,0,1,3,1,0,MHz,8 GB,4000 MHz,185 W, +Gigabyte Radeon RX 580 Gaming 4G,$330.26 USD,Gigabyte,GV-RX580GAMING-4GD,4719331301446,889523009840,232 mm,2.0,1,0,1,3,1,0,1340 MHz,4 GB,7000 MHz,185 W,https://www.amazon.ca/dp/B06Y44TWF3?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX 580 Gaming 8G,$244.47 USD,Gigabyte,GV-RX580GAMING-8GD,4719331301439,889523009833,232 mm,2.0,1,0,1,3,1,0,1340 MHz,8 GB,8000 MHz,185 W,https://www.amazon.ca/Gigabyte-Radeon-Gaming-Graphic-GV-RX580GAMING-8GD/dp/B06Y3ZQPY6?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y3ZQPY6 +Gigabyte Radeon RX 590 Gaming 8G (Rev. 2.0),,Gigabyte,GV-RX590GAMING-8GD 2.0,4719331305772,,232 mm,2.0,1,0,1,3,0,0,1545 MHz,8 GB,8000 MHz,175 W, +Gigabyte Radeon RX 6400 D6 Low Profile,,Gigabyte,GV-R64D6-4GL,4719331310530,,182 mm,2.0,0,0,1,1,0,0,2321 MHz,4 GB,,53 W, +Gigabyte Radeon RX 6400 Eagle,,Gigabyte,GV-R64EAGLE-4GD,4719331310547,,192 mm,2.0,0,0,1,1,0,0,2321 MHz,4 GB,,53 W, +GIGABYTE Radeon RX 7900 XT Gaming OC,,Gigabyte,GV-R79XTGAMING OC-20GD,4719331312367,,331 mm,2.5,2,0,2,2,0,0,2535 MHz,20 GB,20000 MHz,320 W, +GIGABYTE Radeon RX 7900 XTX Gaming OC,,Gigabyte,GV-R79XTXGAMING OC-24GD,4719331312626,,331 mm,2.5,2,0,2,2,0,0,2525 MHz,24 GB,20000 MHz,355 W, +Gigabyte Radeon RX Vega 56 8G,,Gigabyte,GV-RXVEGA56-8GD-B,4719331302689,889523011270,272 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1600 MHz,250 W, +Gigabyte Radeon RX Vega 56 Gaming OC,$306.1 USD,Gigabyte,GV-RXVEGA56GAMING OC-8GD,4719331302924,,273.8 mm,2.5,2,0,3,3,0,0,1501 MHz,8 GB,800 MHz,250 W,https://www.amazon.ca/Gigabyte-Radeon-Gaming-Graphic-GV-RXVEGA56GAMING/dp/B079LT39Z7?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B079LT39Z7 +Gigabyte Radeon RX Vega 64 8G,,Gigabyte,GV-RXVEGA64-8GD-B,4719331302559,889523011201,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +Gigabyte Radeon RX Vega 64 Gaming OC,$701.82 USD,Gigabyte,GV-RXVEGA64GAMING OC-8GD,4719331302771,889523011652,273.8 mm,2.5,2,0,3,3,0,0,1560 MHz,8 GB,945 MHz,300 W,https://www.amazon.ca/dp/B079MFMQ8D?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Gigabyte Radeon RX Vega 64 Silver 8G,,Gigabyte,GV-RXVEGA64SIL-8GD-B,4719331302580,,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +Gigabyte Radeon RX Vega 64 Watercooling 8G,,Gigabyte,GV-RXVEGA64X W-8GD-B,4719331302566,889523011218,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +Gigabyte Radeon VII,$741.99 USD,Gigabyte,GV-RVEGA20-16GD-B,4719331304508,,280 mm,2.0,2,0,1,3,0,0,1750 MHz,16 GB,2000 MHz,300 W,https://www.amazon.ca/GIGABYTE-4096-Bit-Express-DirectX-Gv-RVEGA20-16GD-B/dp/B07N4NKHRT?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07N4NKHRT +GTX 780 iChill HerculeZ X3,,INNO3D,C78X-1SDN-L5HSX,0835168019171,,288 mm,2.0,1,1,1,1,1,1,1046 MHz,3 GB,6212 MHz,250 W, +HIS Radeon R7 240 iCooler,,HIS,H240F2G,4895139008630,,172 mm,1.0,0,0,1,0,1,1,730 MHz,2 GB,1800 MHz,30 W, +INNO3D GeForce GT 1030 0dB,,INNO3D,N1030-1SDV-E5BL,0835168022782,,167 mm,2.0,0,0,0,0,0,0,1468 MHz,2 GB,,30 W, +INNO3D GeForce GTX 1050 Compact Single Slot,,INNO3D,N10502-1SDV-E5CM,0835168022812,,211 mm,1.0,0,0,0,0,0,0,1455 MHz,2 GB,,75 W, +INNO3D GeForce GTX 1050 Compact X1,,INNO3D,N1050-1SDV-E5CM,0835168022423,,145 mm,2.0,0,0,0,0,0,0,1455 MHz,2 GB,4 MHz,75 W, +INNO3D GeForce GTX 1050 Ti Compact Single Slot,,INNO3D,N105T2-1SDV-M5CM,0835168022805,,211 mm,1.0,0,0,0,0,0,0,1392 MHz,4 GB,,75 W, +INNO3D GeForce GTX 1050 Ti Compact X1,,INNO3D,N105T-1SDV-M5CM,0835168022393,,145 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W, +INNO3D GeForce GTX 1050 Ti Twin X2,,INNO3D,N105T-1DDV-M5CM,0835168022416,,195 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W, +INNO3D GeForce GTX 1060 Gaming OC X2,,INNO3D,N1060-1SDN-N5GNX,0835168022133,,275 mm,2.0,1,0,0,0,0,0,1784 MHz,6 GB,,120 W, +INNO3D GeForce GTX 1060 iChill Black Edition,,INNO3D,C106B-1SDN-N5GNX,0835168022409,,266 mm,2.5,1,0,1,3,1,0,1784 MHz,6 GB,4100 MHz,120 W, +INNO3D GeForce GTX 1060 iChill X3,,INNO3D,C1060-1SDN-L5GNX,0835168022294,,302.2 mm,2.5,1,0,1,3,1,0,1784 MHz,3 GB,4100 MHz,120 W, +INNO3D GeForce GTX 1060 iChill X3,,INNO3D,C1060-1SDN-N5GNX,0835168022102,,302.2 mm,2.5,1,0,0,0,0,0,1784 MHz,6 GB,,120 W, +INNO3D GeForce GTX 1060 iChill X3 OC 9 Gbps,,INNO3D,C106XF-3SDN-N5GSX,0835168022720,,302.2 mm,2.5,1,0,1,1,2,0,1784 MHz,6 GB,4500 MHz,120 W, +INNO3D GeForce GTX 1060 iChill X3 V2,,INNO3D,C106F2-3SDN-N5GSX,0835168022638,,302.2 mm,2.5,1,0,0,0,0,0,1771 MHz,6 GB,,120 W, +INNO3D GeForce GTX 1060 Twin X2,,INNO3D,N106F-5SDN-N5GS,0835168022607,,218 mm,2.0,0,1,0,0,0,0,1708 MHz,6 GB,,120 W, +INNO3D GeForce GTX 1060 Twin X2,,INNO3D,N106F-2SDN-L5GS,0835168022317,,218 mm,2.0,0,1,0,0,0,0,1708 MHz,3 GB,,120 W, +INNO3D GeForce GTX 1070 Gaming OC,,INNO3D,N1070-1SDN-P5DNX,0835168021921,,275 mm,2.0,1,0,0,0,0,0,1746 MHz,8 GB,,150 W, +INNO3D GeForce GTX 1070 iChill X3,,INNO3D,C107V3-1SDN-P5DNX,0835168021952,,302.2 mm,2.5,1,0,0,0,0,0,1822 MHz,8 GB,,150 W, +INNO3D GeForce GTX 1070 iChill X4,,INNO3D,C107V4-1SDN-P5DNX,0835168021945,,302.2 mm,2.5,1,0,0,0,0,0,1822 MHz,8 GB,,150 W, +INNO3D GeForce GTX 1070 Ti iChill X3,,INNO3D,C107T3-1SDN-P5DN,0835168023017,,305.2 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +INNO3D GeForce GTX 1070 Ti iChill X4,,INNO3D,C107T4-1SDN-P5DN,0835168023000,,302.2 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +INNO3D GeForce GTX 1070 Ti Jet-Fan,,INNO3D,N107T-1DDN-P5DN,0835168023024,,266.7 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +INNO3D GeForce GTX 1070 Ti Twin X2,,INNO3D,N107T-1SDN-P5DN,0835168023031,,266 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +INNO3D GeForce GTX 1070 Twin X2,,INNO3D,N1070-2SDV-P5DS,0835168022966,,220 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,,150 W, +INNO3D GeForce GTX 1080 Founders Edition,,INNO3D,N1080-1DDN-P6DN,0835168021860,,266.7 mm,2.0,1,0,1,3,1,0,1733 MHz,8 GB,5000 MHz,180 W, +INNO3D GeForce GTX 1080 Gaming OC,,INNO3D,N1080-1SDN-P6DNX,0835168021877,,275 mm,2.0,1,0,0,0,0,0,1847 MHz,8 GB,,180 W, +INNO3D GeForce GTX 1080 iChill Black Edition,,INNO3D,C108B-3SDN-P6DNX,0835168021884,,266 mm,2.5,1,1,0,0,0,0,1898 MHz,8 GB,,180 W, +INNO3D GeForce GTX 1080 iChill X3,,INNO3D,C108V3-2SDN-P6DNX,0835168021907,,302.2 mm,3.0,1,1,0,0,0,0,1898 MHz,8 GB,,180 W, +INNO3D GeForce GTX 1080 iChill X3 11 Gbps,,INNO3D,C108X3-2SDN-P6DNX,0835168022713,,302.2 mm,2.5,1,1,0,0,0,0,MHz,8 GB,,180 W, +INNO3D GeForce GTX 1080 iChill X4,,INNO3D,C108V4-2SDN-P6DNX,0835168021891,,302.2 mm,2.5,1,1,0,0,0,0,1898 MHz,8 GB,,180 W, +INNO3D GeForce GTX 1080 iChill X4 11 Gbps,,INNO3D,C108X4-2SDN-P6DNX,0835168022706,,302.2 mm,2.5,1,1,0,0,0,0,MHz,8 GB,,180 W, +INNO3D GeForce GTX 1080 Ti Founders Edition,,INNO3D,N108T-1DDN-Q6MO,0835168022621,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +INNO3D GeForce GTX 1080 Ti Gaming OC,,INNO3D,N108T-1SDN-Q6MNX,0835168022652,,275 mm,2.0,1,1,0,0,0,0,1670 MHz,11 GB,,250 W, +INNO3D GeForce GTX 1080 Ti iChill Black Edition,,INNO3D,C108TB-1SDN-Q6MNX,0835168022683,,266 mm,2.5,1,1,0,0,0,0,1721 MHz,11 GB,8 MHz,250 W, +INNO3D GeForce GTX 1080 Ti iChill X3,,INNO3D,C108T3C-1SDN-Q6MNX,0835168022775,,302.5 mm,2.5,1,1,0,0,0,0,1683 MHz,11 GB,,250 W, +INNO3D GeForce GTX 1080 Ti iChill X3 Ultra,,INNO3D,C108T3-1SDN-Q6MNX,0835168022669,,302.2 mm,2.5,1,1,0,0,0,0,1721 MHz,11 GB,,250 W, +INNO3D GeForce GTX 1080 Ti iChill X4,,INNO3D,C108T4C-1SDN-Q6MNX,0835168022768,,302.5 mm,2.5,1,1,0,0,0,0,1683 MHz,11 GB,,250 W, +INNO3D GeForce GTX 1080 Ti iChill X4 Ultra,,INNO3D,C108T4-1SDN-Q6MNX,0835168022676,,302.2 mm,2.5,1,1,0,0,0,0,1721 MHz,11 GB,,250 W, +INNO3D GeForce GTX 1080 Ti Twin X2,,INNO3D,N108T-1SDN-Q6MN,0835168022645,,266 mm,2.0,1,1,0,0,0,0,1582 MHz,11 GB,,250 W, +INNO3D GeForce GTX 1650 Compact,,INNO3D,N16501-04D6-1177VA19,0835168001381,,160 mm,2.0,0,0,1,2,0,0,1590 MHz,4 GB,8000 MHz,75 W, +INNO3D GeForce GTX 1650 Super Compact X,,INNO3D,N165S1-04D6-1720VA29,0835168001329,,188 mm,2.0,0,1,1,1,1,0,1725 MHz,4 GB,12000 MHz,100 W, +INNO3D GeForce GTX 1650 Super Twin X2 OC,,INNO3D,N165S2-04D6X-1720VA31,0835168001312,,220.1 mm,2.0,0,1,1,1,1,0,1755 MHz,4 GB,12000 MHz,100 W, +INNO3D GeForce GTX 1650 Twin X2 OC,,INNO3D,N16502-04D6X-1177VA25,0835168001398,,196 mm,2.0,0,0,1,2,0,0,1620 MHz,4 GB,8000 MHz,75 W, +INNO3D GeForce GTX 1660 Super Compact,,INNO3D,N166S1-06D6-1712VA29,4895223101223,,188 mm,2.0,1,0,1,3,0,0,1785 MHz,6 GB,14000 MHz,120 W, +INNO3D GeForce GTX 1660 Super Twin X2,,INNO3D,N166SK-06D6,0835168001893,,220 mm,2.0,1,0,1,3,0,0,1785 MHz,6 GB,8000 MHz,125 W, +INNO3D GeForce GTX 1660 Ti Twin X2,,INNO3D,N166T2-06D6-1710VA15,0835168000544,,196 mm,2.0,1,0,1,1,0,0,1770 MHz,6 GB,12000 MHz,120 W, +INNO3D GeForce GTX 1660 Twin X2 LHR,,INNO3D,N16602-06D5-1521VA15L,4895223101391,,220 mm,2.0,1,0,1,3,0,0,1785 MHz,6 GB,8000 MHz,120 W, +INNO3D GeForce RTX 2060 Super Compact X,,INNO3D,N206S1-08D6-1710VA20,0835168001114,,186 mm,2.0,1,0,1,1,0,0,1650 MHz,8 GB,14000 MHz,175 W, +INNO3D GeForce RTX 2060 Super iChill X3 Ultra,,INNO3D,C206S3-08D6X-1731VA17,0835168001077,,302.2 mm,3.0,1,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,185 W, +INNO3D GeForce RTX 2060 Super Twin X2 OC,,INNO3D,N206S2-08D6X-1710VA15L,4895223101087,,220 mm,2.0,1,0,1,1,0,0,1665 MHz,8 GB,14000 MHz,175 W, +INNO3D GeForce RTX 2060 Twin X2,,INNO3D,N20602-06D6-1710VA23,0835168000520,,196 mm,2.0,1,0,0,3,0,0,1680 MHz,6 GB,14000 MHz,160 W, +INNO3D GeForce RTX 2070 Super iChill Black,,INNO3D,C207SB-08D6X-11800004,0835168001008,,272 mm,2.0,1,1,1,1,0,0,1905 MHz,8 GB,14000 MHz,255 W, +INNO3D GeForce RTX 2070 Super iChill Frostbite,,INNO3D,C207SB-08D6X-1180FROS,0835168001015,,266.7 mm,2.0,1,1,1,3,0,0,1905 MHz,8 GB,14000 MHz,260 W, +INNO3D GeForce RTX 2070 Super iChill X3 Ultra,,INNO3D,C207S3-08D6X-1780VA26,0835168001022,,300 mm,3.0,2,0,1,3,0,0,1905 MHz,8 GB,14000 MHz,255 W, +INNO3D GeForce RTX 2070 Super Jet,,INNO3D,N207S1-08D6-1180651,0835168001060,,268 mm,2.0,1,1,1,1,0,0,1770 MHz,8 GB,14000 MHz,215 W, +INNO3D GeForce RTX 2070 Super Twin X2 OC,,INNO3D,N207S2-08D6X-11801167,0835168001053,,268 mm,2.5,1,1,1,3,0,0,1785 MHz,8 GB,14000 MHz,215 W, +INNO3D GeForce RTX 2070 Twin X2,,INNO3D,N20702-08D6-1160VA22,4895223100318,,196 mm,2.0,1,0,1,2,1,0,1620 MHz,8 GB,14000 MHz,210 W, +INNO3D GeForce RTX 2070 X2 OC,,INNO3D,N20702-08D6X-2511683,4895223100301,,268 mm,2.0,1,1,1,2,0,0,1755 MHz,8 GB,14000 MHz,220 W, +INNO3D GeForce RTX 2080 Super iChill Black Edition,,INNO3D,C208SB-08D6X-11800004,0835168000933,,272 mm,2.0,1,1,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +INNO3D GeForce RTX 2080 Super iChill Frostbite,,INNO3D,C208SB-08D6X-1180FROS,0835168000940,,265 mm,2.0,1,1,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +INNO3D GeForce RTX 2080 Super iChill X3 Ultra,,INNO3D,C208S3-08D6X-1780VA26,0835168000957,,300 mm,3.0,1,1,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W, +INNO3D GeForce RTX 2080 Ti Gaming OC X,,INNO3D,N208T3-11D6X-1150VA24,4895223100158,,272 mm,2.0,2,0,1,3,0,0,1635 MHz,11 GB,14000 MHz,250 W, +INNO3D GeForce RTX 2080 Ti iChill Black Edition,,INNO3D,C208TB-11D6X-11500004,0835168000216,,272 mm,2.0,2,0,1,3,0,0,1695 MHz,11 GB,14000 MHz,335 W, +INNO3D GeForce RTX 2080 Ti iChill Frostbite,,INNO3D,C208TB-11D6X-1150FROS,0835168000186,,265 mm,2.0,2,0,1,1,0,0,1695 MHz,11 GB,14000 MHz,285 W, +INNO3D GeForce RTX 2080 Ti Jet,,INNO3D,N208T1-11D6-1150022,0835168000346,,268 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,250 W, +INNO3D GeForce RTX 2080 Ti Twin X,,INNO3D,N208T2-11D6-1150633,0835168000247,,268 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,285 W, +INNO3D GeForce RTX 2080 Ti X2 OC,,INNO3D,N208T2-11D6X-1150633,0835168000155,,268 mm,2.0,2,0,1,3,0,0,1590 MHz,11 GB,14000 MHz,0 W, +INNO3D GeForce RTX 2080 X2 OC,,INNO3D,N20802-08D6X-1180633,4895223100165,,268 mm,2.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W, +INNO3D GeForce RTX 3080 iChill Black LHR,,INNO3D,C3080B-106XX-1810003H,0835168002319,,226 mm,3.0,2,0,1,3,0,0,1770 MHz,10 GB,19000 MHz,340 W, +INNO3D GeForce RTX 3080 iChill X4 LHR,,INNO3D,C30804-126XX-1810VA36H,0835168002517,,300 mm,3.0,2,0,1,3,0,0,MHz,12 GB,19000 MHz,350 W, +INNO3D GeForce RTX 4060 Ti 16GB Twin X2 OC,,INNO3D,N406T2-16D6X-178055N,0835168003484,,250 mm,2.0,1,0,1,3,0,0,2595 MHz,16 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4060 Ti 16GB Twin X2 OC White,,INNO3D,N406T2-16D6X-178055W,0835168003491,,250 mm,2.0,1,0,1,3,0,0,2595 MHz,16 GB,18000 MHz,160 W, +INNO3D GeForce RTX 4070 Ti X3 OC White,,INNO3D,N407T3-126XX-186148W,4895223103494,,297 mm,2.0,0,0,1,3,0,0,2640 MHz,12 GB,21000 MHz,285 W, +KFA2 GeForce GTX 1050 Ti OC,,KFA2,50IQH8DSN8OK,4895147125053,,196 mm,2.0,0,1,0,0,0,0,1417 MHz,4 GB,4 MHz,75 W, +KFA2 GeForce GTX 1060 EXOC,,KFA2,60NRH7DVM6EK,4895147123592,,268 mm,2.0,0,1,0,0,0,0,1759 MHz,6 GB,4 MHz,120 W, +KFA2 GeForce GTX 1060 OC,,KFA2,60NRH7DSL9OK,4895147123905,,228 mm,2.0,0,1,0,0,0,0,1733 MHz,6 GB,4 MHz,120 W, +KFA2 GeForce GTX 1060 OC,,KFA2,60NNH7DSL9CK,4895147124070,,228 mm,2.0,0,1,0,0,0,0,1733 MHz,3 GB,4 MHz,120 W, +KFA2 GeForce GTX 1070 EXOC Sniper Black,,KFA2,70NSH6DHM9EK,4895147124483,,296 mm,2.0,1,1,0,0,0,0,1784 MHz,8 GB,,150 W, +KFA2 GeForce GTX 1070 Hall of Fame Edition,,KFA2,70NSH6DHL2SK,4895147123301,,317 mm,2.5,2,0,0,0,0,0,1822 MHz,8 GB,,150 W, +KFA2 GeForce GTX 1070 Katana Single Slot,,KFA2,70NSH6DS2HRK,4895147126500,,267 mm,1.0,1,0,0,0,0,0,1708 MHz,8 GB,,150 W, +KFA2 GeForce GTX 1070 OC Mini,,KFA2,70NSH6DVO5MK,4895147125862,,195 mm,2.0,1,0,0,0,0,0,1708 MHz,8 GB,,150 W, +KFA2 GeForce GTX 1080 EXOC,,KFA2,80NSJ6DHL4EK,4895147123141,,282 mm,2.0,1,1,0,0,0,0,1797 MHz,8 GB,,180 W, +KFA2 GeForce GTX 1080 Hall of Fame Edition,,KFA2,80NSJ6DHL2SK,4895147123240,,317 mm,2.5,2,0,0,0,0,0,1873 MHz,8 GB,,180 W, +KFA2 GeForce GTX 1080 Ti,,KFA2,80IUJBMDP9VK,4895147126449,,281 mm,2.0,1,1,0,0,0,0,1582 MHz,11 GB,,250 W, +KFA2 GeForce GTX 1080 Ti EXOC,,KFA2,80IUJBMDP0EK,4895147126425,,281 mm,2.0,1,1,0,0,0,0,1645 MHz,11 GB,,250 W, +KFA2 GeForce GTX 1080 Ti Hall Of Fame,,KFA2,80IUJBDHQ7FK,4895147126852,,327 mm,3.0,3,0,1,3,1,0,1683 MHz,11 GB,5500 MHz,250 W, +MSI GeForce GT 1030 2GH LP OC,,MSI,V809-2498R,4719072520113,,153 mm,2.0,0,0,0,0,0,0,1518 MHz,2 GB,4 MHz,30 W, +MSI GeForce GT 1030 2GHD4 LP OC,,MSI,V809-2825R,4719072561420,,153 mm,2.0,0,0,1,1,0,0,1430 MHz,2 GB,6008 MHz,30 W, +MSI GeForce GT 1030 Aero ITX 2GD4 OC,,MSI,V809-2824R,4719072561413,,147 mm,2.0,0,0,1,1,0,0,1518 MHz,2 GB,6008 MHz,30 W, +MSI GeForce GT 710 LP Passiv,,MSI,V809-2000R,4719072448233,,146 mm,1.0,0,0,1,0,1,1,954 MHz,2 GB,1600 MHz,19 W, +MSI GeForce GTX 1050 2G OC,,MSI,V809-2287R,4719072488017,,177 mm,2.0,0,0,1,1,0,1,1518 MHz,2 GB,3500 MHz,75 W, +MSI GeForce GTX 1050 2GT LP,,MSI,V809-2410R,4719072493493,,182 mm,2.0,0,0,0,0,0,0,1455 MHz,2 GB,4 MHz,75 W, +MSI GeForce GTX 1050 2GT OC,,MSI,V809-2286R,4719072488000,,215 mm,2.0,0,0,0,0,0,0,1518 MHz,2 GB,4 MHz,75 W, +MSI GeForce GTX 1050 Gaming X 2G,,MSI,V335-007R,4719072488772,,229 mm,2.0,0,1,0,0,0,0,1531 MHz,2 GB,MHz,75 W, +MSI GeForce GTX 1050 Ti 4G OC,,MSI,V809-2272R,4719072487058,,177 mm,2.0,0,0,1,1,0,1,1455 MHz,4 GB,3500 MHz,75 W, +MSI GeForce GTX 1050 Ti 4GT LP,,MSI,V809-2404R,4719072493912,,182 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,4 MHz,75 W, +MSI GeForce GTX 1050 Ti 4GT OC,$166.1 USD,MSI,V809-2277R,4719072487065,,215 mm,2.0,0,0,0,0,0,0,1455 MHz,4 GB,,75 W,https://www.amazon.ca/dp/B01MG3IX4F?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1050 Ti Gaming 4G,,MSI,V335-012R,4719072490591,,229 mm,2.0,0,1,0,0,0,0,1417 MHz,4 GB,MHz,75 W, +MSI GeForce GTX 1050 Ti Gaming X 4G,$151.59 USD,MSI,V335-001R,4719072487553,824142137420,229 mm,2.0,0,1,0,0,0,0,1468 MHz,4 GB,MHz,75 W,https://www.amazon.ca/dp/B01MA62JSZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1060 6GT OCV1,,MSI,V809-2234R,4719072479107,,247 mm,2.0,0,1,0,0,0,0,1759 MHz,6 GB,4 MHz,120 W, +MSI GeForce GTX 1060 Aero ITX 3G OC,,MSI,V328-088R,4719072506995,,175 mm,2.0,0,1,0,0,0,0,1759 MHz,3 GB,4 MHz,120 W, +MSI GeForce GTX 1060 Aero ITX 6G OC,,MSI,V328-086R,4719072506988,,175 mm,2.0,0,1,0,0,0,0,1759 MHz,6 GB,,120 W, +MSI GeForce GTX 1060 Armor 3G OCV1,,MSI,V328-024R,4719072479800,,279 mm,2.0,1,0,0,0,0,0,1759 MHz,3 GB,,120 W, +MSI GeForce GTX 1060 Armor 6G OCV1,,MSI,V328-023R,4719072479794,,279 mm,2.0,1,0,0,0,0,0,1759 MHz,6 GB,4 MHz,120 W, +MSI GeForce GTX 1060 Gaming 6G,,MSI,V328-012R,4719072474379,,277 mm,2.0,1,0,0,0,0,0,1746 MHz,6 GB,,120 W, +MSI GeForce GTX 1060 Gaming X 3G,,MSI,V328-014R,4719072474973,,277 mm,2.0,1,0,0,0,0,0,1809 MHz,3 GB,50 MHz,120 W, +MSI GeForce GTX 1060 Gaming X 6G,,MSI,V328-001R,4719072470364,,277 mm,2.0,1,0,0,0,0,0,1809 MHz,6 GB,50 MHz,120 W, +MSI GeForce GTX 1060 Gaming X+ 6G 9 Gbps,,MSI,V328-219R,4719072518509,,277 mm,2.0,1,0,2,2,1,0,1784 MHz,6 GB,4513 MHz,120 W, +MSI GeForce GTX 1070 Aero ITX 8G OC,,MSI,V330-090R,4719072509712,,175 mm,2.0,1,0,0,0,0,0,1721 MHz,8 GB,4 MHz,150 W, +MSI GeForce GTX 1070 Armor 8G OC,,MSI,V330-003R,4719072467432,,279 mm,2.0,1,0,0,0,0,0,1721 MHz,8 GB,4 MHz,150 W, +MSI GeForce GTX 1070 Gaming 8G,,MSI,V330-015R,4719072467821,,279 mm,2.0,1,1,1,3,1,0,1708 MHz,8 GB,4004 MHz,150 W, +MSI GeForce GTX 1070 Gaming X 8G,,MSI,V330-001R,4719072467418,,279 mm,2.0,1,1,0,0,0,0,1771 MHz,8 GB,MHz,150 W, +MSI GeForce GTX 1070 Gaming Z 8G,,MSI,V330-002R,4719072467425,,279 mm,2.0,1,1,0,0,0,0,1835 MHz,8 GB,MHz,150 W, +MSI GeForce GTX 1070 Quick Silver 8G OC,,MSI,V330-069R,4719072486631,,279 mm,2.0,1,1,1,3,1,0,1771 MHz,8 GB,MHz,150 W, +MSI GeForce GTX 1070 Sea Hawk X,,MSI,V330-012R,4719072467852,,270 mm,2.0,1,0,1,3,1,0,1771 MHz,8 GB,MHz,150 W, +MSI GeForce GTX 1070 Ti Aero 8G,,MSI,V330-235R,4719072549541,,269 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +MSI GeForce GTX 1070 Ti Armor 8G,,MSI,V330-223R,4719072548452,,279 mm,2.0,1,1,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +MSI GeForce GTX 1070 Ti Gaming 8G,,MSI,V330-237R,4719072549558,,279 mm,2.0,1,1,0,0,0,0,1683 MHz,8 GB,2 MHz,180 W, +MSI GeForce GTX 1080 Aero 8G OC,,MSI,V336-015R,4719072467838,,269 mm,2.0,1,0,0,0,0,0,1771 MHz,8 GB,5 MHz,180 W, +MSI GeForce GTX 1080 Armor 8G OC,,MSI,V336-004R,4719072467128,,279 mm,2.0,1,1,0,0,0,0,1797 MHz,8 GB,5 MHz,180 W, +MSI GeForce GTX 1080 Founders Edition,,MSI,V801-1289R,4719072465315,,266.7 mm,2.0,1,0,1,3,1,0,1733 MHz,8 GB,5000 MHz,180 W, +MSI GeForce GTX 1080 Gaming X 8G,,MSI,V336-001R,4719072467050,,279 mm,2.0,1,1,0,0,0,0,1822 MHz,8 GB,MHz,180 W, +MSI GeForce GTX 1080 Gaming X+ 8G 11 Gbps,,MSI,V336-060R,4719072517823,,277 mm,2.0,1,1,1,3,1,0,1822 MHz,8 GB,5555 MHz,180 W, +MSI GeForce GTX 1080 Gaming Z 8G,,MSI,V336-002R,4719072467067,,279 mm,2.0,1,1,0,0,0,0,1873 MHz,8 GB,MHz,180 W, +MSI GeForce GTX 1080 Sea Hawk X,,MSI,V336-014R,4719072467326,,270 mm,2.0,1,0,1,3,1,0,1847 MHz,8 GB,5054 MHz,180 W, +MSI GeForce GTX 1080 Ti Aero 11G OC,,MSI,V360-007R,4719072517847,,269 mm,2.0,1,1,0,0,0,0,1680 MHz,11 GB,8 MHz,250 W, +MSI GeForce GTX 1080 Ti Armor 11G OC,,MSI,V360-010R,4719072517861,,290 mm,2.0,1,1,0,0,0,0,1645 MHz,11 GB,8 MHz,250 W, +MSI GeForce GTX 1080 Ti Founders Edition,,MSI,V801-1401R,4719072515126,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +MSI GeForce GTX 1080 Ti Gaming X 11G,$779.02 USD,MSI,V360-001R,4719072517151,,290 mm,2.5,2,0,0,0,0,0,1657 MHz,11 GB,MHz,250 W,https://www.amazon.ca/dp/B06XVG7M23?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1080 Ti Gaming X Trio,,MSI,V360-047R,4719072546564,,320 mm,3.0,2,0,0,0,0,0,1657 MHz,11 GB,MHz,250 W, +MSI GeForce GTX 1080 Ti Sea Hawk EK X,,MSI,V360-037R,4719072519315,,277 mm,2.0,1,1,1,3,1,0,1657 MHz,11 GB,MHz,250 W, +MSI GeForce GTX 1080 Ti Sea Hawk X,,MSI,V360-009R,4719072517878,,270 mm,2.0,1,1,1,3,1,0,1657 MHz,11 GB,MHz,250 W, +MSI GeForce GTX 1650 Aero ITX 4G OC,,MSI,V809-3446R,4719072710439,,170 mm,2.0,0,0,1,1,1,0,1620 MHz,4 GB,6000 MHz,75 W, +MSI GeForce GTX 1650 Aero ITX OCV1,,MSI,V809-3610R,4719072744533,,171 mm,2.0,0,0,2,1,0,0,1620 MHz,4 GB,8000 MHz,75 W, +MSI GeForce GTX 1650 Gaming X,,MSI,V387-002R,4719072707859,,245 mm,2.0,0,1,1,2,0,0,1710 MHz,4 GB,6000 MHz,75 W, +"MSI GeForce GTX 1650 Gaming X 4G, 4096 MB GDDR5",$180.07 USD,MSI,V380-003R,4719072629298,,259 mm,2.0,0,0,1,1,0,0,1860 MHz,4 GB,8000 MHz,75 W,https://www.amazon.ca/dp/B07QTMRJTK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1650 Super Gaming X,,MSI,V385-003R,4719072687120,,248 mm,2.0,0,1,1,3,0,0,1755 MHz,4 GB,12000 MHz,100 W, +MSI GeForce GTX 1650 Ventus XS 4G OC,,MSI,V809-3445R,4719072710422,,178 mm,2.0,0,1,1,1,1,0,1620 MHz,4 GB,6000 MHz,75 W, +MSI GeForce GTX 1650 Ventus XS OCV1,$115.32 USD,MSI,V809-3609R,4719072744526,824142222973,179 mm,2.0,0,0,2,1,0,0,1620 MHz,4 GB,8000 MHz,75 W,https://www.amazon.ca/dp/B08J9CF57K?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1660 Gaming X,$250.45 USD,MSI,V379-001R,4719072626686,824142179925,247 mm,2.0,1,0,1,3,0,0,1860 MHz,6 GB,8000 MHz,130 W,https://www.amazon.ca/dp/B07P9G4QK1?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1660 Super Aero ITX OC,,MSI,V809-3262R,4719072679248,,179 mm,,1,0,1,1,1,0,1815 MHz,6 GB,14000 MHz,125 W, +MSI GeForce GTX 1660 Super Gaming X,,MSI,V375-282R,4719072681043,,247 mm,2.5,1,0,1,3,0,0,1830 MHz,6 GB,14000 MHz,125 W, +MSI GeForce GTX 1660 Super Ventus XS OC,$256.77 USD,MSI,V375-279R,4719072681852,824142200575,204 mm,2.0,1,0,1,3,0,0,1815 MHz,6 GB,14000 MHz,125 W,https://www.amazon.ca/dp/B07ZHDZ1K6?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1660 Ti Armor 6G OC,,MSI,V375-041R,4719072621971,824142178560,243 mm,2.0,1,0,1,1,0,0,1860 MHz,6 GB,12000 MHz,130 W, +MSI GeForce GTX 1660 Ti Gaming X 6G,$303.95 USD,MSI,V375-040R,4719072621964,824142178553,247 mm,,1,0,1,1,0,0,1875 MHz,6 GB,12000 MHz,130 W,https://www.amazon.ca/dp/B07N825Y1L?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 1660 Ti Ventus XS 6G,$283.96 USD,MSI,V375-032R,4719072622961,824142178843,204 mm,2.0,1,0,1,3,0,0,1830 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/dp/B07N824KNV?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce GTX 750 Ti 2GD5TLP,,MSI,V809-1662R,4719072363154,,165 mm,2.0,0,0,1,0,1,1,1085 MHz,2 GB,2700 MHz,60 W, +MSI Geforce RTX 2060 Super Gaming X,,MSI,V375-214R,4719072658694,,248 mm,2.5,1,0,1,3,0,0,1695 MHz,8 GB,14000 MHz,175 W, +MSI GeForce RTX 2060 Ventus GP 6G OC,$304.65 USD,MSI,V375-231R,4719072658731,824142191156,226 mm,2.0,1,0,1,3,0,0,1710 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/dp/B091PVFYXM?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 2070 Aero 8G,,MSI,V373-002R,4719072598747,,268 mm,2.0,1,1,1,3,0,0,1620 MHz,8 GB,14000 MHz,175 W, +MSI GeForce RTX 2070 Armor 8G,,MSI,V373-014R,4719072601072,,309 mm,5.0,1,1,1,3,0,0,1620 MHz,8 GB,14000 MHz,175 W, +MSI GeForce RTX 2070 Armor 8G OC,,MSI,V373-013R,4719072601065,,309 mm,5.0,1,1,1,3,0,0,1740 MHz,8 GB,14000 MHz,185 W, +MSI GeForce RTX 2070 Gaming Z 8G,,MSI,V373-007R,4719072599010,,307 mm,5.0,1,0,1,3,0,0,1710 MHz,8 GB,14000 MHz,225 W, +MSI Geforce RTX 2070 Super Gaming X Trio,,MSI,V372-257R,4719072658762,,328 mm,3.0,2,0,1,3,0,0,1800 MHz,8 GB,14000 MHz,215 W, +MSI GeForce RTX 2080 Duke 8G OC,,MSI,V372-003R,4719072596873,,314 mm,5.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W, +MSI GeForce RTX 2080 Gaming X Trio,,MSI,V372-031R,4719072596972,,327 mm,5.0,2,0,1,3,0,0,MHz,8 GB,14000 MHz,225 W, +MSI Geforce RTX 2080 Super Gaming X Trio,$1370.19 USD,MSI,V372-248R,4719072660031,824142192375,328 mm,2.75,2,0,1,3,0,0,1845 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B07VDMGYGZ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 2080 Ti Duke 11G OC,,MSI,V371-011R,4719072596903,,314 mm,2.0,2,0,1,3,0,0,MHz,11 GB,14000 MHz,260 W, +MSI GeForce RTX 2080 Ti Gaming X Trio,$1413.71 USD,MSI,V371-026R,4719072596965,824142170526,327 mm,2.5,2,1,1,3,0,0,MHz,11 GB,,250 W,https://www.amazon.ca/dp/B07GJ3ZD69?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 2080 Ti Gaming Z Trio,,MSI,V371-234R,4719072707613,,328 mm,3.0,2,1,1,1,0,0,1755 MHz,11 GB,16000 MHz,300 W, +MSI GeForce RTX 3060 Aero ITX 12G OC,$394.96 USD,MSI,V809-3689R,4719072804619,824142244302,172 mm,2.0,1,0,1,3,0,0,MHz,12 GB,15000 MHz,170 W,https://www.amazon.ca/dp/B08Z83QKWX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3080 Gaming Z Trio 12GB LHR,$993.76 USD,MSI,V389-402R,4719072922658,824142278666,323 mm,2.5,3,0,1,3,0,0,MHz,12 GB,19000 MHz,390 W,https://www.amazon.ca/dp/B09QKL8XG5?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 3080 Suprim X 12G LHR,,MSI,V389-408R,4719072911652,824142276099,336 mm,2.5,3,0,1,3,0,0,MHz,12 GB,19000 MHz,390 W, +MSI GeForce RTX 3080 Ventus 3X Plus 12G OC LHR,$942.98 USD,MSI,V389-400R,4719072926229,824142278673,305 mm,2.5,2,0,1,3,0,0,MHz,12 GB,19000 MHz,390 W,https://www.amazon.ca/dp/B09TNLQRSJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GeForce RTX 4060 Ti Gaming X,,MSI,V517-003R,4711377122108,,247 mm,2.0,1,0,1,3,0,0,2655 MHz,16 GB,18000 MHz,160 W, +MSI GeForce RTX 4060 Ti Gaming X Slim,,MSI,V517-002R,4711377122092,,338 mm,2.5,1,0,1,3,0,0,2685 MHz,16 GB,18000 MHz,160 W, +MSI GeForce RTX 4060 Ti Ventus 3X 16G OC,,MSI,V517-004R,4711377121040,,308 mm,2.5,1,0,1,3,0,0,2625 MHz,16 GB,18000 MHz,160 W, +MSI GT 710 Low Profile,$65.26 USD,MSI,GT 710 2GD3 LP,0824142126905,,146 mm,1.0,0,0,1,0,1,1,954 MHz,2 GB,1600 MHz,10 W,https://www.amazon.ca/dp/B01DOFD0G8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI GTX 950 OC,,MSI,GTX-950-2GD5-OC,4719072414184,,170 mm,2.0,0,1,1,1,1,1,1253 MHz,2 GB,6610 MHz,90 W, +MSI R9 280X Gaming,,MSI,R9 280X GAMING 3G,0824142015995,,269 mm,2.0,1,1,1,2,1,0,1020 MHz,3 GB,6000 MHz,250 W, +MSI R9 380 Gaming,,MSI,V314-011R,0824142116982,,268 mm,2.0,0,2,1,1,1,1,1000 MHz,4 GB,5800 MHz,190 W, +MSI Radeon RX 460 2G OC,,MSI,V809-325R,4719072475901,,172 mm,2.0,0,0,1,1,1,0,1210 MHz,2 GB,3500 MHz,75 W, +MSI Radeon RX 460 4G OC,,MSI,V809-2210R,4719072475918,,172 mm,2.0,0,0,0,0,0,0,1210 MHz,4 GB,,84 W, +MSI Radeon RX 550 Aero ITX 2G OC,,MSI,V809-2466R,4719072515133,,155 mm,2.0,0,0,0,0,0,0,1203 MHz,2 GB,,50 W, +MSI Radeon RX 5500 XT Gaming X,$230.99 USD,MSI,V382-001R,4719072688684,824142202715,247 mm,2.5,1,0,1,3,0,0,1845 MHz,8 GB,,140 W,https://www.amazon.ca/dp/B082G34GSL?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 560 Aero ITX 4G OC,,MSI,V809-2467R,4719072515140,,156 mm,2.0,0,0,0,0,0,0,1196 MHz,4 GB,,90 W, +MSI Radeon RX 5600 XT Gaming X,,MSI,V381-231R,4719072697297,,297 mm,2.5,1,0,1,3,0,0,1620 MHz,6 GB,,150 W, +MSI Radeon RX 5600 XT Mech OC,,MSI,V381-227R,4719072697389,,231 mm,2.5,1,0,1,3,0,0,1620 MHz,6 GB,,150 W, +MSI Radeon RX 570 Armor 4G OC,,MSI,V341-077R,4719072518356,,246 mm,2.0,1,0,0,0,0,0,MHz,4 GB,,120 W, +MSI Radeon RX 570 Gaming X 4G,,MSI,V341-068R,4719072516161,,276 mm,2.0,1,0,0,0,0,0,MHz,4 GB,,120 W, +MSI Radeon RX 5700,,MSI,V803-891R,4719072659134,,270 mm,2.0,1,1,1,3,0,0,1725 MHz,8 GB,,180 W, +MSI Radeon RX 5700 XT,,MSI,V803-890R,4719072659127,,270 mm,2.0,1,1,1,3,0,0,1905 MHz,8 GB,,225 W, +MSI Radeon RX 5700 XT Gaming X,$417.42 USD,MSI,V381-032R,4719072670849,824142196120,297 mm,3.0,2,0,1,3,0,0,1980 MHz,8 GB,,225 W,https://www.amazon.ca/dp/B07Y8XCB36?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 580 Armor 4G OC,,MSI,V341-066R,4719072516154,,269 mm,2.0,1,0,2,2,1,0,1366 MHz,4 GB,3500 MHz,185 W, +MSI Radeon RX 580 Armor 8G OC,$210.34 USD,MSI,V341-064R,4719072516147,824142144886,269 mm,2.0,1,0,2,2,1,0,1366 MHz,8 GB,8000 MHz,150 W,https://www.amazon.ca/dp/B06XZQMMHJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX 580 Gaming X 4G,,MSI,V341-062R,4719072516130,,276 mm,2.0,1,0,2,2,1,0,1393 MHz,4 GB,3500 MHz,185 W, +MSI Radeon RX 580 Gaming X 8G,,MSI,V341-060R,4719072516123,,276 mm,2.0,1,0,0,0,0,0,1393 MHz,8 GB,,185 W, +MSI Radeon RX 580 Gaming X+ 8G,,MSI,V341-081R,4719072518851,,279 mm,2.0,2,0,0,0,0,0,MHz,8 GB,,185 W, +MSI Radeon RX 6400 Aero ITX,$151.59 USD,MSI,V508-012R,4719072946920,824142283356,172 mm,2.0,0,0,1,1,0,0,2321 MHz,4 GB,,53 W,https://www.amazon.ca/dp/B09XSG9H94?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +MSI Radeon RX Vega 64 8G,,MSI,V803-870R,4719072538224,,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +MSI Radeon RX Vega 64 Wave 8G,,MSI,V803-868R,4719072538200,,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +MSI Radeon VII 16G,,MSI,V803-883R,4719072625016,824142179079,280 mm,2.0,2,0,1,1,0,0,1750 MHz,16 GB,2000 MHz,300 W, +Palit GeForce GTX 1050 StormX,,Palit,NE5105001841F,4710636269387,,166 mm,2.0,0,0,0,0,0,0,1455 MHz,2 GB,,75 W, +Palit GeForce GTX 1050 Ti KalmX,,Palit,NE5105T018G1H,4710636269479,,182 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,,75 W, +Palit GeForce GTX 1050 Ti StormX,,Palit,NE5105T018G1F,4710636269370,,166 mm,2.0,0,0,0,0,0,0,1392 MHz,4 GB,,75 W, +Palit GeForce GTX 1060 Dual,,Palit,NE51060015J9D,4710636269172,,252 mm,2.0,0,1,0,0,0,0,1708 MHz,6 GB,,120 W, +Palit GeForce GTX 1060 Dual,,Palit,NE51060015F9D,4710636269271,,252 mm,2.0,0,1,0,0,0,0,1708 MHz,3 GB,,120 W, +Palit GeForce GTX 1060 JetStream,,Palit,NE51060015J9J,4710636269189,,248 mm,2.0,0,1,0,0,0,0,1708 MHz,6 GB,,120 W, +Palit GeForce GTX 1060 StormX,,Palit,NE51060015J9F,4710636269301,,252 mm,2.0,0,1,0,0,0,0,1708 MHz,6 GB,,120 W, +Palit GeForce GTX 1060 Super JetStream,,Palit,NE51060S15J9J,4710636269196,,248 mm,2.5,0,1,0,0,0,0,1847 MHz,6 GB,,120 W, +Palit GeForce GTX 1060 Super JetStream,,Palit,NE51060S15F9J,4710636269233,,248 mm,2.5,0,1,0,0,0,0,1847 MHz,3 GB,,120 W, +Palit GeForce GTX 1070 Dual,,Palit,NE51070015P2D,4710636269219,,252 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,,150 W, +Palit GeForce GTX 1070 GameRock,,Palit,NE51070T15P2G,4710636269066,,285 mm,2.5,1,0,0,0,0,0,1746 MHz,8 GB,,150 W, +Palit GeForce GTX 1070 GameRock Premium Edition,,Palit,NE51070H15P2G,4710636269059,,285 mm,2.5,1,0,0,0,0,0,1873 MHz,8 GB,50 MHz,150 W, +Palit GeForce GTX 1070 JetStream,,Palit,NE51070015P2J,4710636269080,,285 mm,2.5,1,0,0,0,0,0,1683 MHz,8 GB,,150 W, +Palit GeForce GTX 1070 Super JetStream,,Palit,NE51070S15P2J,4710636269073,,285 mm,2.5,1,0,0,0,0,0,1835 MHz,8 GB,,150 W, +Palit GeForce GTX 1080 GameRock,,Palit,NEB1080T15P2G,4710636269028,,285 mm,2.5,1,1,0,0,0,0,1784 MHz,8 GB,,180 W, +Palit GeForce GTX 1080 GameRock Premium Edition,,Palit,NEB1080H15P2G,4710636269011,,285 mm,2.5,1,1,0,0,0,0,1885 MHz,8 GB,MHz,180 W, +Palit GeForce GTX 1080 JetStream,,Palit,NEB1080015P2J,4710636269042,,285 mm,2.5,1,1,0,0,0,0,1733 MHz,8 GB,,180 W, +Palit GeForce GTX 1080 Super JetStream,,Palit,NEB1080S15P2J,4710636269035,,285 mm,2.5,1,1,0,0,0,0,1847 MHz,8 GB,,180 W, +Palit GeForce GTX 1080 Ti Founders Edition,,Palit,NEB108T019LCF,4710636269554,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +Palit GeForce GTX 1080 Ti GameRock,,Palit,NEB108TT15LCG,4710636269592,,285 mm,2.5,2,0,0,0,0,0,1505 MHz,11 GB,,250 W, +Palit GeForce GTX 1080 Ti GameRock Premium Edition,,Palit,NEB108TH15LCG,4710636269608,,285 mm,2.5,2,0,0,0,0,0,1556 MHz,11 GB,,250 W, +Palit GeForce GTX 1080 Ti JetStream,,Palit,NEB108T015LCJ,4710636269578,,285 mm,2.5,2,0,0,0,0,0,1582 MHz,11 GB,,250 W, +Palit GeForce GTX 1080 Ti Super JetStream,,Palit,NEB108TS15LCJ,4710636269585,,285 mm,2.5,2,0,0,0,0,0,1645 MHz,11 GB,,250 W, +Palit GeForce GTX 1660 Ti StormX 6G,,Palit,NE6166T018J9-161F,4710636270475,,168 mm,2.0,1,0,1,1,1,0,1770 MHz,6 GB,12000 MHz,120 W, +Palit GeForce GTX 1660 Ti StormX OC 6G,,Palit,NE6166TS18J9-161F,4710636270468,,168 mm,2.0,1,0,1,1,1,0,1815 MHz,6 GB,12000 MHz,120 W, +Palit GeForce GTX 750 Ti KalmX,,Palit,NE5X75T00941H,4710636268458,,185 mm,2.0,0,0,0,0,1,1,1085 MHz,2 GB,2700 MHz,60 W, +Palit GeForce RTX 2070 Gaming Pro OC,,Palit,NE62070U20P2-1060A,4710636270024,,292 mm,2.0,1,1,1,3,0,0,1725 MHz,8 GB,14000 MHz,220 W, +Palit GeForce RTX 2080 Gaming Pro,,Palit,NE62080020P2-180A,4710636269998,,292 mm,2.0,1,1,1,3,0,0,1710 MHz,8 GB,14000 MHz,225 W, +Palit GeForce RTX 2080 Gaming Pro OC,,Palit,NE62080S20P2-180A,4710636270000,,292 mm,2.0,1,1,1,3,0,0,1815 MHz,8 GB,14000 MHz,225 W, +Palit GeForce RTX 2080 Ti Gaming Pro,,Palit,NE6208T020LC-150A,4710636269974,,292 mm,5.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,260 W, +Palit GeForce RTX 2080 Ti Gaming Pro OC,,Palit,NE6208TS20LC-150A,4710636269981,,292 mm,5.0,2,0,1,3,0,0,1650 MHz,11 GB,14000 MHz,260 W, +PNY GeForce GT 1030,,PNY,GF1030GTLP2GEPB,3536403356385,,149.9 mm,1.0,0,0,0,0,0,0,1468 MHz,2 GB,,30 W, +PNY GeForce GTX 1050 Ti XLR8 Gaming OC,,PNY,KF105IGTXXG4GEPB,3536403352950,,228 mm,2.0,0,0,1,1,1,0,MHz,4 GB,3500 MHz,75 W, +PNY GeForce GTX 1050 Ti XLR8 OC Gaming,,PNY,KF105IGTXXR4GEPB,3536403354138,,229.3 mm,2.0,0,0,0,0,0,0,MHz,4 GB,,75 W, +PNY GeForce GTX 1060 XLR8 Gaming OC,,PNY,KF1060GTXXG6GEPB,3536403352028,,172 mm,2.0,0,1,0,0,0,0,1797 MHz,6 GB,,120 W, +PNY GeForce GTX 1070 XLR8 OC Gaming,,PNY,KF1070GTXXG8GEPB,3536403351779,,300 mm,2.0,1,0,0,0,0,0,1797 MHz,8 GB,4 MHz,150 W, +PNY GeForce GTX 1070 XLR8 OC Gaming Dual Fan,,PNY,KF1070GTXXR8GEPB,3536403356026,,252 mm,2.0,1,0,0,0,0,0,1708 MHz,8 GB,,150 W, +PNY GeForce GTX 1080 Ti Custom Design,,PNY,GF108IGTXCR11EPB,3536403357092,,266.7 mm,2.0,1,1,0,0,0,0,1582 MHz,11 GB,MHz,250 W, +PNY GeForce GTX 1080 Ti Founders Edition,,PNY,GF108IGTX11EPB,3536403355562,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +PNY GeForce GTX 1080 Ti XLR8 OC Gaming,,PNY,KF108IGTXXG11EPB,3536403355968,,314 mm,2.0,1,1,0,0,0,0,1645 MHz,11 GB,MHz,250 W, +PNY GeForce GTX 1080 XLR8 OC Gaming,,PNY,KF1080GTXXG8GEPB,3536403351366,,300 mm,2.0,1,0,0,0,0,0,1848 MHz,8 GB,,180 W, +PNY GeForce GTX 1660 Ti XLR8 Gaming OC,,PNY,VCG1660T6SFPPB-O,0751492626024,751492626024,168 mm,2.0,1,0,1,1,1,0,1815 MHz,6 GB,12000 MHz,120 W, +PNY GeForce RTX 2060 SUPER XRL8 OC Twin Fan,$438.88 USD,PNY,VCG20608SDFPPB-O,0751492630465,,235 mm,2.0,1,0,1,3,0,0,1680 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07TZ185FP?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PNY GeForce RTX 2070 XLR8 Gaming OC,$665.21 USD,PNY,VCG20708DFPPB-O,0751492622125,,188 mm,2.0,1,0,1,2,1,0,1710 MHz,8 GB,14000 MHz,185 W,https://www.amazon.ca/PNY-GeForce%C2%AE-Gaming-Overclocked-Graphics/dp/B07H7FNVXF?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07H7FNVXF +PNY GeForce RTX 2080 Ti Blower,$1167.99 USD,PNY,VCG2080T11BLMPB,0751492621722,751492621722,293 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,260 W,https://www.amazon.ca/PNY-GeForce%C2%AE-2080-Blower-Graphics/dp/B07GJ5S6RY?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07GJ5S6RY +PNY GeForce RTX 2080 Ti XLR8 Gaming OC,$1244.35 USD,PNY,VCG2080T11TFMPB-O,0751492621715,,314 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,260 W,https://www.amazon.ca/dp/B07GJ7TV8L?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PNY GeForce RTX 2080 XLR8 Gaming OC Triple Fan,,PNY,VCG20808TFPPB-O,0751492621753,,293 mm,2.0,1,1,1,3,0,0,1710 MHz,8 GB,14000 MHz,225 W, +PNY GeForce RTX 2080 XLR8 Gaming OC Twin Fan,$792.78 USD,PNY,VCG20808DFPPB-O,0751492621746,,293 mm,2.0,1,1,1,3,0,0,1710 MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/GeForce-2080-Gaming-Overclocked-Graphics/dp/B07Q2MNVQC?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07Q2MNVQC +PowerColor R9 Fury X,,PowerColor,AX R9 FURY X 4GBHBM-DH,4715409186298,,191 mm,2.0,2,0,1,3,0,0,1050 MHz,4 GB,1000 MHz,275 W, +PowerColor Radeon RX 460 Red Dragon,,PowerColor,AXRX 460 4GBD5-DHV2/OC,4715409188247,,225 mm,2.0,0,0,1,1,1,0,1212 MHz,4 GB,3500 MHz,75 W, +PowerColor Radeon RX 460 Red Dragon,,PowerColor,AXRX 460 2GBD5-DH/OC,4715409188162,,225 mm,2.0,0,1,1,1,1,0,1212 MHz,2 GB,3500 MHz,75 W, +PowerColor Radeon RX 570 Red Devil,$172.55 USD,PowerColor,AXRX570 4GBD5-3DH/OC,4715409188902,,310 mm,2.0,1,0,0,0,0,0,1320 MHz,4 GB,,120 W,https://www.amazon.ca/dp/B071DF8SJV?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PowerColor Radeon RX 570 Red Dragon,$216.76 USD,PowerColor,AXRX570 4GBD5-3DHD/OC,4715409189084,,255 mm,2.0,1,0,0,0,0,0,1250 MHz,4 GB,,120 W,https://www.amazon.ca/dp/B06ZYRRW9T?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PowerColor Radeon RX 5700 XT,$240.6 USD,PowerColor,AXRX 5700XT 8GBD6-M3DH,4713436171737,,270 mm,2.0,1,1,1,3,0,0,1905 MHz,8 GB,,225 W,https://www.amazon.ca/PowerColor-Radeon-AXRX-5700Xt-8GBD6-M3DH/dp/B07T94Q788?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07T94Q788 +PowerColor Radeon RX 580 Red Devil,$239.11 USD,PowerColor,AXRX580 8GBD5-3DH/OC,4715409188957,4715409188957,255 mm,3.0,1,1,0,0,0,0,1380 MHz,8 GB,,185 W,https://www.amazon.ca/dp/B071DF8V4V?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PowerColor Radeon RX 580 Red Devil Golden Sample,$340.6 USD,PowerColor,AXRX580 8GBD5-3DHG/OC,4715409188964,,255 mm,3.0,1,1,0,0,0,0,1425 MHz,8 GB,,185 W,https://www.amazon.ca/dp/B06ZZCV9SY?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PowerColor Radeon RX 580 Red Dragon,,PowerColor,AXRX 580 8GBD5-3DHD/OC,4715409189015,,255 mm,2.0,1,0,1,3,1,0,MHz,8 GB,4000 MHz,185 W, +PowerColor Radeon RX 580 Red Dragon V2,$213.44 USD,PowerColor,AXRX580 8GBD5-3DHDV2/OC,4715409189176,,255 mm,2.0,1,0,0,0,0,0,MHz,8 GB,,185 W,https://www.amazon.ca/dp/B0711QH8ZS?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +PowerColor Radeon RX Vega 64,,PowerColor,AXRX VEGA 64 8GBHBM2-3DH,4715409189770,4715409189770,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +PowerColor Radeon RX Vega 64 Limited Edition,,PowerColor,AXRX VEGA 64 8GBHBM2-3DHE,4715409189763,,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +PowerColor Radeon RX Vega 64 Liquid,,PowerColor,AXRX VEGA 64 8GBHBM2-3DHW,4715409189756,4715409189756,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +PowerColor Radeon RX Vega 64 Red Devil,,PowerColor,AXRX VEGA 64 8GBHBM2-2D2H/OC,4713436170372,04713436170372,305 mm,3.0,2,0,2,2,0,0,1607 MHz,8 GB,5 MHz,300 W, +PowerColor Radeon VII,$678.18 USD,PowerColor,AXVII 16GBHBM2-3DH,4713436171461,,280 mm,2.0,2,0,1,3,0,0,1750 MHz,16 GB,2000 MHz,300 W,https://www.amazon.ca/PowerColor-Radeon-16GB-Video-Graphics/dp/B07N815WLB?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07N815WLB +Sapphire HD 5850 Toxic,,Sapphire,100282TXSR,4895106250093,,257 mm,2.0,0,2,1,1,2,0,765 MHz,1 GB,4500 MHz,170 W, +Sapphire HD 6870 Toxic,,Sapphire,11179-05-40G,4895106256583,,238 mm,2.0,0,2,1,2,2,0,970 MHz,1 GB,4600 MHz,151 W, +Sapphire HD 7770 GHz Edition,,Sapphire,11201-17-20G,0840777060001,,184 mm,2.0,0,1,1,1,1,0,1000 MHz,1 GB,4500 MHz,80 W, +Sapphire HD 7870 GHDual-X OC,,Sapphire,11199-19-20G,0840777060322,,225 mm,2.0,0,2,1,1,1,1,1050 MHz,2 GB,4800 MHz,175 W, +Sapphire Nitro+ Radeon RX 5500 XT 8GB Special Edition,$247.3 USD,Sapphire,11295-05-20G,4895106288218,840777083529,257 mm,2.5,1,0,1,3,0,0,1845 MHz,8 GB,,140 W,https://www.amazon.ca/dp/B00JRKKSTC?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Nitro+ Radeon RX 570 4G,$333.46 USD,Sapphire,11266-14-20G,4895106282667,,260 mm,2.0,1,0,0,0,0,0,1340 MHz,4 GB,,120 W,https://www.amazon.ca/Sapphire-11266-14-20G-Radeon-Backplate-Graphics/dp/B071CF1JFV?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071CF1JFV +Sapphire Nitro+ Radeon RX 570 8G,$248.41 USD,Sapphire,11266-09-20G,4895106282179,,260 mm,2.0,1,0,0,0,0,0,1340 MHz,8 GB,,120 W,https://www.amazon.ca/Sapphire-11266-09-20G-Radeon-Backplate-Graphics/dp/B071XNH5BC?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071XNH5BC +Sapphire Nitro+ Radeon RX 5700 XT,$452.79 USD,Sapphire,11293-03-40G,4895106287778,840777083086,135 mm,2.5,2,0,2,2,0,0,2010 MHz,8 GB,,225 W,https://www.amazon.ca/dp/B07XMNGVVD?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Nitro+ Radeon RX 5700 XT 8G Special Edition,$468.86 USD,Sapphire,11293-05-40G,4895106288089,840777083390,306 mm,2.5,2,0,2,2,0,0,MHz,8 GB,,225 W,https://www.amazon.ca/dp/B081KRC1H2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Nitro+ Radeon RX 5700 XT BE,,Sapphire,11293-10-40G,4895106289239,,306 mm,2.5,1,1,1,3,0,0,1980 MHz,8 GB,14000 MHz,250 W, +Sapphire Nitro+ Radeon RX 580 4G,$267.84 USD,Sapphire,11265-07-20G,4895106281929,840777077238,260 mm,2.0,1,1,2,2,1,0,1411 MHz,4 GB,7000 MHz,185 W,https://www.amazon.ca/dp/B06ZZGXTTK?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Nitro+ Radeon RX 580 8G,$233.57 USD,Sapphire,11265-01-20G,4895106281868,840777077177,260 mm,2.0,1,1,2,2,1,0,1411 MHz,8 GB,8000 MHz,185 W,https://www.amazon.ca/Sapphire-11265-01-20G-Radeon-Backplate-Graphics/dp/B071QX74F9?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071QX74F9 +Sapphire Nitro+ Radeon RX 580 8G Limited Edition,,Sapphire,11265-00-40G,4895106281851,,260 mm,2.0,1,1,2,2,1,0,1450 MHz,8 GB,4000 MHz,185 W, +Sapphire Nitro+ Radeon RX 580 8G Special Edition,$276.96 USD,Sapphire,11265-21-20G,4895106283077,,260 mm,2.0,1,1,2,2,1,0,1430 MHz,8 GB,8400 MHz,185 W,https://www.amazon.ca/Sapphire-Backplate-Special-Graphic-11265-21-20G/dp/B073BKYBC5?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B073BKYBC5 +Sapphire Nitro+ Radeon RX 590 8G 50th Anniversary,,Sapphire,11289-07-20G,4895106287259,,260 mm,2.0,1,1,2,2,1,0,1560 MHz,8 GB,8000 MHz,235 W, +Sapphire Nitro+ Radeon RX 590 8G G,,Sapphire,11289-02-20G,4895106286306,,260 mm,2.5,1,1,2,2,1,0,1560 MHz,8 GB,8400 MHz,175 W, +Sapphire Nitro+ Radeon RX 590 8G OC,,Sapphire,11289-05-20G,4895106286719,,260 mm,2.0,1,1,2,2,1,0,1560 MHz,8 GB,8400 MHz,250 W, +Sapphire Nitro+ Radeon RX 590 8G Special Edition,$195.84 USD,Sapphire,11289-01-20G,4895106286276,840777081587,260 mm,2.0,1,1,2,2,1,0,1560 MHz,8 GB,8400 MHz,175 W,https://www.amazon.ca/Sapphire-Backplate-Special-Graphic-11289-01-20G/dp/B07K12KNHG?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07K12KNHG +Sapphire Nitro+ Radeon RX 7900 XTX Vapor-X,,SAPPHIRE,11322-01-40G,4895106293328,,320 mm,3.5,3,0,2,2,0,0,MHz,24 GB,20000 MHz,355 W, +Sapphire Nitro+ Radeon RX Vega 56,$609.74 USD,Sapphire,11276-01-40G,4895106284401,,316 mm,3.0,2,0,2,2,0,0,1550 MHz,8 GB,800 MHz,250 W,https://www.amazon.ca/Sapphire-11276-01-40G-Radeon-Nitro-Graphics/dp/B07958RQW5?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07958RQW5 +Sapphire Nitro+ Radeon RX Vega 64,$724.29 USD,Sapphire,11275-03-40G,4895106285057,840777080368,310 mm,3.0,2,0,1,1,0,0,1580 MHz,8 GB,945 MHz,300 W,https://www.amazon.ca/Sapphire-11275-03-40G-Radeon-Nitro-Graphics/dp/B07BQK8YV4?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07BQK8YV4 +Sapphire Pulse Radeon RX 550 2G,,Sapphire,11268-03-20G,4895106282162,,158 mm,2.0,0,0,0,0,0,0,MHz,2 GB,,50 W, +Sapphire Pulse Radeon RX 550 4G,$105.9 USD,Sapphire,11268-01-20G,4895106282148,,158 mm,2.0,0,0,0,0,0,0,MHz,4 GB,,50 W,https://www.amazon.ca/Sapphire-Radeon-Pulse-Graphics-11268-01-20G/dp/B06ZY216Y2?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06ZY216Y2 +Sapphire Pulse Radeon RX 5500 XT,,Sapphire,11295-03-20G,4895106288171,,233 mm,2.0,1,0,1,3,0,0,1845 MHz,4 GB,,140 W, +Sapphire Pulse Radeon RX 5500 XT,$219.06 USD,Sapphire,11295-01-20G,4895106288133,,233 mm,2.0,1,0,1,3,0,0,1845 MHz,8 GB,,140 W,https://www.amazon.ca/Sapphire-11295-01-20G-Radeon-Backplate-Graphics/dp/B082G2YY99?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B082G2YY99 +Sapphire Pulse Radeon RX 560 14CU 2G,,Sapphire,11267-19-20G,4895106284173,,210 mm,2.0,0,1,0,0,0,0,1266 MHz,2 GB,,75 W, +Sapphire Pulse Radeon RX 560 16CU 2G,,Sapphire,11267-02-20G,4895106282094,,210 mm,2.0,0,1,0,0,0,0,1300 MHz,2 GB,50 MHz,90 W, +Sapphire Pulse Radeon RX 560 16CU 4G,,Sapphire,11267-00-20G,4895106282070,,210 mm,2.0,0,1,0,0,0,0,1300 MHz,4 GB,50 MHz,90 W, +Sapphire Pulse Radeon RX 5600 XT,$332.21 USD,Sapphire,11296-01-20G,4895106288249,840777083550,254 mm,2.5,1,0,1,3,0,0,1620 MHz,6 GB,,150 W,https://www.amazon.ca/dp/B083R25Z94?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Pulse Radeon RX 570 4G,$213.5 USD,Sapphire,11266-04-20G,4895106282025,840777077337,230 mm,2.0,1,0,0,0,0,0,1284 MHz,4 GB,,120 W,https://www.amazon.ca/Sapphire-Technology-Radeon-11266-04-20G-Backplate/dp/B06ZY21842?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06ZY21842 +Sapphire Pulse Radeon RX 570 Mini 4G,$203.1 USD,Sapphire,11266-06-20G,4895106282049,,170 mm,2.0,0,1,0,0,0,0,1244 MHz,4 GB,,120 W,https://www.amazon.ca/Sapphire-11266-06-20G-Radeon-PULSE-Graphics/dp/B06ZYWX744?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06ZYWX744 +Sapphire Pulse Radeon RX 5700,$349.64 USD,Sapphire,11294-01-20G,4895106287716,840777083024,254 mm,2.5,1,1,1,3,0,0,1750 MHz,8 GB,,180 W,https://www.amazon.ca/Sapphire-11294-01-20G-Radeon-Backplate-Graphics/dp/B07W954YN9?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07W954YN9 +Sapphire Pulse Radeon RX 5700 XT,$441.02 USD,Sapphire,11293-01-20G,4895106287693,840777083000,254 mm,2.5,1,1,1,3,0,0,1925 MHz,8 GB,,225 W,https://www.amazon.ca/dp/B07WC7683C?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Pulse Radeon RX 5700 XT BE,,Sapphire,11293-09-20G,4895106289147,,254 mm,2.5,1,1,1,3,0,0,1925 MHz,8 GB,14000 MHz,241 W, +Sapphire Pulse Radeon RX 580 4G,$211.21 USD,Sapphire,11265-09-20G,4895106281943,840777077252,230 mm,2.0,1,0,2,2,1,0,MHz,4 GB,7000 MHz,185 W,https://www.amazon.ca/dp/B071CPJZSX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Pulse Radeon RX 580 8G,$373.56 USD,Sapphire,11265-05-20G,4895106281905,840777077214,230 mm,2.0,1,0,2,2,1,0,1366 MHz,8 GB,8000 MHz,185 W,https://www.amazon.ca/dp/B06ZZ6FMF8?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Pulse Radeon RX 6400 Gaming,,SAPPHIRE,11315-01-20G,4895106292093,,170 mm,1.0,0,0,1,1,0,0,2321 MHz,4 GB,,55 W, +Sapphire Pulse Radeon RX 6700 XT Gaming,,SAPPHIRE,11306-09-20G,4895106293151,,280 mm,2.2,1,1,1,3,0,0,2581 MHz,12 GB,16000 MHz,260 W, +Sapphire Pulse Radeon RX Vega 56,$409.51 USD,Sapphire,11276-02-40G,4895106284593,840777079904,282 mm,2.5,2,0,1,3,0,0,1512 MHz,8 GB,,250 W,https://www.amazon.ca/dp/B07BGZNTQJ?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire R7 260X,,Sapphire,11222-06-20G,4895106268913,,177 mm,2.0,0,1,1,1,1,0,1050 MHz,2 GB,6000 MHz,116 W, +Sapphire R7 370 Nitro,,Sapphire,11240-04-20,4895106276352,,211 mm,2.0,0,1,1,1,1,1,985 MHz,4 GB,5600 MHz,150 W, +Sapphire R9 290,,Sapphire,21227-00-40G,0840777063774,,277 mm,2.0,1,1,1,1,2,0,947 MHz,4 GB,5000 MHz,300 W, +Sapphire R9 290X Tri-X OC,,Sapphire,11226-03-40G,5054484588726,,305 mm,2.0,1,1,1,1,2,0,1040 MHz,4 GB,5200 MHz,300 W, +Sapphire R9 Fury Nitro,,Sapphire,11247-03-40G,0840777072424,,307 mm,2.0,2,0,1,3,0,0,1020 MHz,4 GB,1000 MHz,275 W, +Sapphire R9 Nano,,Sapphire,21249-00-40G,0840777072509,,152 mm,2.0,1,0,1,3,0,0,1000 MHz,4 GB,1000 MHz,175 W, +Sapphire R9 Nitro 390,,Sapphire,11244-01-20G,4895106277359,,308 mm,2.5,2,0,1,3,1,0,1040 MHz,8 GB,6000 MHz,375 W, +Sapphire Radeon HD 5770 Eyefinity,,Sapphire,11163-02-20R,4895106250192,,208 mm,2.0,0,1,1,1,2,0,800 MHz,1 GB,4800 MHz,108 W, +Sapphire Radeon HD 5870 Toxic,,Sapphire,11161-10-50R,4895106252745,,282 mm,2.0,1,1,1,1,2,0,925 MHz,2 GB,4900 MHz,188 W, +Sapphire Radeon HD 5970,,Sapphire,21165-00-51R,4895106251663,,305 mm,2.0,1,1,0,1,2,0,725 MHz,2 GB,4000 MHz,294 W, +Sapphire Radeon HD 6850,,Sapphire,11180-00-20R,4895106255791,,241 mm,2.0,0,2,1,1,1,0,725 MHz,1 GB,4000 MHz,151 W, +Sapphire Radeon HD 6950,,Sapphire,11188-05-50G,4895106259423,,267 mm,2.0,0,2,1,1,1,1,800 MHz,2 GB,1250 MHz,200 W, +Sapphire Radeon HD 6970 Dual Fan,,Sapphire,11187-03-40G,4895106260658,,268 mm,2.0,1,1,1,1,2,0,880 MHz,2 GB,1375 MHz,250 W, +Sapphire Radeon HD 6990,,Sapphire,21193-00-40g,4895106257931,,295 mm,2.0,2,0,0,4,1,0,830 MHz,2 GB,1250 MHz,375 W, +Sapphire Radeon RX 460 2G,,Sapphire,11257-00-20G,4895106280052,,216 mm,2.0,0,0,1,1,1,0,1210 MHz,2 GB,3500 MHz,75 W, +Sapphire Radeon RX 460 Nitro 4G,,Sapphire,11257-02-20G,4895106280144,,221 mm,2.0,0,1,1,1,1,0,1250 MHz,4 GB,3500 MHz,75 W, +Sapphire Radeon RX 5700,$327.9 USD,Sapphire,21294-01-20G,4895106287617,840777082928,268 mm,1.0,1,1,1,3,0,0,1725 MHz,8 GB,,180 W,https://www.amazon.ca/dp/B07TFRMJXH?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +Sapphire Radeon RX 5700 XT,$404.75 USD,Sapphire,21293-01-40G,4895106287587,00840777082898,272 mm,2.0,1,1,1,3,0,0,1905 MHz,8 GB,,225 W,https://www.amazon.ca/Sapphire-Radeon-GDDR6-Triple-Graphics/dp/B07T8C3SM8?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07T8C3SM8 +Sapphire Radeon RX 7900 XT Gaming,,SAPPHIRE,21323-01-20G,4895106293212,,287 mm,2.5,2,0,1,3,0,0,2400 MHz,20 GB,20000 MHz,320 W, +Sapphire Radeon RX Vega 56,,Sapphire,21276-00-20G,4895106283848,,272 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1600 MHz,250 W, +Sapphire Radeon RX Vega 64,,Sapphire,21275-02-20G,4895106283657,,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +Sapphire Radeon RX Vega 64 Liquid Cooling,,Sapphire,21275-00-40G,4895106283732,,283 mm,2.0,2,0,0,0,0,0,MHz,8 GB,1890 MHz,300 W, +Sapphire Radeon VII,$678.22 USD,Sapphire,21291-01-40G,4895106286931,840777082249,280 mm,2.0,2,0,1,1,0,0,1750 MHz,16 GB,2000 MHz,300 W,https://www.amazon.ca/Sapphire-Radeon-16GB-Triple-Graphics/dp/B07N3F3QBG?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07N3F3QBG +Sapphire Toxic Radeon RX 6900 XT AIO Cooled,,SAPPHIRE,11308-13-20G,4895106291928,,270 mm,2.5,2,1,1,3,0,0,2365 MHz,16 GB,,0 W, +Sparkle GTX 460,,Sparkle,SXX460768D5NM,4710710447151,,209 mm,2.0,0,2,1,0,2,0,675 MHz,0.7 GB,3600 MHz,150 W, +XFX Double D HD 7850,,XFX,FX-785A-CDFC,0745449869664,,241 mm,2.0,0,1,1,2,1,1,860 MHz,2 GB,4800 MHz,130 W, +XFX HD 7750,,XFX,FX-775A-ZNP4,0132018349151,,211 mm,1.0,0,0,1,1,1,0,800 MHz,1 GB,4500 MHz,55 W, +XFX HD 7790 OC,,XFX,FX-779A-ZNJ4,0778656062054,,145 mm,2.0,0,1,1,1,1,1,1075 MHz,1 GB,6400 MHz,85 W, +XFX Radeon RX 460 Dual Fan,,XFX,RX-460P4DFG5,0778656072596,,238 mm,2.0,0,1,1,1,1,0,1220 MHz,4 GB,3500 MHz,75 W, +XFX Radeon RX 460 Dual Fan,,XFX,RX-460P2DFG5,0778656072619,,238 mm,2.0,0,1,1,1,1,0,1220 MHz,2 GB,3500 MHz,75 W, +XFX Radeon RX 460 Passive Heatsink Edition,,XFX,RX-460P2HFG5,0778656073166,,204 mm,2.0,0,0,1,1,1,0,1220 MHz,2 GB,3500 MHz,75 W, +XFX Radeon RX 460 Passive Heatsink Edition,,XFX,RX-460P4HFG5,0778656073173,,204 mm,2.0,0,0,1,1,1,0,1220 MHz,4 GB,3500 MHz,75 W, +XFX Radeon RX 460 Single Fan,,XFX,RX-460P2SFG5,0778656072626,,238 mm,2.0,0,1,1,1,1,0,1220 MHz,2 GB,3500 MHz,75 W, +XFX Radeon RX 460 Single Fan,,XFX,RX-460P4SFG5,0778656072602,,238 mm,2.0,0,1,1,1,1,0,1220 MHz,4 GB,3500 MHz,75 W, +XFX Radeon RX 460 Single Slot,,XFX,RX-460P2TFG5,0778656073531,,167 mm,1.0,0,1,1,1,1,0,1220 MHz,2 GB,3500 MHz,75 W, +XFX Radeon RX 460 Single Slot,,XFX,RX-460P4TFG5,0778656073524,,167 mm,1.0,0,0,1,1,1,0,1220 MHz,4 GB,3500 MHz,75 W, +XFX Radeon RX 550 Single Fan,,XFX,RX-550P2SFG5,0778656075191,,170 mm,2.0,0,0,1,1,1,0,MHz,2 GB,3500 MHz,65 W, +XFX Radeon RX 550 Single Fan,$94.99 USD,XFX,RX-550P4SFG5,0778656075122,,170 mm,2.0,0,0,1,1,1,0,MHz,4 GB,3500 MHz,65 W,https://www.amazon.ca/XFX-AMD-Radeon-Core-RX-550P4SFG5/dp/B071QXB522?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071QXB522 +XFX Radeon RX 570 RS Core Edition,$122.69 USD,XFX,RX-570P4DFD6,0778656074842,,243 mm,2.0,1,0,1,3,1,0,MHz,4 GB,3500 MHz,120 W,https://www.amazon.ca/XFX-Tarjetas-gr%C3%A1ficas-1284-rx-570p4dfd6/dp/B06Y64PV2X?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y64PV2X +XFX Radeon RX 580 GTR-S Black Edition,,XFX,RX-580A8DBR6,0778656074378,,280 mm,2.0,1,1,1,3,1,0,1450 MHz,8 GB,4000 MHz,185 W, +XFX Radeon RX 580 GTS Black Edition,$246.62 USD,XFX,RX-580P8DBD6,0778656074606,778656074606,270 mm,2.0,1,0,1,3,1,0,1425 MHz,8 GB,8000 MHz,185 W,https://www.amazon.ca/XFX-RX-580P8DBD6-Radeon-1425MHz-Graphics/dp/B071CD6K6Z?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B071CD6K6Z +XFX Radeon RX 580 GTS Core Edition,$166.22 USD,XFX,RX-580P4DFD6,0778656074798,,270 mm,2.0,1,0,1,3,1,0,1386 MHz,4 GB,3500 MHz,185 W,https://www.amazon.ca/XFX-1386Mhz-Backplate-Graphic-RX-580P4DFD6/dp/B06ZXRLX3H?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06ZXRLX3H +XFX Radeon RX 580 GTS Core Edition,$198.81 USD,XFX,RX-580P8DFD6,0778656074644,778656074644,270 mm,2.0,1,0,1,3,1,0,1386 MHz,8 GB,4000 MHz,185 W,https://www.amazon.ca/XFX-RX-580P8DFD6-Radeon-1386MHz-Graphics/dp/B06Y66K3XD?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y66K3XD +"ZOTAC GAMING GeForce GTX 1650 OC, 4096 MB GDDR5",$176.76 USD,ZOTAC,ZT-T16500F-10L,4895173618604,810012080422,151 mm,2.0,0,0,1,1,1,0,1695 MHz,4 GB,8000 MHz,75 W,https://www.amazon.ca/dp/B07QF1H9YR?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce GTX 1650 Super Twin Fan,,ZOTAC,ZT-T16510F-10L,4895173620263,,158.5 mm,2.0,0,1,1,1,1,0,1725 MHz,4 GB,12000 MHz,100 W, +ZOTAC GAMING GeForce GTX 1660 AMP! Edition,$257.89 USD,ZOTAC,ZT-T16600D-10M,4895173618109,810012080187,209.6 mm,2.0,1,0,1,3,0,0,1845 MHz,6 GB,8000 MHz,130 W,https://www.amazon.ca/dp/B07PF8YTCX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce GTX 1660 Super AMP! Edition,,ZOTAC,ZT-T16620D-10M,4895173619960,,209.6 mm,,1,0,0,0,0,0,MHz,6 GB,14000 MHz,125 W, +ZOTAC GAMING GeForce GTX 1660 Super Twin Fan,,ZOTAC,ZT-T16620F-10L,4895173619977,,173.4 mm,2.0,1,0,1,3,0,0,1785 MHz,6 GB,14000 MHz,125 W, +ZOTAC GAMING GeForce GTX 1660 Ti,$265.48 USD,ZOTAC,ZT-T16610F-10L,4895173618000,810012080132,145 mm,2.0,1,0,1,1,0,0,1770 MHz,6 GB,12000 MHz,120 W,https://www.amazon.ca/Gaming-GeForce-192-bit-Graphics-Compact/dp/B07NMWQXLR?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07NMWQXLR +ZOTAC GAMING GeForce GTX 1660 Ti AMP!,$322.67 USD,ZOTAC,ZT-T16610D-10M,4895173618086,810012080156,209.6 mm,2.0,1,0,1,1,0,0,1860 MHz,6 GB,12000 MHz,130 W,https://www.amazon.ca/GeForce-192-bit-Graphics-Compact-IceStorm/dp/B07NMWYLRZ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07NMWYLRZ +ZOTAC GAMING GeForce GTX 1660 Twin Fan,$262.22 USD,ZOTAC,ZT-T16600F-10L,4895173618116,810012080194,173.4 mm,2.0,1,0,1,3,0,0,1785 MHz,6 GB,8000 MHz,120 W,https://www.amazon.ca/dp/B07PD2LG7Z?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2060,,ZOTAC,ZT-T20600H-10M,4895173618352,,209.6 mm,2.0,1,0,1,3,0,0,1650 MHz,6 GB,14000 MHz,160 W, +ZOTAC GAMING GeForce RTX 2060 AMP! Edition,$351.8 USD,ZOTAC,ZT-T20600D-10M,4895173617805,816264019999,209.6 mm,2.0,1,0,1,3,0,0,1800 MHz,6 GB,14000 MHz,170 W,https://www.amazon.ca/GeForce-192-bit-Graphics-IceStorm-ZT-T20600D-10M/dp/B07MHR1Z8H?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MHR1Z8H +ZOTAC GAMING GeForce RTX 2060 Super AMP! Edition,$509.94 USD,ZOTAC,ZT-T20610D-10P,4895173619014,810012080668,268 mm,2.0,1,1,1,1,0,0,1680 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07TPQT65B?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2060 Super AMP! Extreme Edition,$430.87 USD,ZOTAC,ZT-T20610B-10P,4895173619007,810012080651,268 mm,2.0,1,1,1,1,0,0,1680 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/GeForce-Extreme-256-bit-Graphics-IceStorm/dp/B07TLGLWX5?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07TLGLWX5 +ZOTAC GAMING GeForce RTX 2060 Super Mini Edition,$391.7 USD,ZOTAC,ZT-T20610E-10M,4895173619021,810012080675,209.6 mm,2.0,1,0,1,1,0,0,1650 MHz,8 GB,14000 MHz,175 W,https://www.amazon.ca/dp/B07TMJJVQ1?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2060 Twin Fan,$332.94 USD,ZOTAC,ZT-T20600F-10M,4895173617812,810012080002,209.6 mm,2.0,1,0,1,3,0,0,1680 MHz,6 GB,14000 MHz,160 W,https://www.amazon.ca/GeForce-192-bit-Graphics-IceStorm-ZT-T20600F-10M/dp/B07MBKKQPW?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07MBKKQPW +ZOTAC GAMING GeForce RTX 2070 AMP! Edition,$553.71 USD,ZOTAC,ZT-T20700D-10P,4895173617317,816264019500,268 mm,2.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/GeForce-256-bit-Spectra-Backplate-Graphics/dp/B07JD7RF63?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07JD7RF63 +ZOTAC GAMING GeForce RTX 2070 Super AMP! Edition,$514.68 USD,ZOTAC,ZT-T20710D-10P,4895173618994,,268 mm,2.0,1,1,1,1,0,0,1800 MHz,8 GB,14000 MHz,215 W,https://www.amazon.ca/ZOTAC-Gaming-GeForce%C2%AE-2070-SuperTM/dp/B07TLGLWX2?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07TLGLWX2 +ZOTAC GAMING GeForce RTX 2070 Super AMP! Extreme Edition,,ZOTAC,ZT-T20710B-10P,4895173618918,,308 mm,2.5,1,1,1,1,0,0,1830 MHz,8 GB,14000 MHz,215 W, +ZOTAC GAMING GeForce RTX 2070 Super Edition,$597.67 USD,ZOTAC,ZT-T20710F-10P,4895173618925,810012080644,268 mm,2.0,1,1,1,1,0,0,1800 MHz,8 GB,14000 MHz,215 W,https://www.amazon.ca/dp/B07TLGLWX2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2070 Super Mini Edition,$511.17 USD,ZOTAC,ZT-T20710E-10M,4895173619861,,209.6 mm,2.0,1,1,1,3,0,0,1770 MHz,8 GB,14000 MHz,215 W,https://www.amazon.ca/GeForce-256-Bit-Graphics-IceStorm-Zt-T20710E-10M/dp/B07XSPWMP9?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07XSPWMP9 +ZOTAC GAMING GeForce RTX 2080 AMP! Edition,$914.69 USD,ZOTAC,ZT-T20800D-10P,4895173617041,816264019340,308 mm,5.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/dp/B07GG9L5X1?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2080 Blower,$970.15 USD,ZOTAC,ZT-T20800A-10P,4895173617027,816264019326,268 mm,2.0,1,1,1,3,0,0,MHz,8 GB,14000 MHz,225 W,https://www.amazon.ca/dp/B07GJ8X6Q2?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2080 Super AMP,$778.92 USD,ZOTAC,ZT-T20820D-10P,4895173618895,810012080606,298 mm,2.0,2,0,1,3,0,0,1825 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/dp/B07TKFMHB4?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GAMING GeForce RTX 2080 Super AMP Extreme,,ZOTAC,ZT-T20820B-10P,4895173618888,,324 mm,2.5,2,0,1,3,0,0,1875 MHz,8 GB,15500 MHz,250 W, +ZOTAC GAMING GeForce RTX 2080 Super Triple Fan,,ZOTAC,ZT-T20820H-10P,4895173619915,,308 mm,2.5,1,1,1,1,0,0,1815 MHz,8 GB,15500 MHz,250 W, +ZOTAC GAMING GeForce RTX 2080 Super Twin Fan,$734.17 USD,ZOTAC,ZT-T20820F-10P,4895173618901,,268 mm,2.0,1,1,1,3,0,0,1815 MHz,8 GB,15500 MHz,250 W,https://www.amazon.ca/15-5Gbps-Graphics-IceStorm-Lighting-ZT-T20820F-10P/dp/B07VY5B5VV?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07VY5B5VV +ZOTAC GAMING GeForce RTX 2080 Ti AMP! Edition,$1198.53 USD,ZOTAC,ZT-T20810D-10P,4895173617058,816264019357,308 mm,2.5,2,0,1,3,0,0,1665 MHz,11 GB,14000 MHz,285 W,https://www.amazon.ca/GeForce-352-bit-Spectra-Backplate-Graphics/dp/B07GFTJCW5?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07GFTJCW5 +ZOTAC GAMING GeForce RTX 2080 Ti Arctic Storm. 11264 MB GDDR6,,ZOTAC,ZT-T20810K-30P,4895173618079,,295 mm,2.0,2,0,1,3,0,0,1575 MHz,11 GB,14000 MHz,300 W, +ZOTAC GAMING GeForce RTX 2080 Ti Blower,,ZOTAC,ZT-T20810A-10P,4895173617614,816264019616,268 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,250 W, +ZOTAC GAMING GeForce RTX 2080 Ti Triple Fan,,ZOTAC,ZT-T20810F-10P,4895173617072,,308 mm,5.0,2,0,1,3,0,0,MHz,11 GB,14000 MHz,260 W, +ZOTAC GAMING GeForce RTX 2080 Ti Twin Fan,,ZOTAC,ZT-T20810G-10P,4895173617195,816264019449,268 mm,2.0,2,0,1,3,0,0,1545 MHz,11 GB,14000 MHz,285 W, +ZOTAC GAMING GeForce RTX 3080 AMP Holo LHR,,ZOTAC,ZT-A30820F-10PLHR,4895173624650,,317.8 mm,3.0,2,0,1,3,0,0,MHz,12 GB,19000 MHz,350 W, +ZOTAC GAMING GeForce RTX 3080 AMP! Extreme Holo LHR,,ZOTAC,ZT-A30820B-10PLHR,4895173624995,,356 mm,3.0,3,0,1,3,0,0,MHz,12 GB,19000 MHz,390 W, +ZOTAC GAMING GeForce RTX 3080 Trinity LHR,,ZOTAC,ZT-A30820D-10PLHR,4895173624643,,317.8 mm,3.0,2,0,1,3,0,0,MHz,12 GB,19000 MHz,350 W, +ZOTAC GAMING GeForce RTX 3080 Trinity OC LHR,,ZOTAC,ZT-A30820J-10PLHR,4895173624667,,317.8 mm,3.0,2,0,1,3,0,0,MHz,12 GB,19000 MHz,350 W, +ZOTAC GAMING GeForce RTX 4060 Ti AMP SPIDER-MAN™ Across the Spider-Verse,,ZOTAC,ZT-D40620F-10SMP,4895173627385,,225.5 mm,2.2,1,0,1,3,0,0,2595 MHz,16 GB,18000 MHz,165 W, +ZOTAC GeForce GT 1030,$115.52 USD,ZOTAC,ZT-P10300A-10L,4895173613272,816264017957,172.5 mm,1.0,0,0,0,0,0,0,1468 MHz,2 GB,,30 W,https://www.amazon.ca/dp/B0711NWFJX?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GeForce GTX 1050 Mini,$111.13 USD,ZOTAC,ZT-P10500A-10L,4895173611094,816264017193,145 mm,2.0,0,0,0,0,0,0,1455 MHz,2 GB,4 MHz,75 W,https://www.amazon.ca/GeForce-DisplayPort-Dual-Link-Graphics-ZT-P10500A-10L/dp/B01M4MIU94?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01M4MIU94 +ZOTAC GeForce GTX 1050 Ti Mini,$164.11 USD,ZOTAC,ZT-P10510A-10L,4895173610998,816264017162,145 mm,2.0,0,0,0,0,0,0,1417 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/GeForce-DisplayPort-128-bit-Graphic-ZT-P10510A-10L/dp/B01MCU1ERO?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01MCU1ERO +ZOTAC GeForce GTX 1050 Ti OC,$207.49 USD,ZOTAC,ZT-P10510B-10L,4895173611087,816264017186,174 mm,2.0,0,0,0,0,0,0,1506 MHz,4 GB,4 MHz,75 W,https://www.amazon.ca/GeForce-Compact-Gaming-Graphics-ZT-P10510B-10L/dp/B01M4LR1WI?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01M4LR1WI +ZOTAC GeForce GTX 1060 AMP! Edition,$287.28 USD,ZOTAC,ZT-P10600B-10M,4895173610165,,210 mm,2.0,0,1,0,0,0,0,1771 MHz,6 GB,,120 W,https://www.amazon.ca/GeForce-ZT-P10600B-10M-Compact-Dual-Fan-IceStorm/dp/B01I5O5AP2?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01I5O5AP2 +ZOTAC GeForce GTX 1060 AMP!+ 9 Gbps,,ZOTAC,ZT-P10600G-10M,4895173613142,,210 mm,2.0,1,0,1,3,1,0,1835 MHz,6 GB,4500 MHz,120 W, +ZOTAC GeForce GTX 1060 Mini,$186.33 USD,ZOTAC,ZT-P10610A-10L,4895173610172,816264016936,174 mm,2.0,0,1,0,0,0,0,1708 MHz,3 GB,,120 W,https://www.amazon.ca/ZOTAC-GeForce-Compact-Graphics-ZT-P10610A-10L/dp/B01KKJAJM4?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01KKJAJM4 +ZOTAC GeForce GTX 1060 Mini,$255.31 USD,ZOTAC,ZT-P10600A-10L,4895173610158,,174 mm,2.0,0,1,0,0,0,0,1708 MHz,6 GB,,120 W,https://www.amazon.ca/ZOTAC-GeForce-ZT-P10600A-10L-GDDR5-Compact/dp/B01IDCOOIU?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01IDCOOIU +ZOTAC GeForce GTX 1070 AMP! Extreme Edition,$488.96 USD,ZOTAC,ZT-P10700B-10P,4895173610028,,325 mm,2.5,2,0,0,0,0,0,1835 MHz,8 GB,4 MHz,150 W,https://www.amazon.ca/GeForce-Extreme-ZT-P10700B-10P-IceStorm-Graphics/dp/B01GVNN9GQ?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01GVNN9GQ +ZOTAC GeForce GTX 1070 Founders Edition,,ZOTAC,ZT-P10700A-10P,4895173609992,,266.7 mm,2.0,1,0,1,3,1,0,1683 MHz,8 GB,4000 MHz,150 W, +ZOTAC GeForce GTX 1070 Mini,$351.8 USD,ZOTAC,ZT-P10700G-10M,4895173610189,,210 mm,2.0,1,0,0,0,0,0,1708 MHz,8 GB,,150 W,https://www.amazon.ca/ZOTAC-GeForce-graphics-GDDR5-Display/dp/B01LLAJ8PU?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01LLAJ8PU +ZOTAC GeForce GTX 1070 Ti AMP! Edition,$445.03 USD,ZOTAC,ZT-P10710C-10P,4895173614491,816264018404,300 mm,2.0,2,0,0,0,0,0,1683 MHz,8 GB,,180 W,https://www.amazon.ca/Graphics-IceStorm-Backplate-PowerBoost-ZT-P10710C-10P/dp/B076SBNZ68?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076SBNZ68 +ZOTAC GeForce GTX 1070 Ti AMP! Extreme Edition,$635.32 USD,ZOTAC,ZT-P10710B-10P,4895173614484,816264018398,325 mm,2.5,2,0,0,0,0,0,1683 MHz,8 GB,,180 W,https://www.amazon.ca/dp/B076X287C7?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GeForce GTX 1070 Ti Mini,$443.16 USD,ZOTAC,ZT-P10710G-10P,4895173614507,816264018411,211 mm,2.0,1,0,0,0,0,0,1683 MHz,8 GB,,180 W,https://www.amazon.ca/GEFORCE-GTX-1070-Mini-8GB/dp/B076X16Z8F?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B076X16Z8F +ZOTAC GeForce GTX 1080 AMP! Extreme Edition,,ZOTAC,ZT-P10800B-10P,4895173610004,,325 mm,2.0,2,0,0,0,0,0,1911 MHz,8 GB,,180 W, +ZOTAC GeForce GTX 1080 AMP! Extreme+ 11 Gbps,$641.28 USD,ZOTAC,ZT-P10800I-10P,4895173613135,,325 mm,2.5,2,0,1,3,1,0,1911 MHz,8 GB,5600 MHz,180 W,https://www.amazon.ca/dp/B06Y3NTL47?tag=pckombo04b-20&linkCode=osi&th=1&psc=1 +ZOTAC GeForce GTX 1080 Founders Edition,,ZOTAC,ZT-P10800A-10P,4895173609930,,266.7 mm,2.0,1,0,1,3,1,0,1733 MHz,8 GB,5000 MHz,180 W, +ZOTAC GeForce GTX 1080 Mini,$515.63 USD,ZOTAC,ZT-P10800H-10P,4895173611513,,211 mm,2.0,1,0,0,0,0,0,1759 MHz,8 GB,,180 W,https://www.amazon.ca/Zotac-ZT-P10800H-10P-Video-Card/dp/B01N11KVI8?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B01N11KVI8 +ZOTAC GeForce GTX 1080 Ti AMP! Edition,$670.97 USD,ZOTAC,ZT-P10810D-10P,4895173613098,,300 mm,2.5,2,0,0,0,0,0,1683 MHz,11 GB,5 MHz,250 W,https://www.amazon.ca/GeForce-GDDR5X-352-bit-Graphics-ZT-P10810D-10P/dp/B06XXVVQYH?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06XXVVQYH +ZOTAC GeForce GTX 1080 Ti AMP! Extreme Core,$752.94 USD,ZOTAC,ZT-P10810F-10P,4895173613296,,325 mm,2.5,2,0,0,0,0,0,1721 MHz,11 GB,,250 W,https://www.amazon.ca/ZT-P10810F-10P-GeForce-Extreme-352-bit-Graphics/dp/B07113WJPC?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B07113WJPC +ZOTAC GeForce GTX 1080 Ti AMP! Extreme Edition,$899.37 USD,ZOTAC,ZT-P10810C-10P,4895173613081,,325 mm,2.5,2,0,0,0,0,0,1759 MHz,11 GB,,250 W,https://www.amazon.ca/Zotac-ZT-P10810C-10P-1080-Extreme-GDDR5X/dp/B06Y3L3NPS?SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B06Y3L3NPS +ZOTAC GeForce GTX 1080 Ti Arctic Storm,,ZOTAC,ZT-P10810E-30P,4895173613104,,300 mm,2.5,2,0,1,3,1,0,1620 MHz,11 GB,5500 MHz,250 W, +ZOTAC GeForce GTX 1080 Ti Arctic Storm Mini,,ZOTAC,ZT-P10810H-30P,4895173614477,,212 mm,2.0,2,0,0,0,0,0,1620 MHz,11 GB,,250 W, +ZOTAC GeForce GTX 1080 Ti Blower,,ZOTAC,ZT-P10810B-10P,4895173613067,,266.7 mm,2.0,1,1,0,0,0,0,1582 MHz,11 GB,5 MHz,250 W, +ZOTAC GeForce GTX 1080 Ti Founders Edition,,ZOTAC,ZT-P10810A-10P,4895173613050,,266.7 mm,2.0,1,1,1,3,0,0,1582 MHz,11 GB,5500 MHz,250 W, +ZOTAC GeForce GTX 1080 Ti Mini,$652.19 USD,ZOTAC,ZT-P10810G-10P,4895173613333,,211 mm,2.0,2,0,0,0,0,0,1620 MHz,11 GB,,250 W,https://www.amazon.ca/GeForce-352-bit-Compact-Graphics-ZT-P10810G-10P/dp/B072WBS76K?psc=1&SubscriptionId=AKIAI7B523DQIKTQ3BRQ&tag=pckombo04b-20&linkCode=xm2&camp=2025&creative=165953&creativeASIN=B072WBS76K diff --git a/Computer Hardware Analysis/Images/__results___10_0.png b/Computer Hardware Analysis/Images/__results___10_0.png new file mode 100644 index 000000000..326b322e1 Binary files /dev/null and b/Computer Hardware Analysis/Images/__results___10_0.png differ diff --git a/Computer Hardware Analysis/Images/__results___11_1.png b/Computer Hardware Analysis/Images/__results___11_1.png new file mode 100644 index 000000000..2913367dd Binary files /dev/null and b/Computer Hardware Analysis/Images/__results___11_1.png differ diff --git a/Computer Hardware Analysis/Images/__results___12_0.png b/Computer Hardware Analysis/Images/__results___12_0.png new file mode 100644 index 000000000..8b484a478 Binary files /dev/null and b/Computer Hardware Analysis/Images/__results___12_0.png differ 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b/Computer Hardware Analysis/Models/README.md @@ -0,0 +1,57 @@ +# Computer Hardware Analysis Models + +## Overview +This document provides a summary of the machine learning models used in analysis , including their performance metrics such as RMSE and R2 score. + +## Models Implemented + +1. **Linear Regression** +2. **Ridge Regression** +3. **Lasso Regression** +4. **Decision Tree Regressor** +5. **Random Forest Regressor** +6. **Gradient Boosting Regressor** +7. **XGBoost Regressor** +8. **CatBoost Regressor** +9. **Support Vector Regressor** +10. **K-Nearest Neighbors Regressor** +11. **Extra Trees Regressor** + +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_0.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_1.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_2.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_3.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_4.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_5.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_6.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_7.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_8.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_9.png?raw=true) +![results](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___32_10.png?raw=true) + + +## Performance of the Models + +| Model | Train RMSE | Test RMSE | Train R2 | Test R2 | +|-----------------------------|---------------------|---------------------|---------------------|---------------------| +| Linear Regression | 17.65 | 302016927576.74 | 0.9991 | -1.9900E+017 | +| Ridge Regression | 123.93 | 300.17 | 0.9580 | 0.8034 | +| Lasso Regression | 134.90 | 333.59 | 0.9502 | 0.7572 | +| Decision Tree Regressor | 17.65 | 302.87 | 0.9991 | 0.7999 | +| Random Forest Regressor | 151.01 | 353.12 | 0.9376 | 0.7280 | +| Gradient Boosting Regressor | 105.99 | 307.28 | 0.9693 | 0.7940 | +| XGBoost Regressor | 38.36 | 328.19 | 0.9960 | 0.7650 | +| CatBoost Regressor | 81.89 | 330.35 | 0.9817 | 0.7619 | +| Support Vector Regressor | 626.45 | 696.85 | -0.0733 | -0.0594 | +| K-Nearest Neighbors Regressor| 290.01 | 364.72 | 0.7700 | 0.7098 | +| Extra Trees Regressor | 17.65 | 359.22 | 0.9991 | 0.7185 | + +## Conclusion +The evaluation of different models based on RMSE and R2 scores highlights their strengths and weaknesses. Models like Linear Regression and Decision Tree Regressor showed lower RMSE values, while XGBoost and Gradient Boosting Regressor had higher R2 scores, indicating better fit for the data. + +## Signature +- **Name:** Aditya D +- **Github:** [https://www.github.com/adi271001](https://www.github.com/adi271001) +- **LinkedIn:** [https://www.linkedin.com/in/aditya-d-23453a179/](https://www.linkedin.com/in/aditya-d-23453a179/) +- **Topmate:** [https://topmate.io/aditya_d/](https://topmate.io/aditya_d/) +- **Twitter:** [https://x.com/ADITYAD29257528](https://x.com/ADITYAD29257528) diff --git a/Computer Hardware Analysis/Models/computer-hardware-analysi.ipynb b/Computer Hardware Analysis/Models/computer-hardware-analysi.ipynb new file mode 100644 index 000000000..ef7037ad5 --- /dev/null +++ b/Computer Hardware Analysis/Models/computer-hardware-analysi.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":7234174,"sourceType":"datasetVersion","datasetId":4189073}],"dockerImageVersionId":30747,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LinearRegression, Ridge, Lasso\nfrom sklearn.tree import DecisionTreeRegressor\nfrom sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor, ExtraTreesRegressor\nfrom sklearn.svm import SVR\nfrom sklearn.neighbors import KNeighborsRegressor\nimport xgboost as xgb\nimport lightgbm as lgb\nimport catboost as cb\nfrom sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:13.195617Z","iopub.execute_input":"2024-08-01T10:18:13.196029Z","iopub.status.idle":"2024-08-01T10:18:17.985505Z","shell.execute_reply.started":"2024-08-01T10:18:13.195987Z","shell.execute_reply":"2024-08-01T10:18:17.984573Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"gpu_data_path = \"/kaggle/input/general-computer-hardware-dataset/GPUData.csv\"\ngpu = pd.read_csv(gpu_data_path, na_values=[\" \", \"\", \"MHz\"])\ngpu = gpu[['Name', 'Producer', 'HDMI', 'Boost Clock', 'Vram', 'Memory Clock']]","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:17.987226Z","iopub.execute_input":"2024-08-01T10:18:17.987937Z","iopub.status.idle":"2024-08-01T10:18:18.056571Z","shell.execute_reply.started":"2024-08-01T10:18:17.987903Z","shell.execute_reply":"2024-08-01T10:18:18.055814Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"# Load the CPU data file\ncpu_data_path = \"/kaggle/input/general-computer-hardware-dataset/CPUData.csv\"\ncpu = pd.read_csv(cpu_data_path, na_values=[\" \", \"\", \"GHz\"])\ncpu = cpu[['Name', 'Price', 'Producer', 'MPN', 'EAN', 'UPC', 'Base Clock', 'Turbo Clock', 'Unlocked Multiplier', 'Cores', 'Threads', 'TDP', 'Socket', 'Integrated GPU', 'Product Page']]","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:18.057615Z","iopub.execute_input":"2024-08-01T10:18:18.057927Z","iopub.status.idle":"2024-08-01T10:18:18.075898Z","shell.execute_reply.started":"2024-08-01T10:18:18.057901Z","shell.execute_reply":"2024-08-01T10:18:18.075163Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"# Cleaning and preprocessing CPU data\ncpu = cpu.dropna(subset=['Base Clock'])\ncpu['Cores'] = cpu['Cores'].replace(0, 10)\ncpu['base_clock'] = cpu['Base Clock'].str.extract('(\\d+)').astype(float)\ncpu['turbo_clock'] = cpu['Turbo Clock'].str.extract('(\\d+)').astype(float)\ncpu['tdp'] = cpu['TDP'].str.extract('(\\d+)').astype(float)\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:18.077737Z","iopub.execute_input":"2024-08-01T10:18:18.078022Z","iopub.status.idle":"2024-08-01T10:18:18.094189Z","shell.execute_reply.started":"2024-08-01T10:18:18.077994Z","shell.execute_reply":"2024-08-01T10:18:18.093331Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"# Cleaning and preprocessing GPU data\ngpu['memory_clock'] = gpu['Memory Clock'].str.extract('(\\d+)').astype(float)\ngpu['boost_clock'] = gpu['Boost Clock'].str.extract('(\\d+)').astype(float)\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:18.095283Z","iopub.execute_input":"2024-08-01T10:18:18.095544Z","iopub.status.idle":"2024-08-01T10:18:18.110508Z","shell.execute_reply.started":"2024-08-01T10:18:18.095521Z","shell.execute_reply":"2024-08-01T10:18:18.109547Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"# Plotting CPU producers\nplt.figure(figsize=(10, 6))\nsns.countplot(data=cpu, x='Producer', palette=['#ED1C24', '#00C7FD'])\nplt.title(\"CPU Producers\")\nplt.xlabel(\"Manufacturer\")\nplt.ylabel(\"CPU count\")\nplt.xticks(rotation=45)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:18.111567Z","iopub.execute_input":"2024-08-01T10:18:18.112011Z","iopub.status.idle":"2024-08-01T10:18:18.506866Z","shell.execute_reply.started":"2024-08-01T10:18:18.111980Z","shell.execute_reply":"2024-08-01T10:18:18.506060Z"},"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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aGoqChlZmaqa9eumj9/vmOtp6en1qxZoyeffFKtWrVS+fLlFR0dreeff/5WfQwAAAAApYxb/R4pV+H3SAEA3B33SAEoadz1Hqli+XukAAAAAKA4IKQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADDk0pDatm2bevfurdDQUFksFq1evdppv8Viyfcxc+ZMx5qIiIg8+6dPn36LPwkAAACA0sSlIZWRkaHGjRsrMTEx3/2nTp1yeixevFgWi0VRUVFO655//nmndWPGjLkV4wMAAAAopbxc+ebdu3dX9+7dr7s/ODjY6flHH32k9u3bq2bNmk7b/fz88qwFAAAAgKJSbO6RSk1N1SeffKLhw4fn2Td9+nRVqlRJTZs21cyZM3X16tUbHiszM1M2m83pAQAAAAAF5dIzUiaWLVsmPz8/9evXz2l7bGysmjVrpsDAQG3fvl3x8fE6deqUZs+efd1jJSQkaNq0aUU9MgAAAIASymK32+2uHkL67YslPvzwQ/Xt2zff/XXr1lXnzp01b968Gx5n8eLFGjlypNLT0+Xj45PvmszMTGVmZjqe22w2hYWFKS0tTVar9Q9/BgAAikqNT7939QgAUKiO96h580UuYLPZ5O/vf9M2KBZnpD7//HMdPnxY77///k3XRkZG6urVq/rhhx90xx135LvGx8fnupEFAAAAADdTLO6RevPNN9W8eXM1btz4pmuTk5Pl4eGhqlWr3oLJAAAAAJRGLj0jlZ6erqNHjzqeHz9+XMnJyQoMDFT16tUl/XZqbeXKlZo1a1ae1yclJWnHjh1q3769/Pz8lJSUpLFjx2rw4MGqWLHiLfscAAAAAEoXl4bUzp071b59e8fzuLg4SVJ0dLSWLl0qSXrvvfdkt9s1YMCAPK/38fHRe++9p6lTpyozM1M1atTQ2LFjHccBAAAAgKLgNl824UoFvaEMAABX4csmAJQ0xf3LJorFPVIAAAAA4E4IKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADLk0pLZt26bevXsrNDRUFotFq1evdto/ZMgQWSwWp0e3bt2c1pw/f16DBg2S1WpVQECAhg8frvT09Fv4KQAAAACUNi4NqYyMDDVu3FiJiYnXXdOtWzedOnXK8Xj33Xed9g8aNEj79+/X+vXrtWbNGm3btk1PPPFEUY8OAAAAoBTzcuWbd+/eXd27d7/hGh8fHwUHB+e77+DBg1q3bp2++eYb3XXXXZKkefPmqUePHnr55ZcVGhpa6DMDAAAAgNvfI7VlyxZVrVpVd9xxh5588kmdO3fOsS8pKUkBAQGOiJKkTp06ycPDQzt27LjuMTMzM2Wz2ZweAAAAAFBQbh1S3bp101tvvaWNGzfqpZde0tatW9W9e3fl5ORIklJSUlS1alWn13h5eSkwMFApKSnXPW5CQoL8/f0dj7CwsCL9HAAAAABKFpde2nczjzzyiOPPd955pxo1aqRatWppy5Yt6tix4x8+bnx8vOLi4hzPbTYbMQUAAACgwNz6jNR/q1mzpipXrqyjR49KkoKDg3X69GmnNVevXtX58+eve1+V9Nt9V1ar1ekBAAAAAAVVrELq559/1rlz5xQSEiJJatWqlS5evKhdu3Y51mzatEm5ubmKjIx01ZgAAAAASjiXXtqXnp7uOLskScePH1dycrICAwMVGBioadOmKSoqSsHBwTp27JieffZZ1a5dW127dpUk1atXT926ddOIESO0YMECZWdna/To0XrkkUf4xj4AAAAARcalZ6R27typpk2bqmnTppKkuLg4NW3aVJMnT5anp6f27t2r+++/X7fffruGDx+u5s2b6/PPP5ePj4/jGMuXL1fdunXVsWNH9ejRQ/fee68WLlzoqo8EAAAAoBSw2O12u6uHcDWbzSZ/f3+lpaVxvxQAwC3V+PR7V48AAIXqeI+arh4hXwVtg2J1jxQAAAAAuANCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQy4NqW3btql3794KDQ2VxWLR6tWrHfuys7M1YcIE3XnnnSpfvrxCQ0P12GOP6eTJk07HiIiIkMVicXpMnz79Fn8SAAAAAKWJS0MqIyNDjRs3VmJiYp59ly9f1u7duzVp0iTt3r1bq1at0uHDh3X//ffnWfv888/r1KlTjseYMWNuxfgAAAAASikvV7559+7d1b1793z3+fv7a/369U7bXn31VbVs2VInTpxQ9erVHdv9/PwUHBxcpLMCAAAAwDXF6h6ptLQ0WSwWBQQEOG2fPn26KlWqpKZNm2rmzJm6evWqawYEAAAAUCq49IyUiStXrmjChAkaMGCArFarY3tsbKyaNWumwMBAbd++XfHx8Tp16pRmz5593WNlZmYqMzPT8dxmsxXp7AAAAABKlmIRUtnZ2Xr44Ydlt9v12muvOe2Li4tz/LlRo0by9vbWyJEjlZCQIB8fn3yPl5CQoGnTphXpzAAAAABKLre/tO9aRP34449av36909mo/ERGRurq1av64YcfrrsmPj5eaWlpjsdPP/1UyFMDAAAAKMnc+ozUtYg6cuSINm/erEqVKt30NcnJyfLw8FDVqlWvu8bHx+e6Z6sAAAAA4GZcGlLp6ek6evSo4/nx48eVnJyswMBAhYSE6MEHH9Tu3bu1Zs0a5eTkKCUlRZIUGBgob29vJSUlaceOHWrfvr38/PyUlJSksWPHavDgwapYsaKrPhYAAACAEs5it9vtrnrzLVu2qH379nm2R0dHa+rUqapRo0a+r9u8ebPatWun3bt3609/+pMOHTqkzMxM1ahRQ48++qji4uKMzjjZbDb5+/srLS3tppcO3mr7Itu4egQAKFQNd3zu6hGKpRqffu/qEQCgUB3vUdPVI+SroG3g0jNS7dq104067maN16xZM3311VeFPRYAAAAA3JDbf9kEAAAAALgbQgoAAAAADBFSAAAAAGCIkAIAAAAAQ8Yh9dZbbykzMzPP9qysLL311luFMhQAAAAAuDPjkBo6dKjS0tLybL906ZKGDh1aKEMBAAAAgDszDim73S6LxZJn+88//yx/f/9CGQoAAAAA3FmBf49U06ZNZbFYZLFY1LFjR3l5/eelOTk5On78uLp161YkQwIAAACAOylwSPXt21eSlJycrK5du6pChQqOfd7e3oqIiFBUVFShDwgAAAAA7qbAITVlyhRJUkREhPr376+yZcsW2VAAAAAA4M4KHFLXREdHS/rtW/pOnz6t3Nxcp/3Vq1cvnMkAAAAAwE0Zh9SRI0c0bNgwbd++3Wn7tS+hyMnJKbThAAAAAMAdGYfUkCFD5OXlpTVr1igkJCTfb/ADAAAAgJLMOKSSk5O1a9cu1a1btyjmAQAAAAC3Z/x7pOrXr6+zZ88WxSwAAAAAUCwYh9RLL72kZ599Vlu2bNG5c+dks9mcHgAAAABQ0hlf2tepUydJUseOHZ2282UTAAAAAEoL45DavHlzUcwBAAAAAMWGcUi1bdu2KOYAAAAAgGLDOKS2bdt2w/333XffHx4GAAAAAIoD45Bq165dnm2//11S3CMFAAAAoKQz/ta+CxcuOD1Onz6tdevWqUWLFvrss8+KYkYAAAAAcCvGZ6T8/f3zbOvcubO8vb0VFxenXbt2FcpgAAAAAOCujM9IXU9QUJAOHz5cWIcDAAAAALdlfEZq7969Ts/tdrtOnTql6dOnq0mTJoU1FwAAAAC4LeOQatKkiSwWi+x2u9P2u+++W4sXLy60wQAAAADAXRmH1PHjx52ee3h4qEqVKipbtmyhDQUAAAAA7sw4pMLDw4tiDgAAAAAoNv7Ql01s3bpVvXv3Vu3atVW7dm3df//9+vzzzwt7NgAAAABwS8Yh9c4776hTp07y9fVVbGysYmNjVa5cOXXs2FErVqwoihkBAAAAwK0YX9r3t7/9TTNmzNDYsWMd22JjYzV79mz99a9/1cCBAwt1QAAAAABwN8ZnpL7//nv17t07z/b7778/zxdRAAAAAEBJZBxSYWFh2rhxY57tGzZsUFhYWKEMBQAAAADuzPjSvnHjxik2NlbJycm65557JElffvmlli5dqldeeaXQBwQAAAAAd2McUk8++aSCg4M1a9Ys/eMf/5Ak1atXT++//7769OlT6AMCAAAAgLsxDilJeuCBB/TAAw8U9iwAAAAAUCwY3yP1zTffaMeOHXm279ixQzt37iyUoQAAAADAnRmHVExMjH766ac823/55RfFxMQUylAAAAAA4M6MQ+rAgQNq1qxZnu1NmzbVgQMHCmUoAAAAAHBnxiHl4+Oj1NTUPNtPnTolL68/dMsVAAAAABQrxiHVpUsXxcfHKy0tzbHt4sWL+stf/qLOnTsX6nAAAAAA4I6MTyG9/PLLuu+++xQeHq6mTZtKkpKTkxUUFKS333670AcEAAAAAHdjHFK33Xab9u7dq+XLl2vPnj0qV66chg4dqgEDBqhMmTJFMSMAAAAAuJU/dFNT+fLl9cQTTxT2LAAAAABQLBjfIwUAAAAApZ1LQ2rbtm3q3bu3QkNDZbFYtHr1aqf9drtdkydPVkhIiMqVK6dOnTrpyJEjTmvOnz+vQYMGyWq1KiAgQMOHD1d6evot/BQAAAAAShuXhlRGRoYaN26sxMTEfPfPmDFDf//737VgwQLt2LFD5cuXV9euXXXlyhXHmkGDBmn//v1av3691qxZo23btnHZIQAAAIAi5dJf/NS9e3d179493312u11z587VxIkT1adPH0nSW2+9paCgIK1evVqPPPKIDh48qHXr1umbb77RXXfdJUmaN2+eevTooZdfflmhoaG37LMAAAAAKD0KfEbKZrPl+8jJySmSwY4fP66UlBR16tTJsc3f31+RkZFKSkqSJCUlJSkgIMARUZLUqVMneXh4aMeOHdc9dmZmZp7PAQAAAAAFVeCQCggIUMWKFfM8ypUrpzvuuEOLFi0q1MFSUlIkSUFBQU7bg4KCHPtSUlJUtWpVp/1eXl4KDAx0rMlPQkKC/P39HY+wsLBCnR0AAABAyVbgS/s2b96c7/aLFy9q165deuaZZ+Tl5aWhQ4cW2nBFJT4+XnFxcY7nNpuNmAIAAABQYAUOqbZt2153X58+fRQREaF58+YVWkgFBwdLklJTUxUSEuLYnpqaqiZNmjjWnD592ul1V69e1fnz5x2vz4+Pj498fHwKZU4AAAAApU+hfWtf27ZtdfTo0cI6nGrUqKHg4GBt3LjRsc1ms2nHjh1q1aqVJKlVq1aOM2LXbNq0Sbm5uYqMjCy0WQAAAADg9wrtW/vS0tLk7+9v9Jr09HSn+Dp+/LiSk5MVGBio6tWr6+mnn9YLL7ygOnXqqEaNGpo0aZJCQ0PVt29fSVK9evXUrVs3jRgxQgsWLFB2drZGjx6tRx55hG/sAwAAAFBkCiWksrOzNXPmTOOzQDt37lT79u0dz6/dtxQdHa2lS5fq2WefVUZGhp544gldvHhR9957r9atW6eyZcs6XrN8+XKNHj1aHTt2lIeHh6KiovT3v/+9MD4WAAAAAOTLYrfb7QVZ2K9fv3y3p6Wlaf/+/bJYLPr8889Vu3btQh3wVrDZbPL391daWpqsVqurx3GyL7KNq0cAgELVcMfnrh6hWKrx6feuHgEACtXxHjVdPUK+CtoGBT4jdb3L9sLCwhQVFaVBgwYZX9oHAAAAAMVRgUNqyZIlRTkHAAAAABQbRvdIffXVV/r444+VlZWljh07qlu3bkU1FwAAAAC4rQKH1D//+U/1799f5cqVU5kyZTR79my99NJLGj9+fFHOBwAAAABup8C/RyohIUEjRoxQWlqaLly4oBdeeEEvvvhiUc4GAAAAAG6pwCF1+PBhjR8/Xp6enpKkcePG6dKlSzp9+nSRDQcAAAAA7qjAIXX58mWnr//z9vZW2bJllZ6eXiSDAQAAAIC7MvqyiTfeeEMVKlRwPL969aqWLl2qypUrO7bFxsYW3nQAAAAA4IYKHFLVq1fXokWLnLYFBwfr7bffdjy3WCyEFAAAAIASr8Ah9cMPPxThGAAAAABQfBT4HikAAAAAwG8KHFKbNm1S/fr1ZbPZ8uxLS0tTgwYNtG3btkIdDgAAAADcUYFDau7cuRoxYoTTN/dd4+/vr5EjR2rOnDmFOhwAAAAAuKMCh9SePXvUrVu36+7v0qWLdu3aVShDAQAAAIA7K3BIpaamqkyZMtfd7+XlpTNnzhTKUAAAAADgzgocUrfddpv27dt33f179+5VSEhIoQwFAAAAAO6swCHVo0cPTZo0SVeuXMmz79dff9WUKVPUq1evQh0OAAAAANxRgX+P1MSJE7Vq1SrdfvvtGj16tO644w5J0qFDh5SYmKicnBw999xzRTYoAAAAALiLAodUUFCQtm/frieffFLx8fGy2+2SJIvFoq5duyoxMVFBQUFFNigAAAAAuIsCh5QkhYeH69NPP9WFCxd09OhR2e121alTRxUrViyq+QAAAADA7RiF1DUVK1ZUixYtCnsWAAAAACgWCvxlEwAAAACA3xBSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMOT2IRURESGLxZLnERMTI0lq165dnn2jRo1y8dQAAAAASjIvVw9wM998841ycnIcz/ft26fOnTvroYcecmwbMWKEnn/+ecdzX1/fWzojAAAAgNLF7UOqSpUqTs+nT5+uWrVqqW3bto5tvr6+Cg4OvtWjAQAAACil3P7Svt/LysrSO++8o2HDhslisTi2L1++XJUrV1bDhg0VHx+vy5cv3/A4mZmZstlsTg8AAAAAKCi3PyP1e6tXr9bFixc1ZMgQx7aBAwcqPDxcoaGh2rt3ryZMmKDDhw9r1apV1z1OQkKCpk2bdgsmBgAAAFASWex2u93VQxRU165d5e3trY8//vi6azZt2qSOHTvq6NGjqlWrVr5rMjMzlZmZ6Xhus9kUFhamtLQ0Wa3WQp/7f7Evso2rRwCAQtVwx+euHqFYqvHp964eAQAK1fEeNV09Qr5sNpv8/f1v2gbF5ozUjz/+qA0bNtzwTJMkRUZGStINQ8rHx0c+Pj6FPiMAAACA0qHY3CO1ZMkSVa1aVT179rzhuuTkZElSSEjILZgKAAAAQGlULM5I5ebmasmSJYqOjpaX139GPnbsmFasWKEePXqoUqVK2rt3r8aOHav77rtPjRo1cuHEAAAAAEqyYhFSGzZs0IkTJzRs2DCn7d7e3tqwYYPmzp2rjIwMhYWFKSoqShMnTnTRpAAAAABKg2IRUl26dFF+34kRFhamrVu3umAiAAAAAKVZsblHCgAAAADcBSEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhtw6pqVOnymKxOD3q1q3r2H/lyhXFxMSoUqVKqlChgqKiopSamurCiQEAAACUBm4dUpLUoEEDnTp1yvH44osvHPvGjh2rjz/+WCtXrtTWrVt18uRJ9evXz4XTAgAAACgNvFw9wM14eXkpODg4z/a0tDS9+eabWrFihTp06CBJWrJkierVq6evvvpKd999960eFQAAAEAp4fZnpI4cOaLQ0FDVrFlTgwYN0okTJyRJu3btUnZ2tjp16uRYW7duXVWvXl1JSUk3PGZmZqZsNpvTAwAAAAAKyq1DKjIyUkuXLtW6dev02muv6fjx42rTpo0uXbqklJQUeXt7KyAgwOk1QUFBSklJueFxExIS5O/v73iEhYUV4acAAAAAUNK49aV93bt3d/y5UaNGioyMVHh4uP7xj3+oXLlyf/i48fHxiouLczy32WzEFAAAAIACc+szUv8tICBAt99+u44eParg4GBlZWXp4sWLTmtSU1Pzvafq93x8fGS1Wp0eAAAAAFBQxSqk0tPTdezYMYWEhKh58+YqU6aMNm7c6Nh/+PBhnThxQq1atXLhlAAAAABKOre+tG/8+PHq3bu3wsPDdfLkSU2ZMkWenp4aMGCA/P39NXz4cMXFxSkwMFBWq1VjxoxRq1at+MY+AAAAAEXKrUPq559/1oABA3Tu3DlVqVJF9957r7766itVqVJFkjRnzhx5eHgoKipKmZmZ6tq1q+bPn+/iqQEAAACUdG4dUu+9994N95ctW1aJiYlKTEy8RRMBAAAAQDG7RwoAAAAA3AEhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAy5dUglJCSoRYsW8vPzU9WqVdW3b18dPnzYaU27du1ksVicHqNGjXLRxAAAAABKA7cOqa1btyomJkZfffWV1q9fr+zsbHXp0kUZGRlO60aMGKFTp045HjNmzHDRxAAAAABKAy9XD3Aj69atc3q+dOlSVa1aVbt27dJ9993n2O7r66vg4OBbPR4AAACAUsqtz0j9t7S0NElSYGCg0/bly5ercuXKatiwoeLj43X58uUbHiczM1M2m83pAQAAAAAF5dZnpH4vNzdXTz/9tFq3bq2GDRs6tg8cOFDh4eEKDQ3V3r17NWHCBB0+fFirVq267rESEhI0bdq0WzE2AAAAgBKo2IRUTEyM9u3bpy+++MJp+xNPPOH485133qmQkBB17NhRx44dU61atfI9Vnx8vOLi4hzPbTabwsLCimZwAAAAACVOsQip0aNHa82aNdq2bZuqVat2w7WRkZGSpKNHj143pHx8fOTj41PocwIAAAAoHdw6pOx2u8aMGaMPP/xQW7ZsUY0aNW76muTkZElSSEhIEU8HAAAAoLRy65CKiYnRihUr9NFHH8nPz08pKSmSJH9/f5UrV07Hjh3TihUr1KNHD1WqVEl79+7V2LFjdd9996lRo0Yunh4AAABASeXWIfXaa69J+u2X7v7ekiVLNGTIEHl7e2vDhg2aO3euMjIyFBYWpqioKE2cONEF0wIAAAAoLdw6pOx2+w33h4WFaevWrbdoGgAAAAD4TbH6PVIAAAAA4A4IKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGCIkAIAAAAAQ4QUAAAAABgipAAAAADAECEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAAAAAhggpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADJWYkEpMTFRERITKli2ryMhIff31164eCQAAAEAJVSJC6v3331dcXJymTJmi3bt3q3HjxuratatOnz7t6tEAAAAAlEAlIqRmz56tESNGaOjQoapfv74WLFggX19fLV682NWjAQAAACiBvFw9wP8qKytLu3btUnx8vGObh4eHOnXqpKSkpHxfk5mZqczMTMfztLQ0SZLNZivaYf+A9Jyrrh4BAAqVO/63tjjIvXzJ1SMAQKFy158H1+ay2+03XFfsQ+rs2bPKyclRUFCQ0/agoCAdOnQo39ckJCRo2rRpebaHhYUVyYwAgN/x93f1BAAAN+DuPw0uXbok/xv8zCr2IfVHxMfHKy4uzvE8NzdX58+fV6VKlWSxWFw4GeAaNptNYWFh+umnn2S1Wl09DgDARfh5APx2JurSpUsKDQ294bpiH1KVK1eWp6enUlNTnbanpqYqODg439f4+PjIx8fHaVtAQEBRjQgUG1arlR+cAAB+HqDUu9GZqGuK/ZdNeHt7q3nz5tq4caNjW25urjZu3KhWrVq5cDIAAAAAJVWxPyMlSXFxcYqOjtZdd92lli1bau7cucrIyNDQoUNdPRoAAACAEqhEhFT//v115swZTZ48WSkpKWrSpInWrVuX5wsoAOTPx8dHU6ZMyXPJKwCgdOHnAVBwFvvNvtcPAAAAAOCk2N8jBQAAAAC3GiEFAAAAAIYIKQAAAAAwREgBAAAAgCFCCgAAAAAMEVIAAADI16uvvqr169crJyfH1aMAboevPwdQIDk5OfL09HT1GACAW6hJkyY6c+aMVqxYoXvvvZefA8DvEFIA8rhw4YJSU1OVlJSkgIAAtWvXThUrVnT1WACAW8Rut8tisUiSOnbsqKNHj2rZsmVq06YNMQX8H0IKgJNDhw4pLi5OJ0+e1IEDB+Tl5aWAgADNmjVLPXv2lNVqdfWIAIBb4OrVq/Ly8pIktWvXTsePHyemgN/hHikADnv27FGbNm10xx13aO7cubLZbFqzZo1atWql4cOHa/ny5crKynL1mACAW+BaREnSli1bVL16dUVHR+vzzz/nnilAnJEC8H/27t2r1q1bKzY2Vn/7298c90Tl5uYqKytLI0aM0EcffaQNGzaoZcuWTpd9AABKjmv/fT979qw8PT2Vnp6usLAwSVKbNm104sQJzkwBIqQASDp//rxCQ0PVrl07rVu3zrH997GUkpKizp07Kzg4WJ999hkRBQAl0LX/7v/rX//SnDlzdOrUKYWEhKhDhw6aNGmSpP9c5vf222+rdevWxBRKLS7tA6CKFStqxIgR2r59uz744APH9t/HUnBwsNq3b68zZ85weR8AlFAWi0Wffvqp+vfvrwceeECLFy9W27ZtNWXKFK1fv17Sb5f51a5dWz169FBSUpKLJwZcx+vmSwCUVBcuXFDFihVlsVg0b948eXp6atCgQbLb7XrwwQcd6679C6Xdbpefn598fHxcODUAoKhkZ2dr5cqVeu655xQbG6uTJ09q2bJlGjVqlDp37qzc3Fx5eHho48aN6tWrl4KCglw9MuAynJECSqn9+/crKChIU6dOdWybO3euRo0apcGDB+c5M3Xx4kWdPHlSXbp0kfRbXAEAir/f//c8Oztb3377rWrUqKGzZ8+qZcuW6tKlixITEyVJb7/9tjZu3ChJWrNmjerUqeOSmQF3QEgBpdTatWt19epVPf/88/rLX/7i2D537lw9+eSTGjRokFauXOnY/vLLL2vv3r0aNGiQJHGPFAAUU9fCyWaz6fLly7JYLFq3bp32798vX19fdejQQTt37lSzZs3Us2dPLViwQBaLRWlpadq2bZsOHDigq1ev8g9qKPW4tA8opbp3766tW7eqTp06euWVV3TlyhXNnj1bkjRnzhxJ0qOPPqry5ctr586dmj17trZv366aNWu6cmwAQCFITU1V8+bNlZiYqPT0dD366KNatWqVGjRooDvvvFOjRo1SixYt9MILL8hisSgnJ0czZszQli1b9Nxzzzl9NTpQWvH/AqCUuXa/U7169ZSdnS2bzaaPPvpIvXv3lqenp2bOnCnpt5jy8PBQr1695OnpqR07dqhJkyauHR4A8D+zWCwKCgpS3759NXjwYF2+fFkLFy5U3759JUlDhw7V6dOn9de//lWjR4+Wr6+vsrKytHbtWm3atIl/UAP+D5f2AaXE+fPnnZ57eHho+vTp+vbbb1WhQgUtXbpUr7zyip599lnHmlmzZmnGjBn69ttv1axZs1s9MgCgCOTm5kqSHn/8cWVkZKhMmTIKDAzUr7/+6lgzYcIEzZ8/XyEhIfr5558VHh6u7du38w9qwO/we6SAUuDgwYNq0KCB+vfvr8aNGys2Nla+vr66dOmSBg0apM6dO2vMmDFavny5hg4dqnHjxikhIcHVYwMAitD58+d15MgRvfvuu3r99de1aNEiRUVFqVy5ck7rrl69yqV8QD74fwVQCmzatEmStG/fPtlsNr3++uuKi4tT165dFRsbqyFDhuiBBx7QoEGD5OXlpQEDBsjb21vTpk1z8eQAgMJy7dLukydPKjMzUxEREYqMjFRkZKSuXLmiESNGyMPDQw888IDKlSun+fPnq127dqpfv76rRwfcEiEFlAIxMTGy2WyaNGmSpkyZol9++UV79uzRlClTNHDgQOXk5GjDhg0aMmSI+vfvrzJlyqhevXquHhsAUIgsFos++OADTZkyRampqerWrZuioqLUt29fLViwQJI0cuRIHTp0SGfPntXChQu1Z88eF08NuC9CCijhcnJy5Onpqfj4eF24cEHR0dF655139Kc//UmPPfaYEhMTZbFYFBAQ4HhNv379XDcwAKBQXfslugcOHNDYsWM1duxYWa1WvfPOO5o3b54uXryoIUOGaMGCBbJardq6dauysrK0c+dONWjQwNXjA26Le6SAEujQoUN6++239cQTTygsLEweHv/5Xpnx48dr3rx5evPNNx3f1nTp0iV+Oz0AlBDXwunKlSsqW7aspN9+CfsHH3ygX3/91XEP7KFDhzRx4kSdO3dO0dHRGjJkiCTp9OnT8vX1VYUKFVz1EYBigZACSpjs7Gy1bt1aO3fuVO3atdWnTx+1aNFCDz/8sGPNuHHj9Pe//11LlizR4MGDXTgtAKAo/PLLLxo7dqxGjhypjh07qnXr1vr3v/+tnj176t1333WsO3DggCZNmiSbzaaHHnpITzzxhAunBooXvv4cKGHKlCmjhx56SLNmzVJiYqLKly+vUaNGafDgwZo/f77sdrtmzZql5557TiNGjNDixYtdPTIAoJBlZmbq559/1pw5c/Tdd99p8eLFatKkiXbv3q21a9c61tWvX18vvPCCJGnNmjWy2WyuGhkodjgjBZRAW7ZsUZ8+fbRx40bdddddOnXqlBYuXKiXXnpJjRo10vDhw9W2bVv985//1Jw5c3Ts2DFZrVZXjw0AKERHjhzR6NGjZbfb9corr6hMmTIaMmSIAgMDNXr0aHXp0sWx9vDhwypfvryqVavmwomB4oWQAkqoZ555RqdOndIbb7yhsmXL6pFHHtGePXvUsmVL/fDDD0pKStKKFSvUoUMHBQYGunpcAEARuBZTkjRv3jzl5uZqxIgRCggI0FNPPaVOnTq5eEKg+OLSPqCEioyM1Pfffy9vb289/vjj2rJli/75z39q2bJlWrhwoWbMmKF69eoRUQBQgtWpU0evvvqqJGnMmDHy8PDQokWLlJ6erueff16bN2928YRA8cUZKaAEa9u2rb744gsFBwfr008/VePGjV09EgDABX5/ZurVV19VVlaWxo8fr4ULFyosLMzF0wHFE2ekgBLo2r+PTJgwQbVr11ZiYqIaN24s/t0EAEqna2emvLy8NHjwYPn4+Ohf//oXEQX8DwgpoASyWCySpObNmys3N1e7du1y2g4AKH3q1KmjWbNmqVq1avL29laZMmVcPRJQrHFpH1DCvfPOOxo1apQ2bdqkli1bunocAICLZWVlydvb29VjAMUeZ6SAEq59+/Zq0aKFQkNDXT0KAMANEFFA4eCMFFAKXLlyRWXLlnX1GAAAACUGIQUAAAAAhri0DwAAAAAMEVIAAAAAYIiQAgAAAABDhBQAAAAAGCKkAAAAAMAQIQUAKFWmTp2qoKAgWSwWrV692tXjAACKKUIKAFAkhgwZIovFolGjRuXZFxMTI4vFoiFDhtzSmQ4ePKhp06bp9ddf16lTp9S9e/f/+ZhLly5VQEDA/z4cAKBYIaQAAEUmLCxM7733nn799VfHtitXrmjFihWqXr36LZ/n2LFjkqQ+ffooODhYPj4+t3yGG8nOzr6lrwMA/HGEFACgyDRr1kxhYWFatWqVY9uqVatUvXp1NW3a1LFt3bp1uvfeexUQEKBKlSqpV69ejuiRpB9++EEWi0WrVq1S+/bt5evrq8aNGyspKcmxZurUqWrSpInT+8+dO1cRERGO/b1795YkeXh4yGKxSJK++eYbde7cWZUrV5a/v7/atm2r3bt3Ox3n4sWLGjlypIKCglS2bFk1bNhQa9as0ZYtWzR06FClpaXJYrHIYrFo6tSpkpTvpYMBAQFaunSp02d6//331bZtW5UtW1bLly+XJL3xxhuqV6+eypYtq7p162r+/Pl5/i7yex0A4NYhpAAARWrYsGFasmSJ4/nixYs1dOhQpzUZGRmKi4vTzp07tXHjRnl4eOiBBx5Qbm6u07rnnntO48ePV3Jysm6//XYNGDBAV69eLdAc48ePd8xx6tQpnTp1SpJ06dIlRUdH64svvtBXX32lOnXqqEePHrp06ZIkKTc3V927d9eXX36pd955RwcOHND06dPl6empe+65R3PnzpXVanUcc/z48UZ/P3/+85/11FNP6eDBg+ratauWL1+uyZMn629/+5sOHjyoF198UZMmTdKyZctu+DoAwK3l5eoBAAAl2+DBgxUfH68ff/xRkvTll1/qvffe05YtWxxroqKinF6zePFiValSRQcOHFDDhg0d28ePH6+ePXtKkqZNm6YGDRro6NGjqlu37k3nqFChguNepuDgYMf2Dh06OK1buHChAgICtHXrVvXq1UsbNmzQ119/rYMHD+r222+XJNWsWdOx3t/fXxaLxemYJp5++mn169fP8XzKlCmaNWuWY1uNGjV04MABvf7664qOjr7u6wAAtxYhBQAoUlWqVFHPnj21dOlS2e129ezZU5UrV3Zac+TIEU2ePFk7duzQ2bNnHWeiTpw44RRSjRo1cvw5JCREknT69OkChdT1pKamauLEidqyZYtOnz6tnJwcXb58WSdOnJAkJScnq1q1ao6IKmx33XWX488ZGRk6duyYhg8frhEjRji2X716Vf7+/td9HQDg1iOkAABFbtiwYRo9erQkKTExMc/+3r17Kzw8XIsWLVJoaKhyc3PVsGFDZWVlOa0rU6aM48/X7nG6Fl0eHh6y2+1O6wvyJQzR0dE6d+6cXnnlFYWHh8vHx0etWrVyvHe5cuUMPul/WCyWAs1Tvnx5x5/T09MlSYsWLVJkZKTTOk9Pz+u+DgBw6xFSAIAi161bN2VlZcliseS5n+fcuXM6fPiwFi1apDZt2kiSvvjiC+P3qFKlilJSUmS32x2RlZycfNPXffnll5o/f7569OghSfrpp5909uxZx/5GjRrp559/1nfffZfvWSlvb2/l5OTkO8+1+7Ck3866Xb58+YazBAUFKTQ0VN9//70GDRp009kBAK5DSAEAipynp6cOHjzo+PPvVaxYUZUqVdLChQsVEhKiEydO6M9//rPxe7Rr105nzpzRjBkz9OCDD2rdunVau3atrFbrDV9Xp04dvf3227rrrrtks9n0zDPPOJ2Fatu2re677z5FRUVp9uzZql27tg4dOiSLxaJu3bopIiJC6enp2rhxoxo3bixfX1/5+vqqQ4cOevXVV9WqVSvl5ORowoQJTmfUrmfatGmKjY2Vv7+/unXrpszMTO3cuVMXLlxQXFyc8d8LAKBo8K19AIBbwmq15hs1Hh4eeu+997Rr1y41bNhQY8eO1cyZM42PX69ePc2fP1+JiYlq3Lixvv766wJ9g96bb76pCxcuqFmzZnr00UcVGxurqlWrOq354IMP1KJFCw0YMED169fXs88+6zgLdc8992jUqFHq37+/qlSpohkzZkiSZs2apbCwMLVp00YDBw7U+PHj5evre9N5Hn/8cb3xxhtasmSJ7rzzTrVt21ZLly5VjRo1jP9OAABFx2L/7wu4AQAAAAA3xBkpAAAAADBESAEAAACAIUIKAAAAAAwRUgAAAABgiJACAAAAAEOEFAAAAAAYIqQAAAAAwBAhBQAAAACGCCkAAAAAMERIAQAAAIAhQgoAAAAADBFSAAAAAGDo/wMUXmxcvbliDwAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"code","source":"# Plotting base clock speeds on box plot\nplt.figure(figsize=(10, 6))\nsns.boxplot(data=cpu, x='Producer', y='base_clock', palette=['#ED1C24', '#00C7FD'])\nplt.title(\"Base clock comparison\")\nplt.xlabel(\"Manufacturer\")\nplt.ylabel(\"Base clock (GHz)\")\nplt.xticks(rotation=45)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:18.507889Z","iopub.execute_input":"2024-08-01T10:18:18.508148Z","iopub.status.idle":"2024-08-01T10:18:18.780921Z","shell.execute_reply.started":"2024-08-01T10:18:18.508125Z","shell.execute_reply":"2024-08-01T10:18:18.780068Z"},"trusted":true},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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ZIlDR8fH6N58+bG8uXL7ev/fDvym44dO2YEBQUZISEht7wde07yG4ZhbNmyxWjVqpU9Q2RkpHHw4EGHOTc/51/fb+DAgUbp0qUzve9fc9+8hffy5cuNqKgow9/f3yhZsqTRrVs3h1uMG4ZhHDx40OjYsaNRpkwZo0KFCsbQoUONffv2GZKMBQsWmL73zXV/vh35qlWrjPvvv9/w9/c3PD09jSpVqhhPPvmkkZCQ4LDd8ePHjYcfftjw8/MzvLy8jObNmxtr1651mHPzs8TExDiMnzhxIlNGAChMLIbBVZoAADhTXFyc2rdvr5iYGD388MPOjgMAyALH1QEAAADABMUJAAAAAExQnAAAAADABNc4AQAAAIAJjjgBAAAAgAmKEwAAAACYKHYPwM3IyNBvv/0mb29vWSwWZ8cBAAAA4CSGYejSpUuqVKmS6YO8i11x+u233xQcHOzsGAAAAABcxOnTp1W5cuVbzil2xcnb21vSH1+Oj4+Pk9MAAAAAcBabzabg4GB7R7iVYlecbp6e5+PjQ3ECAAAAkKNLeLg5BAAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYKOHsAAAKXmRkpP3n//u//3NiEgCAM/H7AMg5lzniNGHCBFksFj3zzDO3nBcTE6PatWvLy8tL9evX12effVYwAYEiYv78+bdcBgAUD3PmzLnlMgBHLlGcvv32W82ePVuhoaG3nLdz50717dtXgwcP1t69e9WzZ0/17NlTBw4cKKCkQOH38ccf33IZAFA8/PUIE0ecgFtzenG6fPmy+vXrp7lz56ps2bK3nDtt2jR16dJF//znPxUSEqI333xTjRs31nvvvVdAaYHCrXfv3rkaBwAUTb169crVOAAXKE7Dhw9Xt27d1LFjR9O5u3btyjSvc+fO2rVrV7bbpKamymazObyA4uj8+fO6du1aluuuXbum8+fPF3AiAIAznDt3TmlpaVmuS0tL07lz5wo4EVA4OLU4rVixQnv27FF0dHSO5icmJiogIMBhLCAgQImJidluEx0dLV9fX/srODj4tjIDhdWQIUNuaz0AoGjg9wGQN04rTqdPn9bo0aO1dOlSeXl53bH3iYqKUnJysv11+vTpO/ZegCubN2/eba0HABQN/D4A8sZptyP/7rvvlJSUpMaNG9vH0tPTtW3bNr333ntKTU2Vu7u7wzaBgYE6c+aMw9iZM2cUGBiY7ftYrVZZrdb8DQ8UQuXKlZOXl1eWp+t5eXmpXLlyTkgFACho5cuXl6enZ5an63l6eqp8+fJOSAW4PqcdcerQoYP279+v+Ph4+6tp06bq16+f4uPjM5UmSQoLC1NsbKzD2ObNmxUWFlZQsYFCLSYmJlfjAICiafXq1bkaB+DE4uTt7a169eo5vEqXLq3y5curXr16kqQBAwYoKirKvs3o0aO1YcMGTZ48WYcPH9b48eO1e/dujRgxwlkfAyh0HnzwwVsuAwCKhz8//DarZQCOnH5XvVs5deqUEhIS7MstW7bUsmXLNGfOHDVo0ECrVq3SmjVr7EULgLnHH3/8lssAgOLhiSeeuOUyAEcWwzAMZ4coSDabTb6+vkpOTpaPj4+z4wAAAABwktx0A5c+4gQAAAAAroDiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYILiBAAAAAAmKE4AAAAAYMKpxen9999XaGiofHx85OPjo7CwMK1fvz7b+QsXLpTFYnF4eXl5FWBiAAAAAMVRCWe+eeXKlTVhwgTVqlVLhmFo0aJF6tGjh/bu3au6detmuY2Pj4+OHDliX7ZYLAUVFwAAAEAx5dTiFBkZ6bD81ltv6f3339dXX32VbXGyWCwKDAwsiHgAAAAAIMmFrnFKT0/XihUrlJKSorCwsGznXb58WVWrVlVwcLB69OihH3744Zb7TU1Nlc1mc3gBAAAAQG44vTjt379fZcqUkdVq1bBhw/Txxx+rTp06Wc695557NH/+fH3yySdasmSJMjIy1LJlS/3yyy/Z7j86Olq+vr72V3Bw8J36KAAAAACKKIthGIYzA6SlpenUqVNKTk7WqlWrNG/ePG3dujXb8vRn169fV0hIiPr27as333wzyzmpqalKTU21L9tsNgUHBys5OVk+Pj759jkAAAAAFC42m02+vr456gZOvcZJkjw9PVWzZk1JUpMmTfTtt99q2rRpmj17tum2Hh4eatSokY4dO5btHKvVKqvVmm95AQAAABQ/Tj9V768yMjIcjhDdSnp6uvbv36+goKA7nAoAAABAcebUI05RUVGKiIhQlSpVdOnSJS1btkxxcXHauHGjJGnAgAG66667FB0dLUl644031KJFC9WsWVMXL17UO++8o5MnT2rIkCHO/BgAAAAAijinFqekpCQNGDBACQkJ8vX1VWhoqDZu3KhOnTpJkk6dOiU3t/8dFLtw4YKGDh2qxMRElS1bVk2aNNHOnTtzdD0UAAAAAOSV028OUdBycwEYAAAAgKIrN93A5a5xAgAAAABXQ3ECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAwQXECAAAAABMUJwAAAAAw4dTi9P777ys0NFQ+Pj7y8fFRWFiY1q9ff8ttYmJiVLt2bXl5eal+/fr67LPPCigtAAAAgOLKqcWpcuXKmjBhgr777jvt3r1b4eHh6tGjh3744Ycs5+/cuVN9+/bV4MGDtXfvXvXs2VM9e/bUgQMHCjg5AAAAgOLEYhiG4ewQf1auXDm98847Gjx4cKZ1ffr0UUpKitauXWsfa9GihRo2bKhZs2blaP82m02+vr5KTk6Wj49PvuW+XYZhKDU1VdeuXXN2lEIlIyNDly5dcnYMFDPe3t5yc+NM55zy8vKS1WqVxWJxdpRCISMjQzabzdkxCpWbv0OBgsTfa3nj4+PjUr9Dc9MNShRQJlPp6emKiYlRSkqKwsLCspyza9cujRkzxmGsc+fOWrNmTbb7TU1NdfjL1FV/GaWmpqp3797OjgEAd0RMTIy8vLycHaNQsNlsevTRR50dAwDuiMWLF8vPz8/ZMfLE6XVv//79KlOmjKxWq4YNG6aPP/5YderUyXJuYmKiAgICHMYCAgKUmJiY7f6jo6Pl6+trfwUHB+drfgAAAABFn9OPON1zzz2Kj49XcnKyVq1apYEDB2rr1q3ZlqfcioqKcjhKZbPZXLI8Wa1WxcTEcKpeLnGqHpyBU/Vy5+apesiZP39Xhx95VRkenk5MU0gYhiw3rjs7BYoZo4SHxKl6OeJ2PU21l70hSYX694HTi5Onp6dq1qwpSWrSpIm+/fZbTZs2TbNnz840NzAwUGfOnHEYO3PmjAIDA7Pdv9VqLRR/QBaLRV5eXpzKkgflypVzdgQAyDd/vmYivVQZGR6u/zsMAG7FuP6/y2YK83VhLvdPphkZGdle4BkWFqbY2FiHsc2bN2d7TRQAAAAA5AenHnGKiopSRESEqlSpokuXLmnZsmWKi4vTxo0bJUkDBgzQXXfdpejoaEnS6NGj1bZtW02ePFndunXTihUrtHv3bs2ZM8eZHwMAAABAEefU4pSUlKQBAwYoISFBvr6+Cg0N1caNG9WpUydJ0qlTpxyuI2jZsqWWLVumV155RS+99JJq1aqlNWvWqF69es76CAAAAACKAacWp//+97+3XB8XF5dprHfv3ty2GwAAAECBcrlrnAAAAADA1VCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMBEnm5HfuLECX355Zc6efKkrly5oooVK6pRo0YKCwuTl5dXfmcEAAAAAKfKVXFaunSppk2bpt27dysgIECVKlVSyZIldf78eR0/flxeXl7q16+fXnjhBVWtWvVOZQYAAACAApXj4tSoUSN5enpq0KBBWr16tYKDgx3Wp6amateuXVqxYoWaNm2qmTNn8qBaAAAAAEVCjovThAkT1Llz52zXW61WtWvXTu3atdNbb72ln3/+OT/yAQAAAIDT5bg43ao0/VX58uVVvnz5PAUCAAAAAFeTp7vqhYeH6/XXX880fuHCBYWHh992KAAAAABwJXm6q15cXJz279+vvXv3aunSpSpdurQkKS0tTVu3bs3XgAAAAADgbHl+jtOWLVuUmJioFi1acD0TAAAAgCItz8UpKChIW7duVf369dWsWTPFxcXlYywAAAAAcB15Kk4Wi0XSH3fSW7ZsmUaPHq0uXbpo5syZ+RoOAAAAAFxBnq5xMgzDYfmVV15RSEiIBg4cmC+hAAAAAMCV5Kk4nThxQhUqVHAY69Wrl+655x599913+RIMAAAAAFxFnopT1apVsxyvV6+e6tWrd1uBAAAAAMDV5Ko4PfTQQzma99FHH+UpDAAAAAC4olwVJ19fX4flZcuWKTIyUt7e3vkaCgAAAABcSa6K04IFCxyWV61apUmTJulvf/tbvoYCAAAAAFeS5+c4AQAAAEBxQXECAAAAABMUJwAAAAAwkatrnD799FOH5YyMDMXGxurAgQMO4w888MDtJwMAAAAAF5Gr4tSzZ89MY08++aTDssViUXp6+m2FAgAAAABXkqvilJGRcadyAAAAAIDL4honAAAAADCRqyNO6enpOnjwoOrXry9JmjVrltLS0uzr3d3d9dRTT8nNjT4GAAAAoOjIVXFauXKlZs2apW3btkmS/vnPf8rPz08lSvyxm7Nnz8rLy0uDBw/O/6QAAAAA4CS5OjS0YMECDR8+3GFs69atOnHihE6cOKF33nlHS5YsydeAAAAAAOBsuSpOhw8fVtOmTbNd37ZtW+3bt++2QwEAAACAK8nVqXq///67w/JPP/2k8uXL25c9PDyUkpKSP8kAAAAAwEXk6ohTQECAjhw5Yl+uWLGiw40gDh06pMDAwPxLBwAAAAAuIFfFqUOHDnrrrbeyXGcYhqKjo9WhQ4d8CQYAAAAAriJXp+q9/PLLaty4se69916NHTtWd999tyTpyJEj+ve//60jR47ogw8+uCNBAQAAAMBZclWcatSooc2bN2vQoEHq06ePLBaLpD+ONtWuXVubNm1SzZo170hQAAAAAHCWXBUnSWrevLkOHjyo+Ph4HT16VJJUq1YtNWrUKN/DAQAAAIAryHVxuqlhw4Zq2LBhPkYBAAAAANeU45tDTJgwQVevXs3R3K+//lrr1q3LcygAAAAAcCU5Lk4HDx5UlSpV9PTTT2v9+vUOz3S6ceOGvv/+e82cOVMtW7ZUnz595O3tfUcCAwAAAEBBy/Gpeh988IH27dun9957T4888ohsNpvc3d1ltVp15coVSVKjRo00ZMgQDRo0SF5eXncsNAAAAAAUpFxd49SgQQPNnTtXs2fP1vfff6+TJ0/q6tWrqlChgho2bKgKFSrcqZwAAAAA4DR5ujmEm5sbN4cAAAAAUGzk+BonAAAAACiuKE4AAAAAYILiBAAAAAAmKE4AAAAAYCJPxemLL77Idt2MGTPyHAYAAAAAXFGeitNDDz2k7777LtP4tGnTFBUVdduhAAAAAMCV5Kk4vfPOO4qIiNDhw4ftY5MnT9arr76qdevW5Vs4AAAAAHAFeXqO05AhQ3T+/Hl17NhR27dv18qVK/X222/rs88+U6tWrfI7IwAAAAA4VZ6KkyQ9//zzOnfunJo2bar09HRt3LhRLVq0yM9sAAAAAOASclyc/vOf/2Qau+uuu1SqVCndd999+uabb/TNN99IkkaNGpV/CQEAAADAyXJcnKZMmZLluLu7u3bs2KEdO3ZIkiwWC8UJAAAAQJGS4+J04sSJO5kDAAAAAFwWD8AFAAAAABN5Kk69evXSxIkTM41PmjRJvXv3vu1QAAAAAOBK8lSctm3bpq5du2Yaj4iI0LZt23K8n+joaDVr1kze3t7y9/dXz549deTIkVtus3DhQlksFoeXl5dXrj8DAAAAAORUnorT5cuX5enpmWncw8NDNpstx/vZunWrhg8frq+++kqbN2/W9evXdf/99yslJeWW2/n4+CghIcH+OnnyZK4/AwAAAADkVJ6e41S/fn2tXLlSr776qsP4ihUrVKdOnRzvZ8OGDQ7LCxculL+/v7777jvdd9992W5nsVgUGBiYu9AAABQybtfTlOHsECi6DEOWG9f/+LGEh2SxODkQiiq362nOjpAv8lScxo0bp4ceekjHjx9XeHi4JCk2NlbLly9XTExMnsMkJydLksqVK3fLeZcvX1bVqlWVkZGhxo0b6+2331bdunWznJuamqrU1FT7cm6OiAEA4Ewhi15xdgQAwP+Xp1P1IiMjtWbNGh07dkxPP/20nnvuOf3yyy/asmWLevbsmacgGRkZeuaZZ9SqVSvVq1cv23n33HOP5s+fr08++URLlixRRkaGWrZsqV9++SXL+dHR0fL19bW/goOD85QPAAAAQPFlMQzDcHYISXrqqae0fv16bd++XZUrV87xdtevX1dISIj69u2rN998M9P6rI44BQcHKzk5WT4+PvmSHQCA/GIYhsPvLeBOuXbtmh599FFJ0uLFi7nZFgqE1WqVxYVOC7XZbPL19c1RN8jTqXo3fffddzp06JAkqW7dumrUqFGe9jNixAitXbtW27Zty1Vpkv64IUWjRo107NixLNdbrVZZrdY85QIAoKBxt1g4g5eXF//dASbyVJySkpL0j3/8Q3FxcfLz85MkXbx4Ue3bt9eKFStUsWLFHO3HMAyNHDlSH3/8seLi4lS9evVcZ0lPT9f+/fuzvD06AAAAAOSHPF3jNHLkSF26dEk//PCDzp8/r/Pnz+vAgQOy2WwaNWpUjvczfPhwLVmyRMuWLZO3t7cSExOVmJioq1ev2ucMGDBAUVFR9uU33nhDmzZt0k8//aQ9e/aof//+OnnypIYMGZKXjwIAAAAApvJ0xGnDhg3asmWLQkJC7GN16tTRjBkzdP/99+d4P++//74kqV27dg7jCxYs0KBBgyRJp06dkpvb//rdhQsXNHToUCUmJqps2bJq0qSJdu7cmavboAMAAABAbuSpOGVkZMjDwyPTuIeHhzIycv7EiZzclyIuLs5hecqUKZoyZUqO3wMAAAAAbleeTtULDw/X6NGj9dtvv9nHfv31Vz377LPq0KFDvoUDAAAAAFeQp+L03nvvyWazqVq1aqpRo4Zq1Kih6tWry2azafr06fmdEQAAAACcKk+n6gUHB2vPnj3asmWLDh8+LEkKCQlRx44d8zUcAAAAALiCPD/HyWKxqFOnTurUqVN+5gEAAAAAl5Pj4vSf//wnxzvNzS3JAQAAAMDV5bg45fROdhaLheIEAAAAoEjJcXE6ceLEncwBAAAAAC4rT3fVAwAAAIDiJE/FqVevXpo4cWKm8UmTJql37963HQoAAAAAXEmeitO2bdvUtWvXTOMRERHatm3bbYcCAAAAAFeSp+J0+fJleXp6Zhr38PCQzWa77VAAAAAA4EryVJzq16+vlStXZhpfsWKF6tSpc9uhAAAAAMCV5OkBuOPGjdNDDz2k48ePKzw8XJIUGxur5cuXKyYmJl8DAgAAAICz5ak4RUZGas2aNXr77be1atUqlSxZUqGhodqyZYvatm2b3xkBAAAAwKnyVJwkqVu3burWrVt+ZgEAAAAAl8RznAAAAADABMUJAAAAAExQnAAAAADABMUJAAAAAEzcVnFKS0vTkSNHdOPGjfzKAwAAAAAuJ0/F6cqVKxo8eLBKlSqlunXr6tSpU5KkkSNHasKECfkaEAAAAACcLU/FKSoqSvv27VNcXJy8vLzs4x07dtTKlSvzLRwAAAAAuII8PcdpzZo1WrlypVq0aCGLxWIfr1u3ro4fP55v4QAAAADAFeTpiNPvv/8uf3//TOMpKSkORQoAAAAAioI8FaemTZtq3bp19uWbZWnevHkKCwvLn2QAAAAA4CLydKre22+/rYiICB08eFA3btzQtGnTdPDgQe3cuVNbt27N74wAAAAA4FR5OuLUunVrxcfH68aNG6pfv742bdokf39/7dq1S02aNMnvjAAAAADgVHk64iRJNWrU0Ny5c/MzCwAAAAC4pDwdcdqzZ4/2799vX/7kk0/Us2dPvfTSS0pLS8u3cAAAAADgCvJUnJ588kkdPXpUkvTTTz+pT58+KlWqlGJiYvT888/na0AAAAAAcLY8FaejR4+qYcOGkqSYmBi1bdtWy5Yt08KFC7V69er8zAcAAAAATpen4mQYhjIyMiRJW7ZsUdeuXSVJwcHBOnv2bP6lAwAAAAAXkOfnOP3rX//S4sWLtXXrVnXr1k2SdOLECQUEBORrQAAAAABwtjwVp6lTp2rPnj0aMWKEXn75ZdWsWVOStGrVKrVs2TJfAwIAAACAs+XpduShoaEOd9W76Z133pG7u/tthwIAAAAAV5Ln5zhlxcvLKz93BwAAAAAuIU/FKT09XVOmTNGHH36oU6dOZXp20/nz5/MlHAAAAAC4gjxd4/T666/r3XffVZ8+fZScnKwxY8booYcekpubm8aPH5/PEQEAAADAufJUnJYuXaq5c+fqueeeU4kSJdS3b1/NmzdPr776qr766qv8zggAAAAATpWn4pSYmKj69etLksqUKaPk5GRJUvfu3bVu3br8SwcAAAAALiBPxaly5cpKSEiQJNWoUUObNm2SJH377beyWq35lw4AAAAAXECeitODDz6o2NhYSdLIkSM1btw41apVSwMGDNDjjz+erwEBAAAAwNnydFe9CRMm2H/u06ePqlSpol27dqlWrVqKjIzMt3AAAAAA4Ary5TlOYWFhCgsLy49dAQAAAIDLyVNxOnfunMqXLy9JOn36tObOnaurV6/qgQceUJs2bfI1IAAAAAA4W66ucdq/f7+qVasmf39/1a5dW/Hx8WrWrJmmTJmiOXPmqH379lqzZs0digoAAAAAzpGr4vT888+rfv362rZtm9q1a6fu3burW7duSk5O1oULF/Tkk086XP8EAAAAAEVBrk7V+/bbb/X5558rNDRUDRo00Jw5c/T000/Lze2P/jVy5Ei1aNHijgQFAAAAAGfJ1RGn8+fPKzAwUNIfD74tXbq0ypYta19ftmxZXbp0KX8TAgAAAICT5fo5ThaL5ZbLAAAAAFDU5PqueoMGDZLVapUkXbt2TcOGDVPp0qUlSampqfmbDgAAAABcQK6K08CBAx2W+/fvn2nOgAEDbi8RAAAAALiYXBWnBQsW3KkcAAAAAOCycn2NEwAAAAAUNxQnAAAAADBBcQIAAAAAExQnAAAAADBBcQIAAAAAExQnoBiaOHGiIiMjNXHiRGdHAQAAKBScWpyio6PVrFkzeXt7y9/fXz179tSRI0dMt4uJiVHt2rXl5eWl+vXr67PPPiuAtEDRkJSUpO3bt0uStm/frqSkJCcnAgAAcH1OLU5bt27V8OHD9dVXX2nz5s26fv267r//fqWkpGS7zc6dO9W3b18NHjxYe/fuVc+ePdWzZ08dOHCgAJMDhdcLL7xwy2UAAABkZjEMw3B2iJt+//13+fv7a+vWrbrvvvuynNOnTx+lpKRo7dq19rEWLVqoYcOGmjVrlul72Gw2+fr6Kjk5WT4+PvmWHSgMYmNjNXXq1EzjzzzzjDp06FDwgQAgHxiGodTUVGfHKHSuXbumRx99VJK0ePFieXl5OTlR4WK1WmWxWJwdA7cpN92gRAFlypHk5GRJUrly5bKds2vXLo0ZM8ZhrHPnzlqzZk2W81NTUx3+MrXZbLcfFCiE0tPTNX369CzXTZ8+Xe3atZO7u3sBpwKA25eamqrevXs7O0ahdrNAIediYmIom8WMy9wcIiMjQ88884xatWqlevXqZTsvMTFRAQEBDmMBAQFKTEzMcn50dLR8fX3tr+Dg4HzNDRQWGzZsUHp6epbr0tPTtWHDhgJOBAAAUHi4zBGn4cOH68CBA/aL1vNLVFSUwxEqm81GeUKx1KVLF82dOzfL8uTu7q4uXbo4IRUA3D6r1aqYmBhnxyh0/nyKI6ed5Z7VanV2BBQwlyhOI0aM0Nq1a7Vt2zZVrlz5lnMDAwN15swZh7EzZ84oMDAwy/lWq5X/sAH9UY5GjhyZ5TVOo0aN4jQ9AIWWxWLhlKk8KlmypLMjAIWGU0/VMwxDI0aM0Mcff6zPP/9c1atXN90mLCxMsbGxDmObN29WWFjYnYoJFBkdOnRQhQoVHMYqVKig8PBwJyUCAAAoHJxanIYPH64lS5Zo2bJl8vb2VmJiohITE3X16lX7nAEDBigqKsq+PHr0aG3YsEGTJ0/W4cOHNX78eO3evVsjRoxwxkcACp2/PvSWh+ACAACYc2pxev/995WcnKx27dopKCjI/lq5cqV9zqlTp5SQkGBfbtmypZYtW6Y5c+aoQYMGWrVqldasWXPLG0oA+B9/f3+1bt1aktS6dWv5+/s7OREAAIDrc6nnOBUEnuMEAAAAQMpdN3CZ25EDAAAAgKuiOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJhwanHatm2bIiMjValSJVksFq1Zs+aW8+Pi4mSxWDK9EhMTCyYwAAAAgGLJqcUpJSVFDRo00IwZM3K13ZEjR5SQkGB/+fv736GEAAAAACCVcOabR0REKCIiItfb+fv7y8/PL/8DAQAAAEAWCuU1Tg0bNlRQUJA6deqkHTt23HJuamqqbDabwwsAAAAAcqNQFaegoCDNmjVLq1ev1urVqxUcHKx27dppz5492W4THR0tX19f+ys4OLgAEwMAAAAoCiyGYRjODiFJFotFH3/8sXr27Jmr7dq2basqVapo8eLFWa5PTU1Vamqqfdlmsyk4OFjJycny8fG5ncgAAAAACjGbzSZfX98cdQOnXuOUH5o3b67t27dnu95qtcpqtRZgIgAAAABFTaE6VS8r8fHxCgoKcnYMAAAAAEWYU484Xb58WceOHbMvnzhxQvHx8SpXrpyqVKmiqKgo/frrr/rggw8kSVOnTlX16tVVt25dXbt2TfPmzdPnn3+uTZs2OesjAAAAACgGnFqcdu/erfbt29uXx4wZI0kaOHCgFi5cqISEBJ06dcq+Pi0tTc8995x+/fVXlSpVSqGhodqyZYvDPgAAAAAgv7nMzSEKSm4uAAMAAABQdOWmGxT6a5wAAAAA4E6jOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAAAAAJigOAEAAACACYoTAABAMTVx4kRFRkZq4sSJzo4CuDynFqdt27YpMjJSlSpVksVi0Zo1a0y3iYuLU+PGjWW1WlWzZk0tXLjwjucEAAAoapKSkrR9+3ZJ0vbt25WUlOTkRIBrc2pxSklJUYMGDTRjxowczT9x4oS6deum9u3bKz4+Xs8884yGDBmijRs33uGkAAAARcsLL7xwy2UAjko4880jIiIUERGR4/mzZs1S9erVNXnyZElSSEiItm/frilTpqhz5853KiYAAECREhsbq7NnzzqMnT17VrGxserQoYOTUgGurVBd47Rr1y517NjRYaxz587atWtXttukpqbKZrM5vAAAAIqr9PR0TZ8+Pct106dPV3p6egEnAgqHQlWcEhMTFRAQ4DAWEBAgm82mq1evZrlNdHS0fH197a/g4OCCiAoAAOCSNmzYkG05Sk9P14YNGwo4EVA4FKrilBdRUVFKTk62v06fPu3sSAAAAE7TpUsXubu7Z7nO3d1dXbp0KeBEQOFQqIpTYGCgzpw54zB25swZ+fj4qGTJklluY7Va5ePj4/ACAAAortzd3TVy5Mgs140aNSrbUgUUd4WqOIWFhSk2NtZhbPPmzQoLC3NSIgAAgMKnQ4cOqlChgsNYhQoVFB4e7qREgOtzanG6fPmy4uPjFR8fL+mP243Hx8fr1KlTkv44zW7AgAH2+cOGDdNPP/2k559/XocPH9bMmTP14Ycf6tlnn3VGfAAAgELrrw+95SG4wK05tTjt3r1bjRo1UqNGjSRJY8aMUaNGjfTqq69KkhISEuwlSpKqV6+udevWafPmzWrQoIEmT56sefPmcStyAACAXPL391fr1q0lSa1bt5a/v7+TEwGuzWIYhuHsEAXJZrPJ19dXycnJXO8EAAAAFGO56QaF6honAAAAAHAGihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAIAJihMAAAAAmKA4AQAAAICJEs4OUNAMw5Ak2Ww2JycBAAAA4Ew3O8HNjnArxa44Xbp0SZIUHBzs5CQAAAAAXMGlS5fk6+t7yzkWIyf1qgjJyMjQb7/9Jm9vb1ksFmfHAZzCZrMpODhYp0+flo+Pj7PjAACchN8HKO4Mw9ClS5dUqVIlubnd+iqmYnfEyc3NTZUrV3Z2DMAl+Pj48IsSAMDvAxRrZkeabuLmEAAAAABgguIEAAAAACYoTkAxZLVa9dprr8lqtTo7CgDAifh9AORcsbs5BAAAAADkFkecAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAACSpPfee0+bN29Wenq6s6MALofbkQPIUnp6utzd3Z0dAwBQgBo2bKjff/9dy5YtU+vWrfk9APwJxQmALly4oDNnzmjXrl3y8/NTu3btVLZsWWfHAgAUEMMwZLFYJEkdOnTQsWPHtGjRIrVp04byBPx/FCegmDt8+LDGjBmj3377TQcPHlSJEiXk5+enyZMnq1u3bvLx8XF2RABAAbhx44ZKlCghSWrXrp1OnDhBeQL+hGucgGJs3759atOmje655x5NnTpVNptNa9euVVhYmAYPHqylS5cqLS3N2TEBAAXgZmmSpLi4OFWpUkUDBw7Ul19+yTVPgDjiBBRb33//vVq1aqVRo0bprbfesl/TlJGRobS0NA0dOlSffPKJtmzZoubNmzucxgEAKDpu/v1+9uxZubu76/LlywoODpYktWnTRqdOneLIEyCKE1AsnT9/XpUqVVK7du20YcMG+/ify1FiYqI6deqkwMBAbdq0idIEAEXQzb/3P/30U02ZMkUJCQkKCgpSeHi4xo0bJ+l/p+0tXrxYrVq1ojyh2OJUPaAYKlu2rIYOHaqdO3dq9erV9vE/l6PAwEC1b99ev//+O6frAUARZbFY9Nlnn6lPnz568MEHNX/+fLVt21avvfaaNm/eLOmP0/Zq1qyprl27ateuXU5ODDhPCfMpAIqKCxcuqGzZsrJYLJo+fbrc3d3Vr18/GYahhx9+2D7v5r9AGoYhb29vWa1WJ6YGANwp169fV0xMjF5++WWNGjVKv/32mxYtWqRhw4apU6dOysjIkJubm2JjY9W9e3cFBAQ4OzLgNBxxAoqJH374QQEBARo/frx9bOrUqRo2bJj69++f6cjTxYsX9dtvv+n++++X9EeZAgAUfn/++/z69evau3evqlevrrNnz6p58+a6//77NWPGDEnS4sWLFRsbK0lau3atatWq5ZTMgCugOAHFxPr163Xjxg298cYbeumll+zjU6dO1VNPPaV+/fopJibGPv7vf/9b33//vfr16ydJXOMEAIXUzaJks9l05coVWSwWbdiwQT/88INKlSql8PBw7d69W40bN1a3bt00a9YsWSwWJScna9u2bTp48KBu3LjBP6Ch2ONUPaCYiIiI0NatW1WrVi1NmzZN165d07vvvitJmjJliiTp0UcfVenSpbV79269++672rlzp/72t785MzYAIB+cOXNGTZo00YwZM3T58mU9+uij+uijj1S3bl3Vr19fw4YNU7NmzfSvf/1LFotF6enpmjRpkuLi4vTyyy873KocKK74vwAo4m5erxQSEqLr16/LZrPpk08+UWRkpNzd3fXOO+9I+qM8ubm5qXv37nJ3d9fXX3+thg0bOjc8AOC2WSwWBQQEqGfPnurfv7+uXLmiOXPmqGfPnpKkxx57TElJSXrzzTc1YsQIlSpVSmlpaVq/fr0+//xz/gEN+P84VQ8oos6fP++w7ObmpgkTJmjv3r0qU6aMFi5cqGnTpun555+3z5k8ebImTZqkvXv3qnHjxgUdGQBwB2RkZEiShgwZopSUFHl4eKhcuXK6evWqfc4LL7ygmTNnKigoSL/88ouqVq2qnTt38g9owJ/wHCegCDp06JDq1q2rPn36qEGDBho1apRKlSqlS5cuqV+/furUqZNGjhyppUuX6rHHHtNzzz2n6OhoZ8cGANxB58+f148//qjly5dr9uzZmjt3rnr16qWSJUs6zLtx4wan5gFZ4P8KoAj6/PPPJUkHDhyQzWbT7NmzNWbMGHXu3FmjRo3SoEGD9OCDD6pfv34qUaKE+vbtK09PT73++utOTg4AyC83T9X+7bfflJqaqmrVqunee+/Vvffeq2vXrmno0KFyc3PTgw8+qJIlS2rmzJlq166d6tSp4+zogEuiOAFF0PDhw2Wz2TRu3Di99tpr+vXXX7Vv3z699tpreuSRR5Senq4tW7Zo0KBB6tOnjzw8PBQSEuLs2ACAfGSxWLR69Wq99tprOnPmjLp06aJevXqpZ8+emjVrliTpySef1OHDh3X27FnNmTNH+/btc3JqwHVRnIAiJj09Xe7u7oqKitKFCxc0cOBALVmyRE8//bQGDBigGTNmyGKxyM/Pz77NQw895LzAAIB8dfOhtQcPHtSzzz6rZ599Vj4+PlqyZImmT5+uixcvatCgQZo1a5Z8fHy0detWpaWlaffu3apbt66z4wMui2ucgCLg8OHDWrx4sZ544gkFBwfLze1/930ZO3aspk+frv/+97/2uyldunSJp78DQBFxsyhdu3ZNXl5ekv546Pnq1at19epV+zWshw8f1iuvvKJz585p4MCBGjRokCQpKSlJpUqVUpkyZZz1EYBCgeIEFHLXr19Xq1attHv3btWsWVM9evRQs2bN9Pe//90+57nnntN//vMfLViwQP3793diWgDAnfDrr7/q2Wef1ZNPPqkOHTqoVatW2r9/v7p166bly5fb5x08eFDjxo2TzWZT79699cQTTzgxNVC4cDtyoJDz8PBQ7969NXnyZM2YMUOlS5fWsGHD1L9/f82cOVOGYWjy5Ml6+eWXNXToUM2fP9/ZkQEA+Sw1NVW//PKLpkyZoqNHj2r+/Plq2LCh9uzZo/Xr19vn1alTR//6178kSWvXrpXNZnNWZKDQ4YgTUATExcWpR48eio2NVdOmTZWQkKA5c+Zo4sSJCg0N1eDBg9W2bVutWrVKU6ZM0fHjx+Xj4+Ps2ACAfPTjjz9qxIgRMgxD06ZNk4eHhwYNGqRy5cppxIgRuv/+++1zjxw5otKlS6ty5cpOTAwULhQnoIj45z//qYSEBM2bN09eXl76xz/+oX379ql58+b6+eeftWvXLi1btkzh4eEqV66cs+MCAO6Am+VJkqZPn66MjAwNHTpUfn5+Gj16tDp27OjkhEDhxal6QBFx77336qeffpKnp6eGDBmiuLg4rVq1SosWLdKcOXM0adIkhYSEUJoAoAirVauW3nvvPUnSyJEj5ebmprlz5+ry5ct644039MUXXzg5IVB4ccQJKELatm2r7du3KzAwUJ999pkaNGjg7EgAACf485Gn9957T2lpaRo7dqzmzJmj4OBgJ6cDCieOOAFFwM1//3jhhRdUs2ZNzZgxQw0aNBD/LgIAxdPNI08lSpRQ//79ZbVa9emnn1KagNtAcQKKAIvFIklq0qSJMjIy9N133zmMAwCKn1q1amny5MmqXLmyPD095eHh4exIQKHGqXpAEbNkyRINGzZMn3/+uZo3b+7sOAAAJ0tLS5Onp6ezYwCFHkecgCKmffv2atasmSpVquTsKAAAF0BpAvIHR5yAIujatWvy8vJydgwAAIAig+IEAAAAACY4VQ8AAAAATFCcAAAAAMAExQkAAAAATFCcAAAAAMAExQkAAAAATFCcAABF1vjx4xUQECCLxaI1a9Y4Ow4AoBCjOAEAbtugQYNksVg0bNiwTOuGDx8ui8WiQYMGFWimQ4cO6fXXX9fs2bOVkJCgiIiI297nwoUL5efnd/vhAACFDsUJAJAvgoODtWLFCl29etU+du3aNS1btkxVqlQp8DzHjx+XJPXo0UOBgYGyWq0FnuFWrl+/XqDbAQBuD8UJAJAvGjdurODgYH300Uf2sY8++khVqlRRo0aN7GMbNmxQ69at5efnp/Lly6t79+72kiNJP//8sywWiz766CO1b99epUqVUoMGDbRr1y77nPHjx6thw4YO7z916lRVq1bNvj4yMlKS5ObmJovFIkn69ttv1alTJ1WoUEG+vr5q27at9uzZ47Cfixcv6sknn1RAQIC8vLxUr149rV27VnFxcXrssceUnJwsi8Uii8Wi8ePHS1KWpwL6+flp4cKFDp9p5cqVatu2rby8vLR06VJJ0rx58xQSEiIvLy/Vrl1bM2fOzPRdZLUdAKBgUZwAAPnm8ccf14IFC+zL8+fP12OPPeYwJyUlRWPGjNHu3bsVGxsrNzc3Pfjgg8rIyHCY9/LLL2vs2LGKj4/X3Xffrb59++rGjRs5yjF27Fh7joSEBCUkJEiSLl26pIEDB2r79u366quvVKtWLXXt2lWXLl2SJGVkZCgiIkI7duzQkiVLdPDgQU2YMEHu7u5q2bKlpk6dKh8fH/s+x44dm6vv58UXX9To0aN16NAhde7cWUuXLtWrr76qt956S4cOHdLbb7+tcePGadGiRbfcDgBQ8Eo4OwAAoOjo37+/oqKidPLkSUnSjh07tGLFCsXFxdnn9OrVy2Gb+fPnq2LFijp48KDq1atnHx87dqy6desmSXr99ddVt25dHTt2TLVr1zbNUaZMGfu1SIGBgfbx8PBwh3lz5syRn5+ftm7dqu7du2vLli365ptvdOjQId19992SpL/97W/2+b6+vrJYLA77zI1nnnlGDz30kH35tdde0+TJk+1j1atX18GDBzV79mwNHDgw2+0AAAWP4gQAyDcVK1ZUt27dtHDhQhmGoW7duqlChQoOc3788Ue9+uqr+vrrr3X27Fn7kaZTp045FKfQ0FD7z0FBQZKkpKSkHBWn7Jw5c0avvPKK4uLilJSUpPT0dF25ckWnTp2SJMXHx6ty5cr20pTfmjZtav85JSVFx48f1+DBgzV06FD7+I0bN+Tr65vtdgAA56A4AQDy1eOPP64RI0ZIkmbMmJFpfWRkpKpWraq5c+eqUqVKysjIUL169ZSWluYwz8PDw/7zzWuUbpYsNzc3GYbhMD8nN00YOHCgzp07p2nTpqlq1aqyWq0KCwuzv3fJkiVz8Un/x2Kx5ChP6dKl7T9fvnxZkjR37lzde++9DvPc3d2z3Q4A4BwUJwBAvurSpYvS0tJksVgyXY9z7tw5HTlyRHPnzlWbNm0kSdu3b8/1e1SsWFGJiYkyDMNequLj402327Fjh2bOnKmuXbtKkk6fPq2zZ8/a14eGhuqXX37R0aNHszzq5OnpqfT09Czz3LyOSvrjqNqVK1dumSUgIECVKlXSTz/9pH79+plmBwA4F8UJAJCv3N3ddejQIfvPf1a2bFmVL19ec+bMUVBQkE6dOqUXX3wx1+/Rrl07/f7775o0aZIefvhhbdiwQevXr5ePj88tt6tVq5YWL16spk2bymaz6Z///KfDUaa2bdvqvvvuU69evfTuu++qZs2aOnz4sCwWi7p06aJq1arp8uXLio2NVYMGDVSqVCmVKlVK4eHheu+99xQWFqb09HS98MILDkfMsvP6669r1KhR8vX1VZcuXZSamqrdu3frwoULGjNmTK6/FwDAncNd9QAA+c7HxyfLEuPm5qYVK1bou+++U7169fTss8/qnXfeyfX+Q0JCNHPmTM2YMUMNGjTQN998k6M73P33v//VhQsX1LhxYz366KMaNWqU/P39HeasXr1azZo1U9++fVWnTh09//zz9qNMLVu21LBhw9SnTx9VrFhRkyZNkiRNnjxZwcHBatOmjR555BGNHTtWpUqVMs0zZMgQzZs3TwsWLFD9+vXVtm1bLVy4UNWrV8/1dwIAuLMsxl9PygYAAAAAOOCIEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgAmKEwAAAACYoDgBAAAAgIn/B6clpo+WBa7gAAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"code","source":"# Scatter plot comparing cores to base clock speeds\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=cpu, x='Cores', y='base_clock', hue='Producer', palette='coolwarm')\nplt.title(\"Cores vs Base Clock\")\nplt.xlabel(\"Cores\")\nplt.ylabel(\"Base Clock (GHz)\")\nplt.legend(title='Producer', loc='upper right')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:18.782178Z","iopub.execute_input":"2024-08-01T10:18:18.782481Z","iopub.status.idle":"2024-08-01T10:18:19.097619Z","shell.execute_reply.started":"2024-08-01T10:18:18.782455Z","shell.execute_reply":"2024-08-01T10:18:19.096747Z"},"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Scatter plot comparing threads to turbo clock speeds\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=cpu, x='Threads', y='turbo_clock', hue='Producer', palette='coolwarm')\nplt.title(\"Threads vs Turbo Clock\")\nplt.xlabel(\"Threads\")\nplt.ylabel(\"Turbo Clock (GHz)\")\nplt.legend(title='Producer', loc='upper right')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:19.098901Z","iopub.execute_input":"2024-08-01T10:18:19.099284Z","iopub.status.idle":"2024-08-01T10:18:19.490749Z","shell.execute_reply.started":"2024-08-01T10:18:19.099249Z","shell.execute_reply":"2024-08-01T10:18:19.489626Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Scatter plot comparing TDP to base clock speeds\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=cpu, x='tdp', y='base_clock', hue='Producer', palette='coolwarm')\nplt.title(\"TDP vs Base Clock\")\nplt.xlabel(\"TDP (W)\")\nplt.ylabel(\"Base Clock (GHz)\")\nplt.legend(title='Producer', loc='upper right')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:19.494310Z","iopub.execute_input":"2024-08-01T10:18:19.494705Z","iopub.status.idle":"2024-08-01T10:18:19.847313Z","shell.execute_reply.started":"2024-08-01T10:18:19.494677Z","shell.execute_reply":"2024-08-01T10:18:19.846400Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plotting GPU producers and VRAM comparison\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=gpu, x='Producer', y='memory_clock', hue='Vram', palette='coolwarm')\nplt.title(\"GPU Producers and VRAM Comparison\")\nplt.xlabel(\"Graphics Driver Producers\")\nplt.ylabel(\"Memory Clock\")\nplt.yscale('log')\nplt.xticks(rotation=45)\nplt.legend(title='Vram (GB)', loc='upper right')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:19.848580Z","iopub.execute_input":"2024-08-01T10:18:19.848949Z","iopub.status.idle":"2024-08-01T10:18:21.079451Z","shell.execute_reply.started":"2024-08-01T10:18:19.848918Z","shell.execute_reply":"2024-08-01T10:18:21.078453Z"},"trusted":true},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plotting memory clock vs VRAM\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=gpu, x='Vram', y='memory_clock', color='gray')\nsns.lineplot(data=gpu, x='Vram', y='memory_clock', color='blue')\nplt.title(\"Memory Clock vs VRAM\")\nplt.xlabel(\"VRAM (GB)\")\nplt.ylabel(\"Memory Clock (MHz)\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:21.080796Z","iopub.execute_input":"2024-08-01T10:18:21.081135Z","iopub.status.idle":"2024-08-01T10:18:21.856230Z","shell.execute_reply.started":"2024-08-01T10:18:21.081107Z","shell.execute_reply":"2024-08-01T10:18:21.855213Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plotting boost clock speeds on box plots\nplt.figure(figsize=(10, 6))\nsns.boxplot(data=gpu, x='Producer', y='boost_clock', palette=['#00C7FD', '#76B900', '#ED1C24'])\nplt.title(\"GPU Boost Clock Comparison\")\nplt.xlabel(\"Manufacturer\")\nplt.ylabel(\"Boost Clock (GHz)\")\nplt.xticks(rotation=45)\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:21.857440Z","iopub.execute_input":"2024-08-01T10:18:21.857774Z","iopub.status.idle":"2024-08-01T10:18:22.411530Z","shell.execute_reply.started":"2024-08-01T10:18:21.857746Z","shell.execute_reply":"2024-08-01T10:18:22.410495Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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saOHTsKfMzMzEwkJibqbPP09ISPj4/yeuX3NSQiMjfO2SIiMrIaNWpg8+bN6NOnD5577jn069cP9evXh4ggKioKmzdvhlqtRqVKlQzet6enJ2bOnIkZM2agbdu26NatG5ycnBAREYGvv/4anTp1QteuXfO1r3/++QcbN24EAKSlpeHcuXNYvXo1ypcvj9GjRyv1PvzwQwQHByMwMBCDBw9Wln53c3PT6Y2aN28eDhw4gNatW+Ptt9+Gra0tVq9ejdTUVISHhyv1ateujfbt26Nx48YoW7YsfvvtN2VZb63GjRsDAMaMGYOgoCDY2Nigd+/eOT6WSZMm4dKlS1iyZAmOHDmCXr16wdvbG7GxsdixYwd+/fVXRERE6L1vqVKlsGjRIgwcOBDt2rVDnz59lGXD/fz8MG7cOKXuihUr0Lp1azRq1AhDhw6Fv78/oqOjsXv3bpw9ezbbvtVqNTZu3Iju3bvj9ddfx549e5Rrp+lTrVo1bN68GW+88QZq1aqF0NBQ1K1bF2lpaYiIiMDWrVsxYMAAAE8T4rCwMKxZswYJCQlo164dfv31V6xfvx7du3fHCy+8kONxCsLBwQH79u1DWFgYmjdvjr1792L37t2YNm2aMv8pJCQES5cuxcsvv4y+ffvi7t27+PTTT1G9enWcP3++QMd99OgRKlWqhF69eqF+/fpwcXHBwYMHcerUKSxZsgSAYa8hEZFZWXAlRCKiYu3atWsyYsQIqV69ujg4OIijo6MEBATI8OHD5ezZszp181rS/VkbN26UFi1aiLOzs9jb20tAQIC8//77kpKSkq/7P7v0u1qtFk9PT+nTp49cu3YtW/2DBw9Kq1atxNHRUVxdXaVr167yxx9/ZKt35swZCQoKEhcXF3FycpIXXnhBZ7lxEZF58+ZJs2bNxN3dXXlO5s+fL2lpaUqdjIwMGT16tHh4eIhKpcr3MvDffvutdOrUScqWLSu2trZSoUIFeeONN+To0aNKnWeXftf65ptvpGHDhmJvby9ly5aVfv36yd9//53tGBcvXpRXX31V3N3dxcHBQZ577jl57733lHJ9r+WTJ0+kXbt24uLiIr/88kuej+PPP/+Ut956S/z8/MTOzk5Kly4trVq1ko8//ljnNU5PT5f3339f/P39pVSpUuLr6ytTp07N9j6oUqWK3uX2AWRbUj0qKkoAyIcffqhsCwsLE2dnZ7l+/bp06tRJnJycxMvLS2bNmiWZmZk69//888+lRo0ayvvyyy+/VJ6TvI6dtUy79HtqaqpMmjRJ6tevL6VLlxZnZ2epX7++rFy5Mtv98vMaah/Ls/TFSERUWCqRQoxnISIiomJvwIAB+Pbbb/WusklERDnjnC0iIiIiIiITYLJFRERERERkAky2iIiIiIiITIBztoiIiIiIiEyAPVtEREREREQmwOts5YNGo8Ht27dRunRpqFQqS4dDREREREQWIiJ49OgRfHx8oFbn3nfFZCsfbt++DV9fX0uHQUREREREViImJgaVKlXKtQ6TrXwoXbo0gKdPqKurq4WjISIiIiIiS0lKSoKvr6+SI+SGyVY+aIcOurq6MtkiIiIiIqJ8TS/iAhlEREREREQmwGSLiIiIiIjIBJhsERERERERmQCTLSIiIiIiIhNgskVERERERGQCTLaIiIiIiIhMgMkWERERERGRCTDZIiIiIiIiMgEmW0RERERERCbAZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtogKafr06WjRogWmT59u6VCIiIiIyIow2SIqhNjYWBw6dAgAcOjQIcTGxlo4IiIiIiKyFhZNtvz8/KBSqbLdRo4cCQBISUnByJEjUa5cObi4uKBnz56Ii4vT2cetW7cQEhICJycneHp6YtKkScjIyNCpc/ToUTRq1Aj29vaoXr061q1bZ66HSMXc0KFDdf4fNmyYhSIhIiIiImtj0WTr1KlTuHPnjnI7cOAAAOC1114DAIwbNw47d+7E1q1bcezYMdy+fRs9evRQ7p+ZmYmQkBCkpaUhIiIC69evx7p16zBz5kylTlRUFEJCQvDCCy/g7NmzGDt2LIYMGYL9+/eb98FSsbN7927cvXtXZ1tcXBx2795toYiIiIiIyJqoREQsHYTW2LFjsWvXLvz1119ISkqCh4cHNm/ejF69egEArly5glq1aiEyMhItWrTA3r170aVLF9y+fRteXl4AgFWrVmHKlCmIj4+HnZ0dpkyZgt27d+PixYvKcXr37o2EhATs27dPbxypqalITU1V/k9KSoKvry8SExPh6upqwmeAiorMzEy0a9cuWy8qANja2uLYsWOwsbGxQGREREREZEpJSUlwc3PLV25gNXO20tLSsHHjRgwaNAgqlQqnT59Geno6OnbsqNQJCAhA5cqVERkZCQCIjIxEvXr1lEQLAIKCgpCUlIRLly4pdbLuQ1tHuw99FixYADc3N+Xm6+trzIdKxcCOHTv0JloAkJGRgR07dpg3ICIiIiKyOlaTbO3YsQMJCQkYMGAAgKcLD9jZ2cHd3V2nnpeXl7IIQWxsrE6ipS3XluVWJykpCcnJyXpjmTp1KhITE5VbTExMYR8eFTPdu3eHra2t3jJbW1t0797dvAERERERkdWxmmTr888/R3BwMHx8fCwdCuzt7eHq6qpzI8rKxsYGU6dO1Vs2ffp0DiEkIiIiIutItm7evImDBw9iyJAhyjZvb2+kpaUhISFBp25cXBy8vb2VOs+uTqj9P686rq6ucHR0NPZDoRIkJCQEnp6eOtu8vLwQHBxsoYiIiIiIyJpYRbL15ZdfwtPTEyEhIcq2xo0bo1SpUso1jADg6tWruHXrFgIDAwEAgYGBuHDhgs6KcAcOHICrqytq166t1Mm6D20d7T6ICmPNmjU6/69evdpCkRARERGRtbF4sqXRaPDll18iLCxMZw6Mm5sbBg8ejPHjx+PIkSM4ffo0Bg4ciMDAQLRo0QIA0KlTJ9SuXRtvvvkmzp07h/3792PGjBkYOXIk7O3tAQDDhw/HjRs3MHnyZFy5cgUrV67Eli1bMG7cOIs8XipevL290aFDBwBAhw4dlB5VIiIiIiKLL/3+448/IigoCFevXkXNmjV1ylJSUjBhwgR8/fXXSE1NRVBQEFauXKlzQnvz5k2MGDECR48ehbOzM8LCwrBw4UKdxO3o0aMYN24c/vjjD1SqVAnvvfeeshBHfhiyvCMRERERERVfhuQGFk+2igImW0REREREBBTR62wREREREREVJ0y2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsERERERERmQCTLSIiIiIiIhNgskVERERERGQCTLaIiIiIiIhMgMkWERERERGRCTDZIiIiIiIiMgEmW0RERERERCbAZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtoiIiIiIiEyAyRYREREREZEJMNkiIiIiIiIyASZbREREREREJsBki4iIiIiIyASYbBEREREREZkAky0iIiIiIiITYLJFRERERERkAky2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsERERERERmQCTLSIiIiIiIhNgskVERERERGQCTLaIiIiIiIhMgMkWERERERGRCTDZIiIiIiIiMgEmW0RERERERCbAZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtoiIiIiIiEyAyRYREREREZEJMNkiIiIiIiIyASZbREREREREJsBki4iIiIiIyASYbBEREREREZkAky0iIiIiIiITYLJFRERERERkAky2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsERERERERmYDFk61//vkH/fv3R7ly5eDo6Ih69erht99+U8pFBDNnzkSFChXg6OiIjh074q+//tLZx4MHD9CvXz+4urrC3d0dgwcPxuPHj3XqnD9/Hm3atIGDgwN8fX0RHh5ulsdHREREREQlk0WTrYcPH6JVq1YoVaoU9u7diz/++ANLlixBmTJllDrh4eFYsWIFVq1ahZMnT8LZ2RlBQUFISUlR6vTr1w+XLl3CgQMHsGvXLvz0008YOnSoUp6UlIROnTqhSpUqOH36ND788EPMnj0ba9asMevjJSIiIiKikkMlImKpg7/77rs4ceIEjh8/rrdcRODj44MJEyZg4sSJAIDExER4eXlh3bp16N27Ny5fvozatWvj1KlTaNKkCQBg37596Ny5M/7++2/4+Pjgs88+w/Tp0xEbGws7Ozvl2Dt27MCVK1fyjDMpKQlubm5ITEyEq6urkR49EREREREVNYbkBhbt2frhhx/QpEkTvPbaa/D09ETDhg3xn//8RymPiopCbGwsOnbsqGxzc3ND8+bNERkZCQCIjIyEu7u7kmgBQMeOHaFWq3Hy5EmlTtu2bZVECwCCgoJw9epVPHz4MFtcqampSEpK0rkREREREREZwqLJ1o0bN/DZZ5+hRo0a2L9/P0aMGIExY8Zg/fr1AIDY2FgAgJeXl879vLy8lLLY2Fh4enrqlNva2qJs2bI6dfTtI+sxslqwYAHc3NyUm6+vrxEeLRERERERlSQWTbY0Gg0aNWqEDz74AA0bNsTQoUPx1ltvYdWqVZYMC1OnTkViYqJyi4mJsWg8RERERERU9Fg02apQoQJq166ts61WrVq4desWAMDb2xsAEBcXp1MnLi5OKfP29sbdu3d1yjMyMvDgwQOdOvr2kfUYWdnb28PV1VXnRkREREREZAiLJlutWrXC1atXdbb9+eefqFKlCgDA398f3t7eOHTokFKelJSEkydPIjAwEAAQGBiIhIQEnD59Wqlz+PBhaDQaNG/eXKnz008/IT09Xalz4MABPPfcczorHxIRERERERmLRZOtcePG4ZdffsEHH3yAa9euYfPmzVizZg1GjhwJAFCpVBg7dizmzZuHH374ARcuXEBoaCh8fHzQvXt3AE97wl5++WW89dZb+PXXX3HixAmMGjUKvXv3ho+PDwCgb9++sLOzw+DBg3Hp0iV88803WL58OcaPH2+ph05ERERERMWcRZd+B4Bdu3Zh6tSp+Ouvv+Dv74/x48fjrbfeUspFBLNmzcKaNWuQkJCA1q1bY+XKlahZs6ZS58GDBxg1ahR27twJtVqNnj17YsWKFXBxcVHqnD9/HiNHjsSpU6dQvnx5jB49GlOmTMlXjFz6nYiIiIiIAMNyA4snW0UBky0iIiIiIgKK0HW2iIiIiIiIiismW0RERERERCbAZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtoiIiIiIiEyAyRYREREREZEJMNkiIiIiIiIyASZbREREREREJsBki4iIiIiIyASYbBEREREREZkAky0iIiIiIiITYLJFRERERERkAky2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsERERERERmQCTLSIiIiIiIhNgskVERERERGQCTLaIiIiIiIhMgMkWERERERGRCTDZIiIiIiIiMgEmW0RERERERCbAZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtoiIiIiIiEyAyRYREREREZEJMNkiIiIiIiIyASZbREREREREJsBki4iIiIiIyASYbBEREREREZkAky0iIiIiIiITYLJFRERERERkAky2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsERERERERmQCTLSIiIiIiIhNgskVERERERGQCTLaIiIiIiIhMgMkWERERERGRCTDZIiIiIiIiMgEmW0RERERERCbAZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtoiIiIiIiEyAyRYREREREZEJWDTZmj17NlQqlc4tICBAKU9JScHIkSNRrlw5uLi4oGfPnoiLi9PZx61btxASEgInJyd4enpi0qRJyMjI0Klz9OhRNGrUCPb29qhevTrWrVtnjodHREREREQlmMV7turUqYM7d+4ot59//lkpGzduHHbu3ImtW7fi2LFjuH37Nnr06KGUZ2ZmIiQkBGlpaYiIiMD69euxbt06zJw5U6kTFRWFkJAQvPDCCzh79izGjh2LIUOGYP/+/WZ9nEREREREVLKoREQsdfDZs2djx44dOHv2bLayxMREeHh4YPPmzejVqxcA4MqVK6hVqxYiIyPRokUL7N27F126dMHt27fh5eUFAFi1ahWmTJmC+Ph42NnZYcqUKdi9ezcuXryo7Lt3795ISEjAvn379MaVmpqK1NRU5f+kpCT4+voiMTERrq6uRnwGiIiIiIioKElKSoKbm1u+cgOL92z99ddf8PHxQdWqVdGvXz/cunULAHD69Gmkp6ejY8eOSt2AgABUrlwZkZGRAIDIyEjUq1dPSbQAICgoCElJSbh06ZJSJ+s+tHW0+9BnwYIFcHNzU26+vr5Ge7xERERERFQyWDTZat68OdatW4d9+/bhs88+Q1RUFNq0aYNHjx4hNjYWdnZ2cHd317mPl5cXYmNjAQCxsbE6iZa2XFuWW52kpCQkJyfrjWvq1KlITExUbjExMcZ4uEREREREVILYWvLgwcHByt/PP/88mjdvjipVqmDLli1wdHS0WFz29vawt7e32PGJiIiIiKjos/gwwqzc3d1Rs2ZNXLt2Dd7e3khLS0NCQoJOnbi4OHh7ewMAvL29s61OqP0/rzqurq4WTeiIiIiIiKh4s6pk6/Hjx7h+/ToqVKiAxo0bo1SpUjh06JBSfvXqVdy6dQuBgYEAgMDAQFy4cAF3795V6hw4cACurq6oXbu2UifrPrR1tPsgIiIiIiIyBYsmWxMnTsSxY8cQHR2NiIgIvPrqq7CxsUGfPn3g5uaGwYMHY/z48Thy5AhOnz6NgQMHIjAwEC1atAAAdOrUCbVr18abb76Jc+fOYf/+/ZgxYwZGjhypDAMcPnw4bty4gcmTJ+PKlStYuXIltmzZgnHjxlnyoRMRERERUTFn0Tlbf//9N/r06YP79+/Dw8MDrVu3xi+//AIPDw8AwEcffQS1Wo2ePXsiNTUVQUFBWLlypXJ/Gxsb7Nq1CyNGjEBgYCCcnZ0RFhaGOXPmKHX8/f2xe/dujBs3DsuXL0elSpWwdu1aBAUFmf3xEhERERFRyWHR62wVFYaspU9ERERERMVXkbrOFhERERERUXHEZIuIiIiIiMgEmGwRERERERGZAJMtIiIiIiIiE2CyRUREREREZAJMtoiIiIiIiEyAyRYREREREZEJMNkiIiIiIiIyASZbREREREREJlCoZCs1NdVYcRARERERERUrBiVbe/fuRVhYGKpWrYpSpUrByckJrq6uaNeuHebPn4/bt2+bKk4iIiIiIqIiJV/J1vbt21GzZk0MGjQItra2mDJlCrZt24b9+/dj7dq1aNeuHQ4ePIiqVati+PDhiI+PN3XcREREREREVk0lIpJXpcDAQMyYMQPBwcFQq3POz/755x98/PHH8PLywrhx44waqCUlJSXBzc0NiYmJcHV1tXQ4RERERERkIYbkBvlKtko6JltERERERAQYlhsYvEDGTz/9hLt372bbnp6ejp9++snQ3RERERERERVLBidb7du3R/369fHLL7/obH/w4AFeeOEFowVGRERERERUlBVo6ffevXujQ4cOWLdunc52jkgkIiIiIiJ6yuBkS6VSYerUqfjqq68watQojB8/XkmyVCqV0QMkIiIiIiIqigxOtrSJVY8ePXD8+HF8++23CA4ORkJCgrFjIyIiIiIiKrIKNIxQq2HDhvj111+RkJCADh06GCsmIiIiIiKiIs/gZCssLAyOjo7K/97e3jh27Bg6dOiAypUrGzU4IiIiIiKioorX2coHXmeLiIiIiIgAw3ID2/zu9Pz58/mq9/zzz+d3l0RERERERMVWvpOtBg0aQKVSZVt5UESU7SqVCpmZmaaJlIiIiIiIqAjJd7IVFRWl/C0iqFu3Lvbs2YMqVaqYJDAiIiIiIqKiLN/J1rNJlUqlQqVKlZhsERERERER6VGopd+JiIiIiIhIPyZbREREREREJlCoZEu7SAYRERERERHpyvecrYYNG+okV8nJyejatSvs7Ox06p05c8Z40RERERERERVR+U62unfvrvP/K6+8YuxYiIiIiIiIig2VaC+cRTky5CrRRERERERUfBmSG3CBDCIiIiIiIhPId7J1/fp1DBo0SPm/cuXKKFu2rHLz8PDA1atXTRIkERERERFRUZPvOVsff/wxvLy8lP8fPnyImTNnwtPTEwDwzTff4KOPPsKqVauMHyUREREREVERk+9k69ChQ/j88891tvXs2RNVq1YFAPj5+WHIkCHGjY6IiIiIiKiIyvcwwujoaPj4+Cj/DxkyBG5ubsr/fn5++Pvvv40bHRERERERURGV72RLrVbj9u3byv8fffQRypUrp/wfFxeHUqVKGTc6IiIiIiKiIirfyVadOnVw8ODBHMv379+PunXrGiUoIiIiIiKioi7fydbAgQMxf/587N69O1vZzp07sXDhQgwcONCowRERERERERVV+V4g46233sLhw4fRtWtXBAQE4LnnngMAXL16FVevXkXPnj3x1ltvmSxQIiIiIiKiosSgixp//fXX2Lx5M2rWrKkkWTVq1MCmTZuwZcsWU8VIRERERERU5KhERCwdhLVLSkqCm5sbEhMT4erqaulwiIiIiIjIQgzJDfLVs/Xvv/8aFICh9YmIiIiIiIqbfCVb1atXx8KFC3Hnzp0c64gIDhw4gODgYKxYscJoARIRERERERVF+Vog4+jRo5g2bRpmz56N+vXro0mTJvDx8YGDgwMePnyIP/74A5GRkbC1tcXUqVMxbNgwU8dNRERERERk1Qyas3Xr1i1s3boVx48fx82bN5GcnIzy5cujYcOGCAoKQnBwMGxsbEwZr0VwzhYREREREQGG5QZcICMfmGwRERERERFgggUyiIiIiIiIyDBMtoiIiIiIiEyAyRYREREREZEJMNkiIiIiIiIyAYOTrfT09BzL7t27V6hgiIiIiIiIiguDk63evXtD3wKGcXFxaN++vTFiIiIiIiIiKvIMTrZu3bqFIUOG6GyLjY1F+/btERAQYLTAiIiIiIiIijKDk609e/YgIiIC48ePBwDcvn0b7dq1Q7169bBly5YCB7Jw4UKoVCqMHTtW2ZaSkoKRI0eiXLlycHFxQc+ePREXF6dzv1u3biEkJAROTk7w9PTEpEmTkJGRoVPn6NGjaNSoEezt7VG9enWsW7euwHESERERERHlh62hd/Dw8MCPP/6I1q1bAwB27dqFRo0aYdOmTVCrC7bexqlTp7B69Wo8//zzOtvHjRuH3bt3Y+vWrXBzc8OoUaPQo0cPnDhxAgCQmZmJkJAQeHt7IyIiAnfu3EFoaChKlSqFDz74AAAQFRWFkJAQDB8+HJs2bcKhQ4cwZMgQVKhQAUFBQQWKl4iIiIiIKC8q0TcBKx/+/PNPtGnTBi+99BK++uorqFSqAgXw+PFjNGrUCCtXrsS8efPQoEEDLFu2DImJifDw8MDmzZvRq1cvAMCVK1dQq1YtREZGokWLFti7dy+6dOmC27dvw8vLCwCwatUqTJkyBfHx8bCzs8OUKVOwe/duXLx4UTlm7969kZCQgH379uUrRkOuEk1ERERERMWXIblBvrqiypQpg7Jly+rcWrRogcTEROzcuRPlypVTthtq5MiRCAkJQceOHXW2nz59Gunp6TrbAwICULlyZURGRgIAIiMjUa9ePSXRAoCgoCAkJSXh0qVLSp1n9x0UFKTsQ5/U1FQkJSXp3IiIiIiIiAyRr2GEy5YtM8nB//vf/+LMmTM4depUtrLY2FjY2dnB3d1dZ7uXlxdiY2OVOlkTLW25tiy3OklJSUhOToajo2O2Yy9YsADvv/9+gR8XERERERFRvpKtsLAwox84JiYG77zzDg4cOAAHBwej778wpk6dqiwAAjztKvT19bVgREREREREVNQUaDXC/fv3Z9v+448/Yu/evfnez+nTp3H37l00atQItra2sLW1xbFjx7BixQrY2trCy8sLaWlpSEhI0LlfXFwcvL29AQDe3t7ZVifU/p9XHVdXV729WgBgb28PV1dXnRsREREREZEhDE623n33XWRmZmbbrtFo8O677+Z7Px06dMCFCxdw9uxZ5dakSRP069dP+btUqVI4dOiQcp+rV6/i1q1bCAwMBAAEBgbiwoULuHv3rlLnwIEDcHV1Re3atZU6WfehraPdBxERERERkSkYvPT7X3/9pSQyWQUEBODatWv53k/p0qVRt25dnW3Ozs4oV66csn3w4MEYP348ypYtC1dXV4wePRqBgYFo0aIFAKBTp06oXbs23nzzTYSHhyM2NhYzZszAyJEjYW9vDwAYPnw4PvnkE0yePBmDBg3C4cOHsWXLFuzevdvQh05ERERERJRvBvdsubm54caNG9m2X7t2Dc7OzkYJSuujjz5Cly5d0LNnT7Rt2xbe3t7Ytm2bUm5jY4Ndu3bBxsYGgYGB6N+/P0JDQzFnzhyljr+/P3bv3o0DBw6gfv36WLJkCdauXctrbBERERERkUkZfJ2tYcOGITIyEtu3b0e1atUAPE20evbsiaZNm2Lt2rUmCdSSeJ0tIiIiIiICTHCdrazCw8Ph7OyMgIAA+Pv7w9/fH7Vq1UK5cuWwePHiAgdNRERERERUnBg8Z8vNzQ0RERE4cOAAzp07B0dHRzz//PNo27atKeIjIiIiIiIqkgweRlgScRghEREREREBJh5GCADHjh1D165dUb16dVSvXh3dunXD8ePHCxQsERERERFRcWRwsrVx40Z07NgRTk5OGDNmDMaMGQNHR0d06NABmzdvNkWMRERERERERY7Bwwhr1aqFoUOHYty4cTrbly5div/85z+4fPmyUQO0BhxGSEREREREgImHEd64cQNdu3bNtr1bt26IiooydHdERERERETFksHJlq+vLw4dOpRt+8GDB+Hr62uUoIiIiIiIiIo6g5d+nzBhAsaMGYOzZ8+iZcuWAIATJ05g3bp1WL58udEDJCIiIiIiKooMTrZGjBgBb29vLFmyBFu2bAHwdB7XN998g1deecXoARIRERERERVFvM5WPnCBDCIiIiIiAsxwnS0iIiIiIiLKXb6GEZYpUwYqlSpfO3zw4EGhAiIiIiIiIioO8pVsLVu2zMRhEBERERERFS/5SrbCwsJMHQcREREREVGxku85W7dv38bEiRORlJSUrSwxMRGTJk1CXFycUYMjIiIiIiIqqvKdbC1duhRJSUl6V9xwc3PDo0ePsHTpUqMGR0REREREVFTlO9nat28fQkNDcywPDQ3Frl27jBIUERERERFRUZfvZCsqKgqVK1fOsbxSpUqIjo42RkxERERERERFXr6TLUdHx1yTqejoaDg6OhojJiIiIiIioiIv38lW8+bN8dVXX+VYvmHDBjRr1swoQRERERERERV1+Vr6HQAmTpyIl156CW5ubpg0aRK8vLwAAHFxcQgPD8e6devw448/mixQIiIiIiKiokQlIpLfyqtXr8Y777yD9PR0uLq6QqVSITExEaVKlcJHH32EESNGmDJWi0lKSoKbmxsSExP1rsZIREREREQlgyG5gUHJFgD8888/2LJlC65duwYRQc2aNdGrVy9UqlSpUEFbMyZbREREREQEmDjZKomYbBEREREREWBYbpDvBTKIiIiIiIgo/5hsERERERERmQCTLSIiIiIiIhNgskVERERERGQCBidbVatWxf3797NtT0hIQNWqVY0SFBERERERUVFncLIVHR2NzMzMbNtTU1Pxzz//GCUoIiIiIiKios42vxV/+OEH5e/9+/fDzc1N+T8zMxOHDh2Cn5+fUYMjIiIiIiIqqvKdbHXv3h0AoFKpEBYWplNWqlQp+Pn5YcmSJUYNjoiIiIiIqKjKd7Kl0WgAAP7+/jh16hTKly9vsqCIiIiIiIiKunwnW1pRUVHZtiUkJMDd3d0Y8RARERERERULBi+QsWjRInzzzTfK/6+99hrKli2LihUr4ty5c0YNjoiIiIiIqKgyONlatWoVfH19AQAHDhzAwYMHsW/fPgQHB2PSpElGD5CIiIiIiKgoMngYYWxsrJJs7dq1C6+//jo6deoEPz8/NG/e3OgBEhERERERFUUG92yVKVMGMTExAIB9+/ahY8eOAAAR0Xv9LSIiIiIiopLI4J6tHj16oG/fvqhRowbu37+P4OBgAMDvv/+O6tWrGz1AIiIiIiKiosjgZOujjz6Cn58fYmJiEB4eDhcXFwDAnTt38Pbbbxs9QCIiIiIioqJIJSJi6SCsXVJSEtzc3JCYmAhXV1dLh0NERERERBZiSG5gcM8WAFy/fh3Lli3D5cuXAQC1a9fG2LFjUbVq1YLsjoiIiIiIqNgxeIGM/fv3o3bt2vj111/x/PPP4/nnn8fJkydRu3ZtHDhwwBQxEhERERERFTkGDyNs2LAhgoKCsHDhQp3t7777Ln788UecOXPGqAFaAw4jJCIiIiIiwLDcwOCercuXL2Pw4MHZtg8aNAh//PGHobsjIiIiIiIqlgxOtjw8PHD27Nls28+ePQtPT09jxERERERERFTkGbxAxltvvYWhQ4fixo0baNmyJQDgxIkTWLRoEcaPH2/0AImIiIiIiIoig+dsiQiWLVuGJUuW4Pbt2wAAHx8fTJo0CWPGjIFKpTJJoJbEOVtERERERAQYlhsU6jpbjx49AgCULl26oLsoEphsERERERERYIbrbAFAfHw8rl69CgAICAhA+fLlC7orIiIiIiKiYsfgBTL+/fdfDBo0CBUqVEDbtm3Rtm1bVKhQAYMHD8aTJ09MESMREREREVGRY3CyNX78eBw7dgw7d+5EQkICEhIS8P333+PYsWOYMGGCKWIkIiIiIiIqcgyes1W+fHl8++23aN++vc72I0eO4PXXX0d8fLwx47MKnLNFRERERESAiS9q/OTJE3h5eWXb7unpyWGERERERERE/8/gZCswMBCzZs1CSkqKsi05ORnvv/8+AgMDDdrXZ599hueffx6urq5wdXVFYGAg9u7dq5SnpKRg5MiRKFeuHFxcXNCzZ0/ExcXp7OPWrVsICQmBk5MTPD09MWnSJGRkZOjUOXr0KBo1agR7e3tUr14d69atM/RhExERERERGcTg1QiXL1+OoKAgVKpUCfXr1wcAnDt3Dg4ODti/f79B+6pUqRIWLlyIGjVqQESwfv16vPLKK/j9999Rp04djBs3Drt378bWrVvh5uaGUaNGoUePHjhx4gQAIDMzEyEhIfD29kZERATu3LmD0NBQlCpVCh988AEAICoqCiEhIRg+fDg2bdqEQ4cOYciQIahQoQKCgoIMffhERERERET5UqDrbD158gSbNm3ClStXAAC1atVCv3794OjoWOiAypYtiw8//BC9evWCh4cHNm/ejF69egEArly5glq1aiEyMhItWrTA3r170aVLF9y+fVsZ2rhq1SpMmTIF8fHxsLOzw5QpU7B7925cvHhROUbv3r2RkJCAffv25SsmztkiIiIiIiLADNfZcnJywltvvVWg4HKSmZmJrVu34t9//0VgYCBOnz6N9PR0dOzYUakTEBCAypUrK8lWZGQk6tWrpzOHLCgoCCNGjMClS5fQsGFDREZG6uxDW2fs2LE5xpKamorU1FTl/6SkJOM9UCIiIiIiKhEMnrN1//595e+YmBjMnDkTkyZNwk8//VSgAC5cuAAXFxfY29tj+PDh2L59O2rXro3Y2FjY2dnB3d1dp76XlxdiY2MBALGxsdkW69D+n1edpKQkJCcn641pwYIFcHNzU26+vr4FemxERERERFRy5TvZunDhAvz8/ODp6YmAgACcPXsWTZs2xUcffYQ1a9bgxRdfxI4dOwwO4LnnnsPZs2dx8uRJjBgxAmFhYfjjjz8M3o8xTZ06FYmJicotJibGovEQEREREVHRk+9ka/LkyahXrx5++ukntG/fHl26dEFISAgSExPx8OFDDBs2DAsXLjQ4ADs7O1SvXh2NGzfGggULUL9+fSxfvhze3t5IS0tDQkKCTv24uDh4e3sDALy9vbOtTqj9P686rq6uOc4xs7e3V1ZI1N6IiIiIiIgMke9k69SpU5g/fz5atWqFxYsX4/bt23j77behVquhVqsxevRoZcGMwtBoNEhNTUXjxo1RqlQpHDp0SCm7evUqbt26pSwxHxgYiAsXLuDu3btKnQMHDsDV1RW1a9dW6mTdh7aOocvUExERERERGSLfC2Q8ePBA6S1ycXGBs7MzypQpo5SXKVMGjx49MujgU6dORXBwMCpXroxHjx5h8+bNOHr0KPbv3w83NzcMHjwY48ePR9myZeHq6orRo0cjMDAQLVq0AAB06tQJtWvXxptvvonw8HDExsZixowZGDlyJOzt7QEAw4cPxyeffILJkydj0KBBOHz4MLZs2YLdu3cbFCsREREREZEhDFqNUKVS5fq/oe7evYvQ0FDcuXMHbm5ueP7557F//3689NJLAICPPvoIarUaPXv2RGpqKoKCgrBy5Url/jY2Nti1axdGjBiBwMBAODs7IywsDHPmzFHq+Pv7Y/fu3Rg3bhyWL1+OSpUqYe3atbzGFhERERERmVS+r7OlVqsRHBys9Bjt3LkTL774IpydnQE8XS593759yMzMNF20FsLrbBEREREREWBYbpDvOVthYWHw9PRUlkPv378/fHx8lP89PT0RGhpa6ODJslavXo2WLVti9erVlg6lyOBzRuZy/PhxdO/eHcePH7d0KERERJQP+e7ZKslKSs9WQkICOnfuDI1GA7VajT179mS7zpmpiAhSUlLyLHNwcMh1+Gpe5cZmyeeMSpaUlBS89tpriI+Ph4eHB7Zu3QoHBwdLh0VERFTiGJIbGDRni4q3KVOmQKPRAHi6KuS7776LVatWmeXYKSkpeOGFFwq9nyNHjuS4pL8pWPI5o5Jl/fr1uHfvHgDg3r172LBhA4YOHWrhqIiIiCg3+R5GSPkjIkhOTs7x9uTJEzx48AAPHjzAkydPcq1rzk7HX3/9FefOndPZdvbsWfz6669mi6Go4XNG5hITE4MNGzYo3wkigg0bNvCC60RERFaOwwjzwZCuwuTkZKP00ADm66XRaDQIDg5GYmJitjI3Nzfs3bsXarVp8/LchhEmJyejc+fOAIA9e/bk+pyYaxihNTxnVDKICMaOHYtff/1VpwFGpVKhWbNmWLZsmVmHzhIREZV0Jlkgg4qviIgIvUkDACQmJiIiIsLkMahUKjg6OuZ408qtjqOjo9lOOq3hOaOSITo6GidPnszW0y0iOHnyJKKjoy0TGBEREeWJc7aMzMHBAUeOHMmx3NBeGnNo2bKlkp0/y83NDS1btjRLHEUJnzMylypVquT6XqtSpYoFoiIiIqL8YM+WkeXVQ2ONvTRqtRpz587VWzZ//nwOh9NDrVZjzJgxesvGjh3L54yM5ubNm7n2ot68edPMEREREVF+8YyQAADNmjVD/fr1dbY1aNAATZo0sVBE1k1E8MMPP+gt27Fjh1kXN6HiTduzpQ97tshUeE03IiLjYLJFikWLFim9aSqVCgsXLrRwRNYrKioq20qEWufOnUNUVJSZI6Liij1bZG4pKSkIDw9HbGwswsPDc1y8iIiI8sZkixQODg6ws7MDANjZ2fGCqbnIa4gnV4fLG1vO88fPzw/NmzfXW9aiRQv4+fmZNyAq9vRd042IiAqGyRYpPv/8c6SmpgIAUlNT8cUXXxht33ldfyyvm1Zh9mHMa5f5+fllG3ap1aBBA54A54Et5/mnUqnQqVMnvWWdOnViYk9GxWu6EREZF1cjJABPf2A3btyos+2rr75C165d4evrW+j9p6SkGOX6Y9qVHAvKWNcuU6lUGDx4sN5FMgYPHswT4DysX78e8fHxAID4+Hhs2LABQ4cOtXBU1kmj0eCjjz7SW7Z06VK8/PLLXJCFjEJEsHjx4hy385puRESG4y80QUQwb948vdfx0bednj43n3/+ud6ytWvX8jnLRUxMDNatW6ezbd26dWw5z8GJEyfw+PFjvWWPHz/GiRMnzBwRFVfaa7plZmbqbM/MzOQ13YiICog9W4To6OhcF3uIjo6Gv7+/0Y63VGxhb0B9gSDt//+2A6CCYS2rqQDGqzIMuk9ezP2cFRfaFvJnk1GNRsOW8xz4+PgUqpwov7TzA0+dOgWNRqNsV6vVaNasGYdHExEVAHu2SOdHtSDlhrIHYA9Vvm8OUMP1/28OUBt036c348ur54o9W/ppW871Ycs5kWWpVCpMnDgx23e+iGDixIlsCCEiKgD2bFGew7diYmJQrVo1M0VTNPj5+cHOzg5paWnZyuzs7NgCnIPKlSvD1tYWGRnZexptbW1RuXJlC0RFZBoikuPiL1nLHBwcck1k8io3NRFhAxIRUQEx2TJQbj+e+fHsynoFZcwf37i4uEKVl0Q3btzQm2gBQFpaGm7cuIHq1aubOSrrFxkZqTfRAoCMjAxERkaidevWZo7Kut26dSvPcjaGWCdjLQxkrIV98qKdp6vPvHnzsGrVKvZuEREZiMmWgYz14wkUbmU9Y/748ppRhstpvlbWciZb2QUGBkKlUultJVepVAgMDLRAVNbt6tWreZYb6zupuDp+/DiWLFmCCRMmoE2bNpYOx2pxLioRkfEx2aIcrxeV3/KSqHPnzvjwww9zLafsbty4keNwJBHBjRs3UKNGDTNHZd06dOiQbfXGZ8spZ9prusXHxyM8PBxNmzY12wXbHRwccOTIEb1lycnJyvfEnj17cm08M1e85p6/S0RUEjDZKoS7Ez6DlDJw+QURIP3/h5+VsgMM6DVSpafCc8kIw46XD4cOHcqz/LnnnivUMbKeYKfCvGP/sx7PWPMO3n///TzLFy5caJRjFSfbtm3Ls3zKlClmiqZoyOsaWrzGVu7Wr1+Pe/fuAQDu3btn1mu6qVSqfI1AcHR0NMswwbzwvUZEZHxMtgpBStkDdgVocbQv2I+qqVKUBw8eFKo8P7LOcxuvysylpmmlpKTAycmp0PvJayEHLvSg36hRo7B9+/Zcy4mMJSYmBhs2bFAaWUQEGzZsQHBwsFEu1l7cVKlSBY6OjnrnEzs6OqJKlSoWiIqIqGhjMxWhTJkyhSoviWrVqlWo8pJqwYIFhSoviW7fvl2o8pIqr2u6cXW97KKjo3NcuCk5OZmXZiAiKgD2bBFq1qxZqPL8yDrnYKnYwN7ACxMXRipE6U0z1tyHvFp42QKs34wZM3Dw4MFcy0lXy5YtYWNjg8zM7D3CNjY2aNmypQWisn45XdNNo9Eo13TjYg+6/v777zzLq1ataqZoiIiKB/ZsEU6dOlWo8vzIuqKh4RclLvxNXxyF4efnl2Pi5ujoyOts5eDXX38tVHlJdOvWLb2JFgBkZmbmuTR8SeXn54eAgAC9ZbVq1eJnVA9erJ2IyPiYbFGeLZVsyczu5s2bOV5vLTk5GTdv3jRzREVDTklDfstLoipVquQ4z9DZ2Zm9qDkQkRx7amJiYpg46FGpUqVClRMRUXZMtgheXl6FKi+J2AJcMPm5ZhTpio6OxpMnT/SW/fvvv5xHk4OIiAg8fvxYb9njx48RERFh5oiIiKgkYrJlIJ2T6LRUIC3FjLdU/XEUkq1t7lP38iovifz8/ODi4qK3zMXFhUOUcjB48OBClZdE//zzT6HKS6qWLVvCzc1Nb5mbmxvnuunB9xoRkfHxLNpAWYeOeS01/jWvDInDGEuYA0CrVq3g5OSkt/Xc2dkZrVq1MspxipObN2/m2mp+8+ZNTr7XIz8T8Pm86eICGQWjVqsxd+5cjBkzJlvZ/Pnzec0oPdhjT0RkfPy1IajV6hwvwLto0SKelOjh5+eH5s2b6y1r0aIFe7ZywOfNcFwgo+CaNWuG+vXr62xr0KABmjRpYqGIrFte1x7jtcmIiAzHni0DZV2BLm78Z4CdvfkOnpaq9KYZawlzrWbNmqFOnTq4dOmSsq1u3bo8KcmBSqXCxIkT8cYbb0Cj0SjbbWxsMHHiRKOteljcaJ+31157LVsZnzf9qlSpAjc3NyQmJmYrc3Nz4wIZeVi0aBE6d+4MjUaTa8MSAf7+/ggICMCVK1eyldWqVYu9zkREBcAuCwPpnAza2QN2Dma82euPw0iWLFmis//Fixcb/RjFia+vL+rUqaOzrU6dOlyxKw++vr4YOHCgzrZBgwbxecvBzZs39SZaAJCYmMiVL/Pg7u6OsLAwqNVqhIWFwd3d3dIhWS2VSoW5c+fqLZs7dy4bQ4iICoDJFinc3d3RoUMHAMCLL77Ik5I8xMTE4OLFizrbLl68iJiYGAtFVHSEhYXBw8MDAODp6YnQ0FALR2S9tEMvnz3RValUHHqZT8OGDUNERASGDRtm6VCsnq+vL/r06aOzrW/fvmwMISIqICZbhaBKL8BqhKnJwOPEp7fUZIPuq0pPzTuoQkhJSVGWQ46IiMjxOlL0dKL4vHnzsk0Y12g0ereTLgcHB0yePBne3t6YNGmS0YfFFifaoZfPJltqtZpDL8kkhg0bBkdHRwCAk5MThg4dauGIiIiKLs7ZKgTPJZZbjdAUVq9ejeTkZABPL8y7Zs0avSt50dNrH507d05v2blz5xAdHc35DXlo06YN2rRpY+kwigTtkNULFy4o2zhklUzFwcEBc+bMwZIlSzBhwgQ2hhARFQJ7tgjA0yFxX3/9tc62zZs3c0hcDrhEMplTTEyMTqIFABcuXODnk0ymTZs22LFjBxtEiIgKiT1bBnJwcMCRI0cKfP/k5GR07twZALBnzx5lqEZB4jAWEcF7772nt+y9997Dl19+adShSk8HQ+Y/GREI0v7/bzsAKhgWiykGX/r5+cHBwUHvUEsHBwfOoyGj0Q5ZzWn7qlWrOJSQiIjISjHZMpBKpSpwgvQsR0dHo+2rMG7cuKF3qV8AuHLlCm7cuIFq1aoZ7XjjVRlG25elREVF5TinLSUlBVFRUUZ9zqjkioqKynXIalRUFKpWrWrmqIiIiCg/OIyQcPv27UKVl0R8zoiIiIgoL+zZInh7exeqPD8KM/zSWEMvtXEYg4+PT6HKiYiIiKj4Y7JFiIuLy7O8Ro0ahTqGsYZfWsvQy6pVqyIgIEDv8MtatWpxWBcZjb+/P+rXr693KGGDBg246iUREZEV4zBCQsuWLeHk5KS3zNnZGS1btjR5DCKC5OTkHG9audVJTk422yqAKpUKc+fO1Vs2d+5cLlhARqNSqdCtWze9ZV27duV7jYiIyIqxZ4ugUqlQuXJlvb00vr6+ZjmZS0lJwQsvvJBnPe1wwpwcOXLEbD1fvr6+6NOnj86S+X379uW1j8ioNBoNVqxYobdsxYoVCA4OhlrNdjMiIiJrxF9oQnR0dK6rEUZHR5s3oCJk2LBhSnLn5OSEoUOHWjgiKm4iIiKQmJiotywxMRERERFmjoiIiIjyiz1bBD8/PzRv3hynTp2CRqNRtqvVajRr1sws14zKbQENEVGWWXdwcMi1p82Y1x/LDwcHB8yZMwdLlizBhAkTzH58Kv5atmwJNzc3vQmXm5ubWYb5EhERUcEw2SpBsiYtzxo9ejTCwsJ0tqnVaowaNSrbffJKeAoirwU0cppTZmq5PWfa8jp16uCLL76Ag4ODzvyyZ5nieaPiT61WY+7cuRgzZky2svnz53MIIRERkRVjslWC5HdelFZGRgb69++fbbs550VZmqHPWW5K0vNGxtWsWbNsKxI2aNAATZo0sWBURERElBcmW0REViCvXtRZs2ahZ8+eEBGo1WrMmjUrx55U9qISERFZByZbJUheFxbOevHgWbNmoX379jnup6Qw5DnL64LLJel5I8MZ0ouq0Wjw6quv5ljOXlQiIiLrwGSrBDHkwsLt27fnyRoMe86s5YLLRERERGQdmGwREVkB9qISEREVP0y2iKhEyW1ulKGXGTDmvCj2ohIRERU/TLaIqFjRaDRISEjIsTwlJQU9evQo9HG2bduWaw+Su7s7l2UnIiIq4ZhsEVGxkpCQoAy3M6W8ErY9e/agbNmyJo+DiIiIrBeTLSPLa/nmrEs153YBXIDLNxMRERERFWVMtozMkOWb82p95/LNRIazlsUhrCUOIiIishyLJlsLFizAtm3bcOXKFTg6OqJly5ZYtGgRnnvuOaVOSkoKJkyYgP/+979ITU1FUFAQVq5cCS8vL6XOrVu3MGLECBw5cgQuLi4ICwvDggULYGv7v4d39OhRjB8/HpcuXYKvry9mzJiBAQMGmPPhEpEZODo65ntVv8LgioBERESUF4smW8eOHcPIkSPRtGlTZGRkYNq0aejUqRP++OMPODs7AwDGjRuH3bt3Y+vWrXBzc8OoUaPQo0cPnDhxAgCQmZmJkJAQeHt7IyIiAnfu3EFoaChKlSqFDz74AAAQFRWFkJAQDB8+HJs2bcKhQ4cwZMgQVKhQAUFBQUZ9THkt32zoamdEZJi8VvXL7TNqydUIiYiIqPixaLK1b98+nf/XrVsHT09PnD59Gm3btkViYiI+//xzbN68GS+++CIA4Msvv0StWrXwyy+/oEWLFvjxxx/xxx9/4ODBg/Dy8kKDBg0wd+5cTJkyBbNnz4adnR1WrVoFf39/LFmyBABQq1Yt/Pzzz/joo4/0JlupqalITU1V/k9KSsr3Y8rP8s1OTk753h8RGVden1F+PomIiMhYrGpd4sTERABQVvA6ffo00tPT0bFjR6VOQEAAKleujMjISABAZGQk6tWrpzOsMCgoCElJSbh06ZJSJ+s+tHW0+3jWggUL4Obmptx8fX2N9yCJiIiIiKhEsJpkS6PRYOzYsWjVqhXq1q0LAIiNjYWdnR3c3d116np5eSE2NlapkzXR0pZry3Krk5SUpHdFwKlTpyIxMVG5xcTEGOUxEhERERFRyWE1qxGOHDkSFy9exM8//2zpUGBvbw97e3tLh0FEREREREWYVfRsjRo1Crt27cKRI0dQqVIlZbu3tzfS0tKQkJCgUz8uLg7e3t5Knbi4uGzl2rLc6ri6unJpdSIiIiIiMgmL9myJCEaPHo3t27fj6NGj8Pf31ylv3LgxSpUqhUOHDqFnz54AgKtXr+LWrVsIDAwEAAQGBmL+/Pm4e/cuPD09AQAHDhyAq6srateurdTZs2ePzr4PHDig7IOoKMrrAtpcWY+I9OF3BxGR+Vg02Ro5ciQ2b96M77//HqVLl1bmWLm5ucHR0RFubm4YPHgwxo8fj7Jly8LV1RWjR49GYGAgWrRoAQDo1KkTateujTfffBPh4eGIjY3FjBkzMHLkSGUo4PDhw/HJJ59g8uTJGDRoEA4fPowtW7Zg9+7dFnvsppDXD2hess5f0zeXLb/442sehlxAOy/GvoC2sU7m+F4iMj5r/u4gIv6GFjcWTbY+++wzAED79u11tn/55ZfKBYc/+ugjqNVq9OzZU+eixlo2NjbYtWsXRowYgcDAQDg7OyMsLAxz5sxR6vj7+2P37t0YN24cli9fjkqVKmHt2rVGv8aWpRnzB7QwF33lj2/xl9cPgTkvHMwfEtNjTwgRT4DJfIx1PsfzMetg8WGEeXFwcMCnn36KTz/9NMc6VapUyTZM8Fnt27fH77//bnCMRNYqrwtoZ0148pO0GMKYiX1u8krYitoPSWF6n43V8wwYfrLHnpDixZLfHUUZT4CLFzYikblYzWqEZFxNBt6CulTeyWxWIoAm4+mXhdpWYMj3hiZdhd++rGzQ8ahw8nMBbS1HR0f+uFsBY52sFbbXkCd7JRu/O4isuxHJWA0iJakxxJox2Sqm1KUENgYmWwAAuwLcp4grqr0N1mKp2MLQCyUIBGn//7cdABXy/7hTAYxXZRh4RCoMa+4J4dAu/fi9Znw8ASZzYYNI8cJki0o89jYUjj0AewOSpadUKPjpRvFoEDC097kwPc9A4XqfrfmHn0O79OP3muEKu8hUfuV1jOKUoFoza25EouKFyVYxknUOXGa6eb+osx4vP3PxiEq6AvU+l8CeZyJz4SJTJYs1NyJR8cJkqxjJ2lp22oLzp1JSUuDk5GTUfR4/fhxLlizBhAkT0KZNG6PuO6u7Ez6DlDJgUJwIkP7/A+JK2cHQ7gZVeio8l4zIYddcyp/Mw5rfa/kZJpjbAkkpKSno0aMHAGDbtm05tkCLSK6xF+XPgaFDfQszzBfgUF8ioqyYbJHVS0lJQXh4OOLj4xEeHo6mTZuarMteStkDdgbu277grV259VOwlZXMxZrfa8aMTZt0FURR/hwYPtS3MMN8geIw1JeLTBV91tyIRCULk61iJGsC0njgrYItkFFAmekqpTfN2InQ+vXrce/ePQDAvXv3sGHDBgwdOtSoxyDDZB0qmmrmE6usxytqQ1Y51JfMhZ/RwuEiU0WfNTciUcnCZKsYydpyYlPQHwojx1FYMTEx2LBhg/KDLSLYsGEDgoOD4evra7TjWDtra2XN2lo4XpVpUFzGZIohq6ZUFIb6WvPqkgYP8wUKNdQ3t2G+1o6fUSIi68Bki6yWiGDx4sU5bl+2bJlREjudlte01ELvzyBZjvdsC3DW/wuSNqtUKHDCnfVeRbVlmgrGmleXLNAwX6DAQ33ziozLqxNZr6y/XQ37x5i9wfL3jb7Z4qCSickWWa3o6GicPHky2/bMzEycPHkS0dHR8Pf3L/Rxsp4seS21XCv2sy3A1twLknWo6FKxKcDJecGlQpSW+qK23G5xHepbUlnz8ur8jBqOw3yLl6y/odrEx1JxsHe3ZGOyRVbLz88PzZs3x2+//YbMzP8Ng7GxsUHTpk3h5+dnueBKuKyt6PZQmfVELqc4igJrHeprzfN7rLXn2drxM2o4a27gIqKii8lWMaUpQKtcYbvMjU2lUmHixIno3bu33u3G+hHP2vIaN/4zwM7QGSuFkJaq9KY92wJcVHpBnp6OGjg8o5BzfMi4rHl+j7X2PD/Lmi9Sbehn1BhLv5NxaYes5jTkVKPRICkpqdDHcXV1hVqt1lvm6OhYpIasZv3tsuQwwqLUu0umwWSrmCouS8j6+voiNDQU69atg4hApVIhNDQUlSpVMtoxdH447Ao4J8TYcTzzf0F+2grzQ5G1al4/rLyeDpF1X6San9H8sZaTYn1xGHNlvcIoSivrZf3tsuQwwqKSnJLpMNkiqxcWFoZdu3YhPj4eHh4eCA0NtXRIZldckmf6H0N7g43RE5ITa57fk3Xb3THLILYFWI0w4//7aWwNXI0wIxWeK8bmGBsVL9ZyUmwtcRCRcTDZKkYcHBxw5MiRAt8/OTlZmai9Z8+eArdeGfukxMHBAZMnT8aSJUswYcIEnvRYgeL6XjMna0qgrXl+T9Zt2sTHEoraCXBhPqPG+nxq4ygqrPl7TRubNQwjLCqs+fWkkoXJVjGiUqmM1r3v6OhoVUMF2rRpgzZt2lg6DLOy5h+K4vxeIyoOjPUZLUmfT2v+XtPGlts+y5cvb7TjFQfW/HpSycJki8hK8Yei+GFvg+GsudGBiIgoL0y2iIjMhL0NhmOjAxERFWVMtoiyUKUbeJUhESD9/yfflzJs8r32eETWhEv5E1FJoF1OPydZ58flNFdOqygtiU/mx2SLKAvPJZa7jg+RNeAy4URUEhiynL52KHJOitKS+GR+TLaIiIiIiMwkr161vBjS65Yb9siZB5MtKvFKwqIFERER6NChg8n2T0UbF6Egypuxhp3xBNc65PW9l/X1zus1M/S7y5gXqc6r1y037JEzDyZbVOIV1UUL8vrhf/jwofL3woUL0ahRoxx/EPjjX7JxEQqivBlr2BlPcK1Dfr73nJyczBQNFWdMtoiKKEN++B89eoTg4OAcy/njT0REZH5LxRb2Bt6nsIsScW6ueTHZIiIiIsqDsYadcbgsZWUPwN6AZOkpFQr+LjJstdni5Pjx41iyZAkmTJiANm3amO24TLaIiqicfvhFBO+88w4uXLiQraxevXpYvnx5tpMA/vgTEeWOw86Iiq6UlBSEh4cjPj4e4eHhaNq0qdnOfdRmOQoRGZ32h//ZW2xsrN5ECwAuXLiA2NjYbPfhfC0qqkQEycnJud60cqsjUnJbe3MTERFh6RCILOb48ePo3r07jh8/bulQqJDWr1+Pe/fuAQDu3buHDRs2mO3Y7NkiIqPjql1kLly0wHCGLK6zdOlSLq5DJZIle0LIuGJiYrBhwwalUU1EsGHDBgQHB8PX19fkx2eyRURGxxNgIutlyOfz/v37XFyHSiR9PSFDhw61cFRkKBHB4sWLc9y+bNkykzcYMdkivXhdJiIqCrhoAREZm6V7QshwOfXY37x5EydPnsy2PTMzEydPnsTVq1dRpUoVnTJj99gz2SJF1jfpvHnz0KpVK56AFEH+/v6oX78+zp07l62sQYMG8Pf3N3kMeZ0Av/7664iPj1f+9/T0xDfffKN3P0S54aIFhsttcZ0pU6bgzJkzyMzMVLbb2NigUaNGWLRoERfXoWLPGnpCyHAFvVD0gAEDsm0zdo89F8goQfKaSL569WqlbnJyMj799FNOJC+CVCoVBg8erLds8ODBZvmRyGnxDkdHRxw+fFgn0QKAu3fv4vDhw1y4w0oZaxEKfn9Yh5w+n3FxcTh16pROogU8bQE+deoU4uLi+BmlYi86OhonT57U+zk4efIkoqOjLRMYFVns2SpBDM36t27diq1bt2bbzjH61k1EsGnTJr1lGzduRJMmTSx2gpSZmYkFCxboLVuwYAFefvll2NjYmDkqyoux5uAB/P6wZn5+fmjevDl+++23bD1bTZs2hZ+fn+WCIzITfg6KprxG1KxevRr//e9/ATxtcOrfvz8GDRqU476MiT1bRMWMtlVOH0u3yu3YsQMZGfqvXJ+RkYEdO3aYNyArwt6joifr85yZrjL7TV8chaFSqTBx4sQct7MXi0oCfg6KptxG1Dg6OiIsLEypW758eQwePDjHusZ+jdmzVYLklPVHRUXlmN0DwBdffKEzz4dj9K2bNbfKde/eHR999JHehMvW1hbdu3c3f1BWwpp7j4y1CIW2vLjIOs/19JeVLRqHseal+fr6IjQ0FOvWrYOIQKVSITQ0FJUqVTLK/omKAlN/DrI2kKTCvI1jWY9Xkhrmsv72jB071qy/RUy2SpCcJpJrlzbNyb1791C7dm1ThUVGpm196927t97tlmyVs7GxwdSpUzF37txsZdOnT+cQQivFRShKlrCwMOzatQvx8fHw8PBAaGiopUMiMjtTfg6yNtSMV2XmUtO0jNlQU5S0bNnSrMdjskV5nnyzy7zosebW6ZCQEKxevRp3795Vtnl5eeV6LZ+SgL1HRU/W57nxwFuwKWW+VuLMdJXSm2bs19vBwQGTJ0/GkiVLMGHCBL6fqETi54CMhckWoVWrVnBycsKTJ0+ylTk7O6NVq1YWiIoKKywsDN999x2SkpLg6upqVa3Ta9as0RkymHUlzJIqP71Hp0+fVn7427RpY6bIKCdZE16bUmLWZCunOIylTZs2fI9RiWeqz0HWxG2p2MAe5mvUToUovWlFLYHM6Vpa+fHsvOfCMPR5Y7JFUKvVGDhwID799NNsZQMGDIBazXVUyLi8vb3RoUMHHDp0CB06dIC3t7elQ7J6KSkpCA8PR3x8PMLDw9G0adMi90NJRES6DST2UJk12copjqKgoNfSelZe857zktsoFH14Fk3QaDTYuHGj3rKNGzdCo9GYOSIyhvXr1+PRo0cAgKSkJGzYsMHCEemaP38+fvnlF8yfP9/SoRQJ69evV+ZX3rt3z+peTyIiIsqOPVuEiIgIJCYm6i1LTExEREQEWrdubeaoqDBiYmKwYcMGZaUhEcGGDRsQHBwMX19fC0dHhuLrSURE9D9NBt6C2oCh2yKAJuNpT57aVmBop54mXYXfCrjqLHu2CC1btoSLi4veMhcXF7Ov2lJURUREWDoEAE9PxBcvXpzj9pK01GtxoH3dsi7jDzy9LhlfTyIiKonU/z9PNr83WzuBnZMGdk4a2NoZdl+bUmJQYvcs9mwRVCoVKlWqhCtXrmQr8/X1LXJjes0p60TN999/H61atbL4PJqcLmqcmZmpXNQ463XTyLrl5yLVfD2JiIqmVAAw8FpbAkHa//9tB0BlwJyvVIOOZF2yNi6mP1Ejs1TWa4b9r+eqsPT1fGkKcSF5JluE6OhovYkWAFy+fJknc7lYs2aN8ndaWhpWrlyJ8ePHWzAi676oMRnOz88PVatWxY0bN7KVVatWja8nEVERNl6VYekQioysDdy/b7TcEPqUlBTY2uY/heIwQkLlypVzvJisjY0NKlcu2BjV4kBEkJycrPd27do1bN++Xaf+li1bcO3aNb31zTXcS3vx4py2s6eyaNFoNIiOjtZbFhUVxQVsiIiIrBh7tgiRkZHZ5oNoZWZmIjIyssQukFGQZUb79++vd/uRI0fyvI6SsVjzRY3JMNu3b88xodJoNNi+fTt69epl5qiIiKig8rqIfV6Sk5OV5cv37NlT4HMLS097MJS7uzv27Nmjt0xEkJpqnEGS9vb2uTZMu7u74/Hjx/neH5MtQoUKFQpVTtYpLCwMu3btQnx8PDw8PKzqosaUfw0bNixUORERWZf8XMQ+vxwdHc3WkGtparUaZcuWtXQYBmOyRahatSoCAgL0ztuqVasWqlataoGorENOrU87duzA8uXLc7zfO++8g+7du2fblzk5ODigS5cuWL9+PUJCQopcCxY9VbVq1VznbJXkzycREZG145wtgkqlwty5c/WWzZ07t0TP8dG2Pj17e/3113Od5/b6669nu4+5n8eUlBR899130Gg02LZtm87EUio6VCoVFi1apLds0aJFVvP5PH78OLp3747jx49bOhQiIiKrwWSLADyd49OnTx+dbX379uUcnxzY2Nhg2rRpestmzJiRYyJmTp9//jmSkpIAPL049RdffGHhiKigfH190aNHD51tPXv2tJrPZ0pKCsLDwxEbG4vw8HAm9kREZHUs1SjIZIsUw4YNU8b9Ojk5YejQoRaOyLqFhITA3t5eZ5u9vT2Cg4MtFNH/xMTEYOPGjTrbNm7ciJiYGAtFRIXl7Oyc6/+WtH79ety7dw8AcO/ePWzYsMHCEVFRldsKsMnJyXjy5AkePHiABw8e4MmTJ7nW5QW/iUjLko2CnLNFCgcHB8yZMwdLlizBhAkTOMcnDzExMdlWvklNTUVMTAx8fS13/QcRwbx587KdaGg0GsybNw+rVq2yiqFnx48fV95rbdq0sXQ4Vi0mJgabN2/W2bZ582Z07drVou814GlsGzZsUN5vIoINGzYgODjY4rFR0VOQFWBzYs4VYInIuulrFDRXpwJ7tkhHmzZtsGPHDp785kFEMHr0aL1lo0ePtmiLanR0NM6dO6e37Ny5czles8mcOOws/0QEixcvznG7Jd9r1hwbERERkHOjoLlG+7Bni6gArl27htjYWL1lsbGxuHbtGmrUqGHmqJ7K6wTXGk6ALdnCVNRER0fj5MmT2bZnZmbi5MmTiI6Ohr+/vwUis+7YqGjK6/pDhlxfiKMziCivRsFly5aZfLQPe7ZIB1cUy59t27YVqtyUqlSpkutKiVWqVDFzRLos3cJU1Pj5+aF58+bZfgxUKhVatGgBPz8/ywSG/8X27PvNxsbG4rFR0ZTTCrBZb1p51bOG4dJEBZHX3MXk5GSlLuct5k7bKJiZmamzPWujoKlZNNn66aef0LVrV/j4+EClUmHHjh065SKCmTNnokKFCnB0dETHjh3x119/6dR58OAB+vXrB1dXV7i7u2Pw4MHZrup8/vx5tGnTBg4ODvD19UV4eLipH1qRxKFd+Td27NhClZtSZGRkti8VrczMTERGRpo5ov/hsDPDqVQq9OvXL9tzIyLo16+fRU8oVSoVJk6cmOP2knSyq0lXIdOAW0aaCmlP1Eh7okZGmmH3zUxXQZNeNJ/b/JxEGuMkM68bv2vImmnnLuZ00/buAkDnzp1zrMfzOOtoFLToMMJ///0X9evXx6BBg7ItawwA4eHhWLFiBdavXw9/f3+89957CAoKwh9//KEMD+jXrx/u3LmDAwcOID09HQMHDsTQoUOVyeRJSUno1KkTOnbsiFWrVuHChQsYNGgQ3N3dOWzpGRzalX+nTp3Ks7x169ZmikZXy5Yt4ebmhsTExGxlbm5uaNmypQWieorDzgwnIti0aZPeso0bN6JJkyYWTWp8fX0RGhqKdevWQUSgUqkQGhpqNcvSm8tvX1a2dAhFgjEXwMh6wmkoLp5BVDJoG/969+6td7s5fj8tmmwFBwfnuEy2iGDZsmWYMWMGXnnlFQDAhg0b4OXlhR07dqB37964fPky9u3bh1OnTqFJkyYAgI8//hidO3fG4sWL4ePjg02bNiEtLQ1ffPEF7OzsUKdOHZw9exZLly5lIpEFVxQzTMuWLeHi4pKtFxUAXFxcLJrQqNVqzJ07F2PGjMlWNn/+fKjVluvQ1rYw/fbbbzq9bzY2NmjatCmHnemRU4IKwGoS1LCwMOzatQvx8fHw8PBAaGioReMhIirK8pq7KCJKr5WDg0OOCQPnLT5l6UZBq10gIyoqCrGxsejYsaOyzc3NDc2bN0dkZCR69+6NyMhIuLu7K4kWAHTs2BFqtRonT57Eq6++isjISLRt2xZ2dnZKnaCgICxatAgPHz5EmTJlsh07NTVVZ0lv7YVhi6uchnBpNBqzTR4salQqFSpVqoQrV65kK/P19bX489WsWTPUr19fZ1XCBg0a6HxWLMEaWpiKmipVquTaU2npOXjA0x/0yZMnl7jLRuR1QpQbQxZ6yE8cRdHdCZ9BStnnXTErESA97enfpewAA74zVOmp8FwywrDjEVmAdu5ibpycnMwUTfFgyUZBq022tCu9eXl56Wz38vJSymJjY+Hp6alTbmtri7Jly+rUebbVV7vP2NhYvcnWggUL8P777xvngRQBObWcazQaq2k5tzbR0dF6Ey0AuHz5slU8Z4sWLUJwcLDSirNw4UKLxqNl6RamoubmzZt6Ey0ASExMxM2bNy3+XgOeXjaipF0yIj8nRPnx7MIPJYWUsgfsCpAo2hfsueIsLaKSy5KNglyNUI+pU6ciMTFRuRX3VdL8/PxQv359vWUNGjTg0C49tMPhnh2Sp1arrWYVNgcHB6VH187Ozqpav8PCwlC+fHkA4LCzPPj5+SEgIEBvWa1atazivUaUXzojKNJSgbQUM95S9cdBRCWCpa4la7U9W97e3gCAuLg4VKhQQdkeFxeHBg0aKHXu3r2rc7+MjAw8ePBAub+3tzfi4uJ06mj/19Z5lr29PeztDRzaUEzxB0k/7bC31157TWe7iFjNcLjPP/9cGQ6bmpqKL774Am+//baFo3qqpA47KwgRwd9//623LCYmRukdJCoKsq6O5rXUckP6UlJSOAyLiMzCanu2/P394e3tjUOHDinbkpKScPLkSQQGBgIAAgMDkZCQgNOnTyt1Dh8+DI1Gg+bNmyt1fvrpJ6Snpyt1Dhw4gOeee07vEMKSKDo6WmduT1bnzp0zyzUIiqI7d+5k2yYiuH37tgWi0RUTE4ONGzfqbNu4caNV9dJaqoWpqImIiNC7EAsAPH78GBEREWaOiIiIiPLLoj1bjx8/xrVr15T/o6KicPbsWZQtWxaVK1fG2LFjMW/ePNSoUUNZ+t3Hxwfdu3cH8HQIzcsvv4y33noLq1atQnp6OkaNGoXevXvDx8cHANC3b1+8//77GDx4MKZMmYKLFy9i+fLl+OijjyzxkK1SlSpV4OTkhCdPnmQrc3Z2tooJ+NZGo9Hgvffe01v23nvvYe/evRZb9U9EMG/ePL0LnsybNw+rVq1iT0gRYs1L+RMZKmsvdtz4zwA7M44iSUtVetPYm05U8hw/flwZUWPOhl6L9mz99ttvaNiwIRo2bAgAGD9+PBo2bIiZM2cCACZPnozRo0dj6NChaNq0KR4/fox9+/bpfElu2rQJAQEB6NChAzp37ozWrVtjzZo1Srmbmxt+/PFHREVFoXHjxpgwYQJmzpzJZd+ziIqK0ptoAU+vhRYVFWXmiKxfRERErosWWLK3gT2VxYt2KX99LL2UP5GhdBp67P5/gQyz3ez1x0FExV5KSgrCw8MRGxuL8PBws17w2aI9W+3bt891TpBKpcKcOXMwZ86cHOuULVtWuYBxTp5//nkcP368wHEWd/qGwz1bXq1aNTNFUzRYc29DXvPsOA+v6LHWpfyJiIiKgvXr1+PevXsAgHv37mHDhg1m63hhkygpF+jVp3Tp0hympIc19zb4+/vnurqkNSwTToZbtGiR8r5Sq9VWs5Q/ERGRNYuJicGGDRuUxmYRwYYNG8w2j53JFkGtVuODDz7QW7ZgwQIOU8qBtrchK2vobVCpVOjWrZvesm7dunH4TBHl7u6OsLAwqNVqhIWFwd3d3dIhERERWTURweLFi3Pcbo7RPjyLJgBPEwcPDw+dbZ6enhZPHKydNfY2aDQarFixQm/Z8uXLodFozBwRGcuwYcMQERGBYcOGWToUIiIiqxcdHY2TJ08iMzNTZ3tmZiZOnjxplnnsTLYIwNMuVu1YVq179+5Z1VLh1sgaexusefEOIiItVXoBLmqcmgw8Tnx6S0026L6q9NS8gyKiYsXPzw/NmzfPNqpHpVKhRYsW8PPzM3kMVntRYzIfbVeqWq3WyfxVKhUWL16MZcuWcehZLoYNG2ZVPQ0tW7aEg4OD3pV2HB0dOQePiKyC5xLLXdSYiEoGlUqFfv364eTJkzrbRQT9+vUzy/kte7bIKrpYyXhEBGlpaXrLUlNTuRohERERlQgigk2bNunt2dq4caNZzonYs0VKF+tvv/2mk3DZ2NigadOmZuliJePZsWNHjvOyNBoNduzYgZ49e5o5KiKipxcTPnLkSIHvn5ycjM6dOwMA9uzZA0dHxwLHQUTFn7ZD4VkionQomHqVZiZbBJVKhYkTJ6J37956t3MIYdHSvXt3LF26NFtPJfA0ge7evbv5gyIiwtPflYImSM9ydHQ02r6IqHiyhg4FDiMkAICvry9CQ0OVxEqlUiE0NBSVKlWycGRkKLVajSpVqugtq1KlCpfyJyIiohJB23GQ03ZzdCiwZ4sUYWFh2LVrF+Lj4+Hh4YHQ0FBLh0QFEB0djRs3bugtu3Hjhlm6zIno6TAVfQvVAE+Hw+n7Wx8HBweOMCCrpX2f63sfazQaJCUlGeU4rq6uOTYWOjo68nNCOdJ2KKxbtw4iYvYOBSZbpHBwcMDkyZOxZMkSTJgwgWPai6jKlSvD1tYWGRkZ2cpsbW1RuXJlC0RFVPKkpKTghRdeyLOedg5STo4cOcLhcmS18vs+NzV+Tig3luxQYLJFOtq0aYM2bdpYOgwqhMjISL2JFgBkZGQgMjISrVu3NnNURER5y603EGCPIBEVjCU7FFTCdaDzlJSUBDc3NyQmJsLV1dXS4RDlSqPRIDg4WO+Fjd3c3LB3717O2yIyg9wSh6xleSUFJSlpSE5ONlovCXs6zIPDCIuX3F5PwHivaVF/PQ3JDdizRVTMqNVqzJ07F2PGjMlWNn/+fCZaRGaS18p7Tk5OZoyGyDS07/Oc3uvly5c3c0RUGBwWanxMtoiKoWbNmqF+/fo4d+6csq1BgwZo0qSJBaMiIspdXtfhMrRHkIjI0jiMMB84jJCKooSEBHTu3BkajQZqtRp79uyBu7u7pcMiIiIiK8VhhPnDYYREBHd3d4SFhWH9+vUICwtjokVERES5ymtYKMChoYZiz1Y+sGeLiIiIiIgAw3IDzpQnIiIiIiIyASZbREREREREJsBki4iIiIiIyASYbBEREREREZkAky0iIiIiIiITYLJFRERERERkAky2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsERERERERmQCTLSIiIiIiIhNgskVERERERGQCTLaIiIiIiIhMgMkWERERERGRCdhaOoCiQEQAAElJSRaOhIiIiIiILEmbE2hzhNww2cqHR48eAQB8fX0tHAkREREREVmDR48ewc3NLdc6KslPSlbCaTQa3L59G6VLl4ZKpSr0/pKSkuDr64uYmBi4uroaIULjsdbYrDUugLEVlLXGZq1xAYytoKw1NmuNC2BsBWWtsVlrXABjKyhrjc1a4wKMG5uI4NGjR/Dx8YFanfusLPZs5YNarUalSpWMvl9XV1ereyNqWWts1hoXwNgKylpjs9a4AMZWUNYam7XGBTC2grLW2Kw1LoCxFZS1xmatcQHGiy2vHi0tLpBBRERERERkAky2iIiIiIiITIDJlgXY29tj1qxZsLe3t3Qo2VhrbNYaF8DYCspaY7PWuADGVlDWGpu1xgUwtoKy1tisNS6AsRWUtcZmrXEBlouNC2QQERERERGZAHu2iIiIiIiITIDJFhERERERkQkw2SIiIiIiIjIBJltEREREREQmwGSLiIiIiIjIBJhsFQOZmZmWDoHywEU/iawPP5dkzTQajaVDICIjYLJVhF2/fh2ZmZmwsbGxdCiUg0ePHiElJQUqlcrSoVAhfPLJJzhw4IBVNWykpaVZOoQiKyYmBqmpqfxcGomIICMjQ/nbmuQUjzUnMkuXLsWpU6egVqutOk5TKqmPm8zr+vXriImJMflxmGwVUefOnUONGjWwfv16S4diNfT9qJ44cQLnz5+3QDTAn3/+iREjRmDevHl48uSJRWIg41i7di0GDBiAn3/+2SoSrhs3buCdd97Bb7/9ZulQ9Mr6WdSehFuLhIQEdOvWDT/++KOlQzEqSyU5169fx/vvv49XX30VV69etaoEVqPRQKVS4dGjR4iNjcWePXtw5swZpKenQ622ztOff//9F/v27cMLL7yAs2fPWiTh+uuvv8x6PK3Y2Fjlc2mtr09JoP0u+eOPPxAXF2fWY5pTWloaQkND8fnnn5s8Br6bi6Bz586hZcuWmDZtGgYNGqRTZslWRUu3RN25c0eJIzMzE3///Tf69u2L1NRUs8dy4cIFtG/fHs7OzmjSpAmcnJwAWE+rrzZh0MZjLXHlR2ZmphK/qd9z2ufl7NmzCAgIQGhoKI4fP27xhOvvv//Gpk2b8Mknn+Ds2bMWjeVZIgKVSoX4+Hikp6fD1tYWhw4dwpkzZywdGgDA3t4eDx8+NEtrpik9+963RJJz4cIFBAUF4f79+wgMDETFihXNHkNONBoN1Go1rl69ikGDBqFjx47o0qUL2rZti2bNmlmsES4vzs7OWL9+PYKDg9G+fXv8/vvvZk24oqOjUa9ePZw+fdosx9O6dOkSXnnlFaxZswb79+8367ENlZCQgBs3biAqKgrJycmWDsfoVCoVduzYgRdeeAFRUVEm/73TNooAQHx8PG7duoWUlBSTHhN4mtC7uLggPj4egIm/Q4WKlLNnz4qTk5NMmTJFZ/uhQ4dEo9FYKCqRzMxM5e///Oc/Mn36dOndu7ccP35c7t69a/Ljb9++XdRqtURGRirb/v33X3nuuefkypUrZn1ubty4IRUrVpSpU6dKSkqK2Y6bX5cuXZLBgwfLTz/9JKmpqcp2S75/8hIdHS0ffPCBvPjii9KwYUPp3r27/P7772Y5dnp6uvJ3u3btpHLlynLkyBHJyMgwy/GfjUV73EOHDomfn5/079/fbM9FXrTvobi4OHnppZdkxowZ8vXXX4tKpZLdu3dbODpRnruBAwcq36FZv7uKiqwxf/311zJjxgyZNWuW7Nmzx2wxXLt2Tby8vGTy5Mk6nwVr+B7RPj9nz54VLy8vGT16tGzbtk3u3Lkjq1atkgYNGkiFChXk8OHDImIdMYvovq7Xrl2TV155RXx8fOTChQvZyk0lOjpafH195ezZsyY/ltaFCxekXLlyMnbsWLl8+XK2cmv6jF64cEGaNGkidevWFTc3Nxk/frzcuHHD0mEZhfZz8OjRIxk+fLh89NFHZjumiMjMmTOlbdu2Urp0aenbt698+OGHJj/u4sWL5YUXXhAR3d96Y2OyVYTcvHlTbGxsZMaMGSLyvxOHDz74QPz9/eXq1auWDE9ERCZNmiTe3t7yzjvvSK9evcTb21tmzJghycnJJj3u+fPnpVevXlKhQgX55ZdfRETk9u3bUq1aNbl165ZJj/2sFStWyKuvvippaWnKBzo6OloOHDggM2bMkOPHj8u///5r1pi0MjMzpVu3buLo6CiVKlWSt956S8LDw5UyEbFIEpGb8+fPS61ataR79+4ydOhQGTx4sDz33HPi4OAgGzZsMPsPcevWrS2ScN24cUM+/PBDOXz4sKSlpYmIyOHDh8XPz0/69etnFQmX9rOWmJgo06dPlxo1aoidnZ18/vnnImL595b28zhnzhxp0KCBZGZmWtWJnKEmTZokvr6+8sYbb8iQIUNEpVLJmjVrTH5cjUYjEyZMkB49esiTJ09MfjxDaF/js2fPirOzs7z77rsi8r/vt/T0dLl06ZK0adNGKlWqZJbGwPzSxv79999Lhw4dJCgoSFQqlXh4eCifb2O/X/Ulmk2bNlVOdDMyMkz6GXnw4IE0a9ZMJk6cmK3MlCe/BXHlyhXx9PSUiRMnyqlTp+Tjjz8WPz8/+e9//2vp0IwmMjJSqlatKi1atJAjR46Y7DjPvu9mz54t5cqVk927d8uZM2ckODhYvL295dKlS0Y97v3793V+h3bt2iXu7u7y8OFDnbiM3QDDZKsI2bNnj1SsWFG6d++ubJs/f76UKVNG9u/fb8HIntq9e7dUqVJFaRH7+eefRaVSyZYtW8xy/D/++EPeeOMN8fDwkBMnTkhCQoJ4eXnJP//8Y5bja02aNEkaNGig9Gp9/fXX0qNHD/Hw8BB/f39Rq9XyySefiIhlWlT/85//yHvvvSdnzpyRzz77TPz9/aVjx44yZ84ciY2NNXs8udGeME2ZMkXu3bunbL98+bL07dtXHB0dlR4TU52ExMfHy4MHD3SSdnMnXOfPn5dq1arJq6++Kj/88INOfNaScK1du1Zat24tjx49EhGR48ePi4uLi1SpUkVmz56tJIjmTrguX74sc+fOla+++krOnTsnGRkZsmnTJmnXrp3JfljN4fvvv5dKlSopvfnffPONqFQqWbt2rVmO36pVK3nnnXdEJPvzp/1f+5k09/MbFxcndnZ2MmDAAJ04sn5HREREiIeHh7z99ttmjS0vP//8s5QqVUpWr14tly9flr1790qnTp3E3d3dZAnXzp07ZdSoUTJ79mz54YcfpEmTJjJv3jyjHiMnFy9elDp16si5c+eUbZGRkTJ//nypU6eOtG3bVnbv3m3xxCspKUlee+01GTJkiM720NBQeeGFF4p0o01W9+/flzZt2ohKpTJZEql9LbXP2T///COtW7dWfssPHjwoTk5OSiOd9rejsOLj48XT01Pq1q0rLVq0kClTpsjEiROlfv36EhkZadJOASZbRUhycrLs3LlTatSoIT169JBFixZJ+fLl9Q4dSUpKMnk8z540bdy4UV5++WUREdm0aZOULl1aVq5cKSIijx8/lgsXLpjkCynrPq9evSqvvfaaeHl5yddffy3t27eXMWPGyBdffCH/+c9/5OOPP5Zly5bJ3r17jRrDvXv3lC+Q9evXS/PmzWXQoEEyaNAgKVu2rIwZM0ZJiKdOnSru7u4Wa1G9du2alClTRr755htl28qVK8XFxUV8fX1l7ty5cvToUYvEltXly5fF1tZWFixYoLc8JiZGOnfuLN7e3nLnzh2jHjtrC3P79u3lueeek/bt28ucOXOUOtohhceOHTNpAnHlyhUpW7asvPvuuzoJZ9Y4Dxw4oCRc5hz+kzWGQ4cOKcNpkpKS5OHDh3Lw4EGZOXOmNGvWTN59913lM2LOhCs8PFzat28vnp6eUrVqValRo4YEBgaKSqWSrVu3Znsc1urZ786PP/5YevToISIi3333nbi4uMjq1atF5GnPYtaTV1PEEhAQoCRbOdXp3bu3RUZc3Lp1S4KDg8XHx0dpGdf329O5c2fp3LmzucPL1SeffCKtW7fWiTcqKko6duwoHh4eyuMx5vt16dKl8sYbb0jt2rWVE22VSiUDBgyQPn36yLp162Tz5s0SFxdntGNqXbx4Ufz9/ZVGgpUrV0qLFi2kbdu2MmrUKAkKChIPDw+5du2a0Y9tiJiYGOnfv7/s2rVLRP6XMHz88cfSpk0bS4ZmdPfv35fWrVtL1apV5Y8//jDqvqdMmSJDhgzRmWIRHx8vderUkZs3b8qOHTvExcVFPvvsMxF5et77xRdfyPnz5wt13KzD77dv3y5jxoyRvn37Ss2aNUWlUkmtWrWkQYMGMmXKFFm5cqWcOXNGbty4YbRzViZbRUxycrJ8//33UrduXVGpVHLw4EER0c38x40bJ61atTJbS5D2S3DFihXSrl07+emnn8TV1VU+/fRTpc7GjRvlnXfeUbpqjUX7g3PhwgXl5OLq1avSp08fKVWqlLi7u0u/fv2kWbNm0rRpU2nWrJkEBgYatWs6KSlJPD09Zdy4cSLy9DWaMmWKdO7cWZo3by579+6V+/fvK/X/+9//Sr169SQ+Pt5oMeSX9gtn+fLl0rVrV3nw4IGIiPTv319q1aol06ZNk+DgYLGxsZFRo0ZZrLUuMzNTFi5cKCqVShnK8GwsmZmZsm3bNnF2dpZDhw4ZPYbdu3eLg4ODLF++XE6cOCGzZs0SlUolP/74o1LnxRdfFGdnZzl+/LjRjy8ikpqaKmFhYfLWW2/pbH/y5Ilcu3ZNTp06JYmJiSIisn//fqlRo4Z069at0D9MhtB+B2n99ttvSkuhiMjDhw/l3XfflWbNmsm0adOU76UvvvhCTp8+bbK4rl+/Ljt37lTe8/fu3ZPbt2/LV199JStXrpRGjRpJz549ZefOncp9rDXhyhrX5s2b5c8//5R169ZJnz59ZPPmzTonJyJPk69Ro0ZlS86NFUt6erqEhIRIw4YN5a+//tIbZ3R0tAQFBSnzjUxJ3+sWExMjXbp0kfLly+eYcL322msSEhJi8vhyo4396NGj8vfff8uaNWvE1dVVmU+rLd+2bZuoVCqxtbU1aYNKSkqKLFq0SNzc3GTs2LHStWtXad68uZQvX17+/vtvoxzjzz//lJMnT4rI0xPt3r17S/Xq1aVatWri4OAgCxYs0PkOK1OmjDLc3ZJ++ukn5W/t98r27dulXbt2OvWM3fhnKtr31pUrV+TYsWNy6tQppRE4ISFBmjZtqsx7N4bU1FQZO3asBAYGysSJE5WE659//pF69erJ22+/LWXLltU5d7xw4YKEhIQUavTWhQsXZOTIkcpvZVbaOfb9+/eXRYsWSc+ePcXHx0cqVqwo1apVM1rHBZMtK3bjxg359NNPZfr06fLrr78qw3OSk5Nlx44dUqtWrWw/FDNnzhRnZ2edhSKMbc+ePTJ9+nQRERk9erS8/vrrotFoJDY2VmklyDqUJTk5WUJCQmTgwIFGPZnR7uu7776TSpUqyaJFi5ShXufPn5ehQ4dK2bJls/3Ym6KreM2aNeLg4CBTp04Vkf/9qGddgEJr7NixEhwcrLyepvT48WO5f/9+th/Jo0ePSv369eXmzZsybNgw8fb2Voao/PPPP/L9998bvUXLUHFxcTJmzBgpVaqUckL87PCkjIwMsbW1lfXr1xv12GlpaTJgwACZO3euiDx9Tvz8/GTEiBE6xxcRCQkJkT///NOox8/qxRdf1BnSs2vXLhkxYoQ4OztLxYoVpXbt2sqP+969e6V+/fpmGzp7+vRpUalUSkODiMiPP/4oL730kjRr1kxOnDghIv9LuFq0aCGvvfaaTJw4UVQqlUl7PQYMGCDOzs7y3XffyePHj7OV//7779KuXTvp3LmzWReWMFTW99qCBQukYsWKcvHiRdm3b59UrVpVHBwcZNmyZUqdx48fS3BwsIwcOdLoyWPW/e3fv19UKpWMHDlSbt++nS3emTNnSps2bUzeqKQ9XkJCgsTHx+skf7du3cqWcGlPku/cuSMvv/yyfPzxx9kem7kdPnxYnJyc5LvvvpMrV65Iw4YNZfr06Tonh6dPn5bu3bvLoEGD9C4ikV/ax5mQkJBt2LhGoxGNRiN79uyRxo0b68wtNuZomaFDh4pKpZKff/5ZRJ723H3zzTeyZMkSnRN7jUYjt27dkiZNmsiOHTuMdnxDPTuMLetncv369VKjRg3lt37u3LnyxhtvWN1cxmdp3wfffvuteHl5SUBAgNjZ2clLL70kGzZsEJGn75FmzZpJ3bp1C91ArT3ekydPZNasWdKsWTOZMGGCcj728ccfi0qlksGDByv3efTokYSEhMhLL71U4NEQZ8+eFRsbG+W3XCT7sOKwsDAZM2aMUp6amip37tyRmJiYAh1THyZbVurcuXNSsWJFad26tZQrV07KlCkjq1atUt5wqamp8sMPP0iNGjUkKChIRJ7+EDs4OMhvv/1msriePHkiM2fOlOrVq0ubNm2kdOnSyocwLS1NPv/8c6lZs6b069dPLl26JHv27JGXX35Z6tWrp7RoG/NH7fDhw+Ls7CyfffaZ0kujdeHCBXnttdekYsWKOj0fpvpR3bBhg9jY2Mj06dP1zk+Ji4tThhBevHjRJDFkdeXKFQkNDZW+ffsqqwpl/ZEYMGCAqFQqqVChgll7Qgxx7949GTVqlJQqVUoZvpE14Tp48KDUqVPHKMlO1vfFv//+K/Xr15eNGzdKfHy8VKxYUYYOHarUWbduXbYeHWOKjo5WTi7at28vQUFBEhkZKbNmzZKqVatKnz595IsvvpDvv/9emjRpIv3791d+7M25+MqDBw/k448/Fk9PT5kwYYKy/dChQ9K9e3dp2LChknAlJCTIkiVLJCQkRFq1amWW4Y5vvPGGVKlSRbZu3ar8qGs0GuVzcOrUKenYsaO0bt3aKua95ubatWsyfPhw+f7775Vtc+bMEbVaLR9++KEcP35cIiMjpVOnTtKgQQOjfd/++eef8sUXX+gdxrVo0SKxsbGRN998U/bt2yciIidPnpRx48aJu7u7yb9XtK/jxYsXpW3bttKgQQPlt1Lr77//VhKurN+706ZNkzp16kh0dLRJY8zLrVu3ZPz48bJ48WIReTo8bcqUKdK6dWt59913JSkpSR49eiTTpk2Tzp07F+rzrX0v/PDDD8q80y5dusi3336rk1Dcu3dPPD095dixY4V7cM+IioqShIQESU5Olv79+4uTk5NOb5E+M2fOlNq1a5t9oauYmBiJiIjIs97mzZulXr16IvI0VrVaLWfOnDF1eAWW9Zzk119/FTc3N1m5cqXExcXJsWPHJDQ0VBo1aiQbN24Ukaff8QEBAdKsWbNCzZ3Keu6RnJwss2fPlubNm8u4ceOU7+ZJkyaJSqWSN998U/r27Svt27eXunXrKsc1dKSNdvXuadOm5Vpv7Nix0qRJExEx3RB3JltW6Pz58+Lk5CSzZ8+WpKQkycjIkLp160rjxo113mwpKSny/fffS61atcTV1dXkiZb22ImJidKqVStRqVQyfPhwnToPHjyQ9evXS+3ataVMmTLSsGFDeeWVV4w+OV77ozFs2DAJCwvTKcs6fPKvv/6Sl19+WWrUqCHJyclGT7SeHaqpTbjee+89ne3Lly+X3r17S40aNcyyiMH58+elQoUKMmXKFJ0lt7O2ZEZGRkqdOnXkq6++EhHLL6977do1mTZtmgwdOlRnyMiDBw9yTLjGjx8vnTt3zpZo54d2H4mJicoJzN69e5UTsnHjxsnYsWPF19dXJ9FKSEiQQYMGyYoVKyQ9Pd3o76l//vlHypcvLzVr1pQ9e/bIzZs3pWLFiuLr6ytly5aVL774QqKiopT6r732ms6iOeZuoU9ISJBPP/1UypYtK+PHj1e2HzhwIFvClZaWJpmZmSbv1c36uezRo4fehEv7PEVGRkqXLl3MfjKXmwULFugkN1u3bhWVSiUVK1ZUlivXmjx5sjRu3FhsbW0lMDBQgoKCjPZ9+/jxY6lXr54EBASIj4+PhIeH68znzMjIkFWrVknp0qXF3t5enJycpHr16tKkSROTJ9NZEy13d3eZNGmSbNu2TWbNmiXlypXT6c3/+++/JSQkRMqXLy83b96U8PBwcXZ2tvgKnmfPnpUXXnhBatasKd9++62yPTk5WaZOnSqNGjUSOzs7adSokZQuXdrg51Tfd8HOnTvFxcVFZs+eLb/88ot06tRJ6tevLytWrFAabBITE8XT01O2bdtWuAeYRVpamrRv3158fHzk4cOHkpKSIn369BEnJyfl+yHr+/XkyZMyduxYcXNzM/vrFB8fL+XLl5fatWvLiy++KJGRkdlGC2i/Y3bu3CkhISEyY8YMsbe3N+k5WGFk7b3Xfj988sknEhgYqPPbf/HiRenbt6906dJF6c18+PChzm+OobLuf/PmzXLv3j35999/5b333pPmzZvLhAkTlPfeV199JW+++aaEhYXJ/PnzlefZ0Gkxf/zxh9ja2mY7F9u0aZMyokIb165du+T555/XOwLCWJhsWZmYmBhRqVTSr18/ne0hISFSpkyZbB/4J0+eyLfffisvvPCC2SbG//bbbzJv3jwZMWKE1KlTJ9ubWeuPP/6QO3fuKF/4pphD1rFjRxk1apSIZD+x0A4nuXbtmtHGmos87XUYO3as8v+zx92wYYPY2toqQ3tSUlJk4cKFMn/+fLl+/brR4sjJ9evXpWLFitmW0l2+fLnUrFlT6eVLSUmRFi1ayBtvvGHymPJy7tw58fLykq5du8qrr74qdnZ2snDhQqX8/v37MnLkSJ2Ea8aMGVKuXLkC9xJqh75WrFhRduzYIRs3bhSVSiXbt28Xkadziuzs7KRVq1bKOPaMjAyZNm2aVK1a1WSv5ZEjR0StVkvTpk2lS5cuykpc169f15mDo/1cvfnmmzJu3DjJyMiw2FCohw8f5ppwNWvWLM8W7ML6888/ZcWKFRIdHZ1tyFOPHj3E19dXtm7dqgzvyZpwWdP18H7++Wfp1KlTtu+VQYMGiUqlkg8//DDbEKW///5bzpw5I7du3TLq921iYqK8+uqrylD2Xr16SYMGDeSNN96QEydOKCcn2lXzPv74Yzl16pRJFlLQJyYmRurVq6cs7y7ydLhdcHCwREdH63w33L59W7p16yYqlUpKlSplFSfFDx48kF69eomDg0O2VRHT09Pl77//li+//FL++9//Fuj7Rttrpz2pvHnzpjRr1kwZ6fD48WOpVKmSVKtWTerWrSuffvqp8lkYOHCg0YeSZ71G1YMHDyQ5OVn69Okjzs7OSsKl0Wjk008/la5du0rbtm3NMufvWdevX5cGDRrIN998I1OnTpWXXnpJGjduLJs3b87WKLN582ZRqVTi4uJiFe8pfX799VepVKlStpUU165dKzVr1tQZBiwism/fPrGxsSn00MGsSXJmZqacOXNGypYtqxxPO1Lq2SGFz34fG9popB1lpVKpdBoMtPPAT506pVM/Ojpa7Ozs8tWTWVBMtqxQnTp1pG7dusoLv3jxYlGpVOLt7S19+/aVRo0aycyZM+X06dPKmG5zzP8REdmyZYt069ZNnjx5Infv3pVZs2ZJQECATsKl0Wjkzz//1GnNMFWvyZtvvil169ZVTjC0H8rY2FiZPXu20X8sNBqNrFmzRnx9fWXYsGHK9me/DJYsWSJ2dnbKh1qj0Rht+dLcYtNoNDJ9+nTp0aOHzqIcCxcuFEdHR2ndurU0aNBAWeTh2LFjYm9vrzM0ydz+/PNP8fPzU06YkpOTZciQITpjrEWezhl4++23xcnJSbp16yZOTk5GWWBh5MiR4uLiImq1Wv7zn//olC1cuFCcnZ3l9ddflwEDBkjfvn2lTJkyJm9pHTRokDRo0EB69uwp7dq1k82bN2erk5ycLNOnTxcvLy+jTWAujPj4eL0J16FDh+TFF1+Udu3amaR3WeRpMu7p6SkqlUpat24tAQEBEh4eLt99951SZ9CgQeLv7y9btmxRejKtdel3bTw7d+7UOTHo06ePlC5dWnbs2JHr90lhv2+vXLmiDM2NiIgQHx8fuXr1qiQkJMj169fl9ddfF29vb2nTpo3s37/fJAtx5Mdff/0loaGhOnOYZs2aJS4uLlK7dm1xdXWVAQMGKAsz3bhxQ8aMGWNVw6YTEhIkNDRU6tevL59++qnRRn/s3LlTZxEtjUYjcXFxsmLFCrlz547cuXNHqlWrJm+//bakpKRIkyZNpFatWrJgwQLJyMjQO9+4oLIO/b58+bIEBgZKkyZN5OHDh3oTrlu3bsnhw4fNlrTrM23aNGndurWIPG04/uyzz5Qlw2fMmCEPHjyQ9PR0+f3336VWrVqFmkdnagkJCbJ06VJp2LChznnLjz/+KK6urrJ27Vqd74y//vpLateuXagG/OnTp0vLli11hmf/8ssvUqVKFXn8+LFyvH///b/27jygxuz/A/jnaSGlEiVLUWlXSmlaVEIbbRSyVIjGvs1knWRnhrHLiBj7vu/ZDdmHbKWyVkKUtWi5vX9/+N3nex9lZqh7b2bO658Zd+mebs9yPud8zucUIDY2Fk5OToiOjq70mvr09HS+PxodHQ1lZWUcPnwYs2fPhra2tqDAFfDxmHz48CEcHR3x6NGjSn32X2HBVjXx6tUrvHr1iv+3vb09rKysMHjwYGhra+Po0aN4+PAh8vPzMXHiRHTq1AkcxyEgIEBmgRbwcTGoqqoqf2HJzs7G5MmT0bx5c4wdOxZFRUXw9vYWnNBVQXJn89evX/M3pKtXr8LU1BRdu3YVdJjGjx9f4YhNZYgvDvn5+ViyZAlsbGwEizklb5KZmZkwMjISdPZkxc3NjW9XWVkZXzZYXG0oLCwMLVq0wLFjx/Ds2TP4+fnJbd2CSCTCiBEj0L17d8FoVnh4ODw9PREUFIRhw4bxF8GXL19i0KBBUFdXr3SgJf57Xrt2DRzHoWbNmtixY0e5WYM1a9ZgxIgR8PT0xPjx46V6UxV/BwcOHECfPn2QmJiI4OBguLu78zn0wMf0j6FDh6Jhw4YyXx8gPs9u3bqFgwcPYv/+/Xy7PxdwnTp1qkoXG3+quLgYM2fOhIqKCrp3745FixbBxcUFGhoasLe3R2RkJC5dugQLCwu4uLhg3bp1Ut9ovTLEA1aqqqro06ePoNPTtWtXaGlpYc+ePVIZwElOToaCggIWLlwI4GNnKDIyEnPnzuVfExERATMzM4SGhqJx48YwNzcXVEOUBfFxKDmotGbNGqipqWHTpk1ISUlBUlISatSogUWLFvGvkdd+TeL23r9/HxcuXMCDBw/4IDAvLw/du3eHi4sLfvvtN/5eUpmgOTU1FWFhYdDR0eGzGUpKSvhiOj/++CO6du3KD9gOHToU9evXh5+f31elZVdE8hyTPFZ//PFHcByHli1bIj8/n08p1NTULJcmKytXr17F4sWL+e/84cOH6NixoyBY8PT0hKmpKfT09GBvb4/AwEA8e/aswip31YVkuvyCBQvQokULfP/99/zz48aNQ40aNRAfH4979+6hsLAQY8aMgaGhYaWC3dOnT6NNmzYICgriUxivX78OOzs7/jWS64xjY2NhYGDAF6z5WjExMTAyMuL/LV4HpqSk9JfrrKvqmP8cFmxVA+LFqHPnzhWURhevixLf9D517NgxqaalSW5IKXnRDwgIQGhoKH8hffLkCX7++Wc0aNAATZs2hY2NTZV2AiQX9fr4+MDQ0BA9e/bkF0Fv2rQJlpaWMDExQY8ePdCxY0doaWlVaSf0wYMHmD59Oj/a++bNGyxatKhcwCW+kT979owv+y4L4r9FYWEhzMzM+BRC8XcnOfJ84cIFmJmZYciQIQAg1Tzlf+LFixeCG+ysWbPAcRyGDRuGmTNnQldXF97e3vzzz58/r9IKZ3l5ebhw4QJGjBgBFRUVrFu3rsJKUtLqpGVmZpZbG5Gbmwtzc3MsWbIEubm5CA4OhoeHB9atW4f8/Hx069YNXbt2lfloqmQZakNDQ5iYmMDW1hYtW7bkj7EXL14gLi4Ourq6gpu6NGRnZ2PLli3YvHkzjh07ht9++w0cx/HrFO/fv485c+bA29sbLVu2hL6+PjiOg5OTk0z2IvwSFc2u7dq1C4aGhujXr59gNrVbt27Q1tbG5s2bq/S4vH79OmrVqoWYmBjB4/Pnz4eenh4AICoqSlC99Pjx45gwYYLcq5cCH9e2iUuKi7Vr1w6RkZFyatFHkueNkZERDAwMYGJigqFDh/Lf24sXL9C9e3e4u7tj3rx5VZINkpGRgT59+kBLSwtHjx4VtKVHjx7o2bMn/zkjRozA2rVrq6xseXZ2Nrp27VouePrll19Qr149JCQk8IPK4oDLz88PjRo1QmFhoUxnm69fvw6O4zBmzBj+sdLSUgQFBfFp9r179+azCEpKSjBz5kx4e3tLtRJtVZGs2Dl//nxYW1sLUgonTJiAevXqQU9PD3Z2dtDV1a1U/0l8TUpKSoKbmxs6dOiA48eP48SJE3B0dKzwb/vhwwesXr36q2d2xT/z0KFDsLCwENzDZ86cWW5fxU/fJ20s2KomRo4cCRUVFSxdulQQcDk5OcHMzAxJSUmC4EeWJC/6ZWVlWLx4MVq1aiUotvDmzRukpqZi+/bt/MlSlZ2AAwcOoEaNGpg0aRJ++eUX9O7dG02aNMHkyZMBfLypjBgxAhEREYiOjq7StKobN27AzMwMQUFBWL58uWCWTRxwRURECN4zYcIEWFhYVOnM2udkZ2ejefPm/PqEyMhIGBsbC2Z+SktLBQVO/P39+ZS56pRCde/ePXTt2pWvbAb870ZYVRsti3/fx48f4/79+4Lff8CAAVBRUcGGDRv4i3VcXFyV7ssmKTMzE/Xq1QPHcejYsSO2bNnCL97du3cv3NzckJubi5SUFAQHB6N9+/bYuHEjiouLZTKjXVGH7/jx41BXV8fy5cshEolw5MgRcBwHc3NzfvYqLy8Pv/76K4yMjPD06VOpHGPXr1+HkZERzM3NoaSkBEtLS6xYsYJPu161ahWA//29U1JSkJiYiH79+lWLwECSZMpWXl4eRCIR/93v2rUL+vr65QKu9u3b85Voq4J482zJTpjkNTwgIAB169ZFo0aNyq1NkeUm1V/i3bt38PX1xZIlS+TdFCQmJkJTUxMLFy7k9xGsV68egoOD+T0i8/Ly4OfnBx8fnyrbkzI9PZ0PuMQj+x8+fMCAAQPg6uqK2NhYDBkyBBoaGlWaRnXv3j04OzujY8eOfIn3WbNmoW7dunzgl5KSgpYtW8LW1hZ5eXkoKiqq0vXV/0RycjJq1apVYcW6e/fuwcrKClZWVtDV1S2XTVGdZ8eBiu/tL1++xMKFC2FlZSU418+ePYsdO3Zgw4YNlcp0kfzMR48e4eHDh3Bzc0NoaCgGDhyIRo0aITY2FhMmTMDUqVPx888/Y9CgQbhw4QL/vspcT+7cuYNatWqVm8UaM2YMlJWVK0zJlwUWbMlRTk6O4OL2008/QVFRsVzAZW9vD1NTU5w7d07mFeMSEhKgp6fHp2UAHy/URkZGfGGKilTlzbewsBBdunTB2LFj+ceeP3+OJUuWwMDAgO9USUNKSgq0tbUxZsyYCtclvHr1CsuWLYOpqSns7e0RHR2N8PBwwcivtInXVGzevBkAsGXLFqipqaFXr14Vdip/+uknWFhYSDU/+a+8efMGz549w+XLl/kywJI+/Z5PnjwJa2vrSlVD+tT27dvRvHlzaGtrIywsjC+KAXwMuGrXro2JEydi0KBBUFRUlFqp/ocPH6JVq1ZwdnaGnZ0d+vfvj6ZNmyI+Ph5btmyBv78/n4Jx69YteHp6ws/PTyazMuJrTXZ2NjZv3owNGzbgxIkTmDx5MmbOnAngY8DapEkT9OzZEw4ODjA2NuaL+OTl5UktNeP69etQVVXFmDFj8PjxY+zbtw/t27eHvb09kpOTERMTA47jBPuvia9J1WlwYePGjYJr5YwZM+Dk5AQvLy/Mnz+fD/jFAVf//v0FKYVVdT+4du0aVFVV+aBfcrBKHPjNnDkTmpqa/LlQnb7Hz4mJiYGhoSHu378v13bk5+cjODgYkyZNAvAxG8TAwABt2rRBy5Yt0blzZ/5anZ+fX+UBR2pqKh9widesPHnyBJ06dYKLiwscHBykUmArPT0dvr6+CAoKQlRUFHR0dMptsZCamgoDAwO4uLjIvH+TkZEBZWVlftBWfExv2rQJV65cQUFBAbp16wY9PT1BddBv4dgXtzEpKQlz5szB+PHj+VnGwsJCLFq0CFZWVoLMnMqS/PuNGjUKHMehpKQEZ8+ehZubGwwMDFC/fn307dsX7dq1g6+vLzp16oQOHTp8dZ/xwYMHWLlyJe7fv48nT56gqKgILVq04NehSw4YjR49GqqqqlLtM34OC7bk5MOHD2jcuDH8/PwEncjPBVziHdw/TZGoapILxkUiEc6fP4/+/fvD3t4e5ubmmDp1Kh48eID169fDz8+vStOYKrrQlpWVoaSkBPb29nzam9jz58/RtWvXcqlKVXUh/PDhA7p3716uvP379+/x9OlTvtphWVkZLly4gNDQUAQEBGDYsGEyL1gQEBCAli1b8v+eNm0av6Zv3759KCoqwh9//IHBgwdDXV1dbiWPb9++jQ4dOsDU1BTq6upo3LgxBg8ezM8cfZqyCnxcf+fh4SFYm/E1xD/39u3b0NfXx7x585CQkAAPDw+0a9cOv//+O//a0aNHw93dHU5OTlL/rtLT0xEcHIxOnTph586d2LVrFzw8PPh1mY6OjvzMx507d6S69klM/F2JZ48sLS2hpKQEGxsb9OrVC/fv30d+fr5gwfWWLVvAcRx0dXWluqlyZmYmtLW10bVrV8Hj8fHxqF27NtLS0lBSUoKJEyeC4zh+rVt1K4axdu1aGBoaIjY2FgDw+++/o27dupg/fz4CAgLg7OyMfv368cU8du3aBQMDA4SEhAhSlyrbQU1OToaysjJ++eUXvtBI+/bty13bxc9NnTq1Up8nC6dPn8b333+PevXqyW3Po0+Pt/379+P69et48eIFmjdvjqioKAAfC3qoqqqiXbt2/AxXZT/zwYMHSEtLExQCkQy4xJkDBQUFKCgokOrgTVpaGry8vFCrVi1+LzFAeNympaXJPCDOy8vD8OHDoaOjI+h8T5s2Dbq6uvzs7d69e6GoqIhLly4BqD7Xj39i+/btqF27Ntzd3eHg4ACO4xAdHY3c3FwUFhZi4cKFsLOzQ48ePar0c1NTUzFo0CBBNsqlS5fg5uaGwMBAnDlzpsL3fWnAVVRUBH9/fzRq1Ah6enrQ1tZGz549wXEcOnXqhIyMjHKzdNHR0dDW1pb5OjsWbMlRUlIS1NXV0aNHj38UcLVt27bCjSWrimQqy6elN69evYqEhAQ0a9YM7dq1g5mZGXR1dfkc2MpegCRH0Q8ePIi1a9fyo7rFxcUYOnQoQkJCypVdFe9FIo3p/Ldv38LW1hZxcXH8Y4cPH8bgwYOhpaUFFRUVRERElFs3J8uLsfjidOnSJRgaGgpuGgsWLIC5uTk4jkOdOnVgYmICFxeXSt/Qv9bNmzehoaGB4cOHY/v27Th37hz69euHRo0awdraulxQc+/ePUyYMAGamppf1WbxMSV5bNy6dQtTpkwRlIpOTU1FSEgIPDw8BAHXs2fPZFZ85s6dO+jQoQO8vb2RlpaGd+/e8fs/ifdBk9VxJRloSc4e7d27F97e3nBwcEBmZib2798PFxcX/tp1/Phx+Pv7IygoSKrrGB48eAAHB4dyN+0jR46gXr16fAfz3bt3mDRpEjiO42d9q5O8vDyMGTMGjo6O+OmnnzBu3Dh+hrWkpARz586Fo6Mj+vbtywdcGzduROfOnatsBuDly5dwdXUVpFA9evSID7g+HTSaPXs2vvvuO36gSdr+KkD+3PmQn5+PdevWITAwUC5lwyVdunQJMTExKC0t5a/V8fHxaNeuHb/udP369bCxsUHPnj0rNZAi/j52794Na2trGBgYwNLSUrBNiTjgql+/Pr+FhizcvXsX3t7e6NChg+CcldfejqmpqejcuTNOnjyJ77//Hs7Ozti4cSPmzp0LbW1twZ5UZWVl6NatGyIiImRajKyyMjIy0KRJEyQkJPDHxrp161CvXj0+S+jly5eYNWsWXF1dq2yt3tatW9G0aVNYW1vj8ePHgi1JkpKS4O7ujqCgoHLrlL/2/iYeKLh69So2btyI2bNnw9LSEhzHQU9PDw0aNICnpyciIiKwePFi3Lhxo9IDt1+DBVtyItlJVlVVRWRkJL9WA/hfwLVs2TKpHxifLmCdM2cOfH19ERISIuiUAh/Thvbs2YOQkBAoKSnxJ1RlSHbuzM3NYWFhgdq1a8PCwoK/Ie3ZswdaWlqIiYkRpL/1798foaGhVVqmVqy4uBhBQUHo3Lkz0tLSMHPmTL4C14oVK7B161bUrl1bUKULkH6nuKIOyIsXL+Dm5lZuf7aUlBQcPXoU8fHxuHz5cpUWlvgS+fn5/OaFn1q+fDlMTU3h7u7OdzZu3LiB/v37V3oTaPEibXH+touLC9TV1dG9e3fB627fvo3g4GB4enoiPj7+qz+vMtLT0+Ht7Q1vb29+jYO8/NXskZqaGtLT05GQkAA1NTU+TWPChAno27evTPasEqcneXt7IyUlBW/fvoWOjo5ggTvwccBkxowZ1W6Nlvia9/LlS0RHR8PV1RV6eno4ffo0/5r3799j3rx5cHJyQr9+/coVsqmqjqpkiqz4OpqZmVlhwLV//37o6ekJ1utKi/j3E7cpKSkJS5cuxZw5c3Dv3r2//P0LCwvl2jEWz9BPnDgR3333nWAwdfbs2TAzM+MHDseOHYspU6ZUScrtwYMHUbt2bcTFxSE9PR1xcXHgOE6QnXHnzh2EhITA0NAQBQUFMhvEEZ+zPj4+cr++rVq1Co6Ojny7IiMjYWpqCiUlJf4clJxlGTNmDMzNzatdUR3g89eBGzduwMjICDdu3BD8jdeuXQsFBQV+a6E3b95Uabr39u3b4eXlBVVVVT5jpaSkRLCJvIWFRblr9deq6PidPXs2wsLCcO3aNRw5cgQTJkyAr68vHB0d5VbQhAVbclBSUiIoWDBgwABwHIeIiAjBVHpsbCw4jsPKlSshEomkclFcsGABTExMsHr1agAfD1J1dXX8+OOP6NOnD3R1deHm5lZhwLdp0ybY29sLNiP8UuLvIDk5Gaqqqhg/fjzu3buH3bt3g+M4QUn3VatWoV69evDz80NYWBh69+4NdXV1qczUiNu1atUqODg4QFtbG3Xr1sXy5csFs4v+/v7o1KmTzG5Y9+7dw5IlSypcQ3TgwAEoKyvzZX6rk/T0dNjY2AhSMSRzqefMmYPatWtj+/btAD6O+iclJZWbyfxS4kXafn5+SEtLw507d+Dm5gZTU1PB6CXwMTD19PREQECA3Er5SnZIPpdqIQt/N3t0+/ZtPH78GJaWltDV1YWnpyfU1NRkun9Reno6OnTogDZt2kBLS+uzG41X17QfcRvz8/MxduxYvjiFZHvfv3+PBQsWwNDQEDNmzABQNb/P+/fv8fz5c2RlZZXrQIoryWZlZUFXVxft2rUTpBRWVeGGv5KQkAALCws+cN+8eTNq1aoFW1tbNGvWDLVr18bixYv5zcarC/HfRhwgvnz5EmZmZoICSlu3bsV3333Hl8VWVVX94sGAijrYz58/R0hICD/4l5OTAwMDA3h7e0NNTU2wNic9PV0mxZs+lZ6eDn9/fzg5OeH8+fMy/3yxmTNnwt7enj8H7927h8jISLRo0UKw16LkPUpea5z/imSZ+pUrV2L06NH8c5cuXYKysjK/T5/kIJilpWW5QeKv8blr0aFDh+Do6AhbW1t+EkEy4Lp165ZUi+ps3boVderUKbf2UZ6Vl1mwJSMPHjxAQEAAf3KID7QZM2ZAV1cXCxYsgIqKCnr06CEIuKZPny7VUdnk5GRERETAxcUFixcvRlRUlKBceUpKCkxNTeHp6ck/JnmStG7dGn379q1UGx49egQlJSX89NNP/GMikQhmZmZo166d4LWJiYkYN24c2rdvj/79+1dpmkhqaiomTJiAhw8fCn5H8b4okqO5ZWVleP/+PQIDA/nFtdKWkZGBFi1awMDAAHXr1sWECRNw8uRJ/vn8/Hx4eHggOjoaZWVl1apCmLhi3afHsmSnoUWLFlW6WFdMPGPk5eWFlJQUZGRkoHXr1ggICCi3WFtWa6L+SnXpkPzd7FFZWRlu376N0aNHY+zYsXKZPUpPT0e7du3QtGlTwaxQdQ2wPu0ki9v58uVLjBs3DnZ2dpg4caKg/YWFhdi8eXOVnc/iypbNmzdH/fr1+fWLkpkVkgGXuBy0eIZLFjP3Bw4cQPPmzeHm5ob8/Hz06dMHK1eu5FPLf/rpJ+jo6GDp0qUA5JeOVpHExET88MMP/Iz8uXPnoKuri4SEBP41y5Ytw8CBA9G9e/cvLr4j/l2zsrKwfv16rFixAtnZ2SgqKsKCBQuQnp6OZ8+ewcrKCgMGDMCHDx/4gjGfZj7IQ2pqKrp06SLz4EUynXzq1Kl8n0b8fd69exeRkZFwdnbmjysAUtnLriqI233z5k00b94cffv2FazxBIDg4GBYWVkJZlY/fPgAOzs7wfFYmc8HPt43MzIyBEsqxGnnrVu35meTPq1QLY0+SllZGVJTU6Gvr88PjFeH4kgs2JKR48ePo2HDhmjbti3/B58xYwbq1q3LBzcXL16EiooKwsLCZJYTD3xMoQoPD4e7uzuaNGnC3yTEJ9PFixdRv359bN26lX+P+OCNiIjA999/X6ky74cOHUKTJk3g5+fHP/bzzz+D4zgYGRlh1KhR6N69Oy5cuCDY+LkqS8sXFxfzC0hNTEwQHR2NTZs2CV4jeaKKRCLExMRAX19fJtPSV69eRb169bBmzRqkpaVh4cKFMDIygpGREQIDA/HHH39AJBJh2bJl0NLS4kd85Xlxkfz7nDt3DoqKinzZ1Yo6R25ublLbD0cyRS8tLQ2pqalwdXWFv78/X4a4OpFXh+RTn5s9+vS4kmdnNyMjo9qkJ/0Vye9s2bJlGDZsGEaOHMkff69fv8aYMWPg4OBQLuASq2zn5MaNG9DU1MSAAQOwdu1arFmzBt27d4eCggJCQkIEWQLi8/fRo0cwNTWV6cbnpaWlOHbsGGxsbNCiRQu4ubmVK3Qxfvx4aGhoyH1wRFJpaSl8fX3BcRwaN26M1atX49GjRxg/fjzCwsLKDUh86T1MfJ7dunULNjY2CAsLE6RjiZ9fuHAh2rdvzw8Q/vbbb2jVqhWMjIxkXlq9ItJI+/8r4nRycSXGSZMm8ftnSWYZpaWlITIyEi4uLoJiHtWVeLuG8ePHC2ZtxNeOM2fOwNvbGxYWFjh16hTOnDmDmJgYaGtrV2qPVslrU2xsLGxtbdGgQQN4eHgINjffs2cPfHx84ObmJrXtUz7HzMxMMEspbyzYkpGSkhIcO3YMFhYW8Pb2xsyZM6Gjo8OnMkmu4eI4Dv3795fpTvc3b95EWFgYFBUV+XQVsdzcXBgbGwtOIgC4fPkyVFVVv7hkrPjCJv5vYWEhDhw4ADMzMwQEBODnn3+Gjo4OVq5ciT///BPr169H586dYWJiAnV1dUycOLESv+nnzZ49G/PmzcORI0cwadIkaGlpISwsDHFxcYKLy9atWxEVFQVtbW2ZVLoSp1hKpggAH28g27Ztg52dHQwNDeHi4oItW7ZAX18f48ePl3sHeOTIkYLRcnd3d5iamvLrxsTHvEgkwvv379GhQwd+A29pBIkVBVweHh5wc3Mrt26xOpB1h+Rz/mr2qLrMIFWX2cDPkTwXx44dC01NTXTs2BFt27YFx3F8SfCXL19i9OjRcHZ2xogRI6q0Dc+fP4etrS2/4bmkOXPmQFlZGZGRkYI0QfE9SFaz5JLVSEtKSpCYmIg2bdpAUVGRz2IQj9wXFxdDX19f7h2qT8+BxMREdOvWDaNGjYK5uTlGjx6NyMhI2Nra8oNNXzPSLpmCJV6/LJnuvGfPHr7c9fDhw2Fvb88/N3r0aMyaNavCzdr/C8Tp5B06dMCff/6J8ePHIzw8vMLXvnv3DkFBQQgICJDa1hWVVVZWhg8fPqBnz57o27fvX6ZNJyUlITQ0FLVq1YKpqSksLS2rrN8yadIkvpz/9evX+T6kZKC6b98+2Nvb81VrpU38+9va2la4d5q8sGBLirKzs7F161Zs2LCBH9E6fvw4bG1twXEcP6P16Q3tzz//rNKS6p/6XCc8NTUVvXr1go2NjaBIQFFRESwsLPiOsKRnz5591Wc/ePAA06dP52fwiouLsX//ftjY2IDjuApnG65evYr4+Hip7Xl08uRJaGho8DnOOTk5mDx5MlRVVeHo6Ijly5cjLi4OI0aMQGhoqEzSpsQV4T69aBw6dEiQGrBt2zaEh4fze+V4enrK9cZ67NgxfmG2OOA6dOgQGjRogObNmyM9PV0QdMfGxqJRo0ZSL/8rGXClp6fj1q1b8PX1rfTasH+7b2H2qLrMBv4VcTU48dpFAFi5cqWgg5KXl4cBAwYgKiqqSoJZ8c84d+4cbG1t+XvLp6nGU6dOBcdx/PWvop8hK+Lzsbi4GImJibCwsECLFi0EA5AvX76EqakpX9pfnk6ePMmvlX337h26d++OyZMn4/Hjx5g+fTq6d+8OjuNQq1atSh2feXl5cHd3L7fHpTgTpG3btjh69ChOnToFdXV1BAQEoFu3btDU1Kx2RWJkLSMjAz4+PggODoa9vT3s7OwQERGBPn36IDIyEr169UJYWBiioqLg7+9frWZMK1JcXAxLS8sK+2VA+VnT69ev4+HDh1VWJOvChQtwcnLiB+AOHz7MH3NqamqYP38+/9ozZ87IfPB36dKlcq9GKokFW1Jy/fp1GBgYoHnz5uA4DjY2Nnz54cOHD8PW1hYeHh78zU58Ykj7gJT8+ZcuXcLhw4dx/fp1Pp/5xo0bCAsLg56eHvr374/p06ejU6dOMDExEZy84p/zJTdh8Xtu3LgBMzMzBAUFYfny5fzzRUVF2Lt3L6ysrODj48M/Lstd2qOjo9GrVy/+M0NDQ2Fubo7evXvD09MTNWrUwPDhwwXpjNIirgjXrVs3wePTpk2Dvr4+UlNTyx0vZ8+exZQpU2S+z5ckcZsOHz6MOnXqoF+/fsjKyoJIJMLGjRthbGwMDQ0NdO7cGWFhYQgODoa2tjb+/PNPmbQvPT0dHTt25EtYV9ec/Oqmus8eAdVnNrAi4pLI5ubmePjwoWBmcOHChVBTU+MHkt6+fVtl+4KJB13Wr18PTU3NcgML4vP13bt3aNq0KT/LJi/3798Hx3F8J1KcFWJubg4rKyucO3cOZ8+eRUxMDOrWrVupdKiqUFBQgMGDB4PjOIwdOxZ37tzBixcv0LhxY37bhkePHsHf3x9169at1IBSSkoKmjVrhhMnTvB/t99++w3KysqIi4uDl5cX/Pz8sH79euzatQu+vr7o3r273Lb7qG7EW2zUrl0b9erVw8CBA+Ht7Q0fHx+EhIQgMDAQvr6+Mk95+xpZWVmoUaMGduzYAaDi68SHDx/4Mu9VLS8vD1OnTsX79+9x7NgxNGjQAPHx8Xj+/Dnc3d0FM/Zisgy4qkvWhRgLtqRAcjYiMzMTp06dgr29PZycnJCTk4OioiIcOnQIVlZWcHd3L1c0Q1okD75x48bBzMwM2tracHd3R//+/flSueKUQk1NTXz33XdYvnx5laWTpKSkQFtbG2PGjMGLFy/KPf/+/Xvs378fJiYm8PLy4h+XVUrltm3b4OzsDJFIhH79+kFXV5fvAKWkpHy2EqA0SFaEE88mzJo1C9ra2oIiJoDwbyuvwhgVBeAHDx5EnTp10LdvX36twP379zFy5Eh07NgRnp6eiI2NFaQbykJqaiqCg4Or9SxIdfQtzB5VV9u2bYO3tzdUVFT41GtxoJ+RkQF9fX1+s1mxynYYxAMLubm5OHz4MDiOwx9//AGg4o6PsbFxhWmGsiQSiTBp0iTUrFmTT10XB1zNmzeHkpISOnTogIEDB8psgOZTFf1ddu7cCWdnZ7i5uWHevHnYuXMngoKCBPeLylZPXLduHRQVFQWfn5WVxf9Nb968ifbt28PJyQnp6ekoLS2VyVYM35KMjAz4+fnBy8tLptVTq4LkAM2HDx9gaGiIiIiIz1YIvXz5Mlq3bl3pypOfC5LEAzm9e/fGyJEj+etZVFQUnJyc0LFjx2qVbi5PLNiqYg8fPqxwf5q1a9eiZs2a/MldUlLCz3C1aNFCphH/rFmz0KBBA5w+fRplZWUYMmQIVFVVERwczOeA3759G35+fnxlO6DynfgPHz6ge/fugj0/gI8B1tOnT5GRkcF/lrgalYODQ6U+82u4u7tDQUEBjRo1+uL1aFVNXBEuMDAQUVFRfH70p+Q9EpeSkoIOHTpg/fr1fIVEcYAsDrh69+4tGIUuLi6W60W4Os+CVGfse/t7n7ueHz58GA4ODrC2thakij958gT6+vrYu3dvlbXh+vXrqFOnDjiOQ3JyMgoKCmBnZ4eWLVvywbK4c1RaWopXr17By8uLX1cki3Pz0y1NxP8vEokwc+ZMKCgoCAKuo0ePokWLFnB3d5fbcShu45UrV7Bp0yYcPXqUL05w8+ZNLFiwAI0bN0bDhg1hYWGBuLi4KvvsM2fOoGbNmhXOZoiPueXLl8PBwaHS+1/+m6WlpcHHxwc+Pj58oCr2LQQGO3fuxJMnTzB58mQoKytj3bp1FS4b+OmnnxAYGFipPeckr2WXL1/G0aNH8fTpU/5nvnv3Di1atMDw4cP5f3fp0gVbtmzh3/ctfKfSxoKtKnbu3DmYmpqiZ8+eOHXqFP/4/v37oa2tLei8l5SUYO/evXBxcZFZpaf09HS4urpi3759AD4u5lVTU0NERAQsLCzQrVs3/iRKS0srV8yiMt6+fQtbW1vBzefw4cMYPHgwtLS0oKKigoiICDx48AClpaXYsWMHHBwcZDaKLhnomZqaYteuXYLH5SUtLQ1eXl6oVasWv65DcrRo4sSJ0NPTw8uXL+XS1g8fPqBjx47gOA6mpqZo1qwZnJ2dMWTIEH7k+fLly9DS0sLQoUP/82sHmH83yWtlYmIi9u3bh/379/OPHT16FB4eHjAwMMD69euxYcMG+Pv7w9rauspmpa9du4ZatWph0KBBsLa25gsnzJs3D40bN4anp2e5dMLY2Fg0adJEJveiT9eNJCYm8sWiKgq4xEUwiouLceLECamv7fw727Ztg5aWFpo0aQITExN06tSJn10oLi7G06dP0bVrV3AcB2Nj4ypLhc/KykL9+vURGBj42b/Tjz/+iK5du1bLDXirE8m06AsXLsi7Of/YlStXwHEc4uPj8eHDB/j7+0NTUxNxcXF8X+n+/fuIjo6GtrZ2lWXiREdHQ0dHB3Xq1IGhoSHCw8P55QqTJk1C48aNMWDAALRu3Rp2dnbVotx6dcKCLSk4evQonJyc0KlTJ9y8eRMvXryArq6uoESr+AAsKSmR6kZrFQVJmzZtQk5ODpKSktCwYUO+GEZ4eDgUFBTg7u4uaFNVzboVFxcjKCgInTt3RlpaGmbOnAkzMzOEhoZixYoV2Lp1K2rXrs0HFEVFRXLZhO7p06cwNjZGTEyMzD/7c+7evQtvb2906NBBMBI3ceJEqKio4MqVK3JrW3FxMZKSktCmTRsYGBggOTkZMTExaNu2LerVq4dmzZph5syZ6Nq1KzQ1NdG/f3/BxtAM828h2bEYNWoU6tSpAyMjI9SsWRMdOnTgq4AdPXoU3333HWrUqIHAwEDMnz+f75BXNuBKTk5GrVq1+H0LGzVqJFhEP2XKFOjr66NOnTr44YcfMHjwYEREREBLS0smaXmLFi2CtbW1oBP4/fffg+M4Po1ScnPg8PBwqKioCPY+khXJ1Ghxm/Lz89GlSxesXbsWz549w9q1a+Hs7Ax3d3fBWt6ysjJs2bKlyq9127dvR40aNRAeHi7IaHj9+jVGjx4NLS0tmaW6f+u+tbToGzduID4+HrNmzeIfy8zMRGhoKDiOQ/369WFubg5bW1uYmZnx2/h8Dclr2b59+2BiYoJjx44hOzsbixcvhpeXF7y8vJCZmYnHjx9jypQpaNeuHXr37i2YMWc+YsFWFXj06BHWrl2L6dOn85H+qVOn+FKj9erVw7Bhw/jXy6Mk9/nz58sVAoiOjkZkZCSfjjF9+nR4eXnhxx9/rHQbP32/+N+rVq2Cg4MDtLW1UbduXSxfvlxwM/L390enTp3kfpKuW7cOampquHjxolzbIUmcUujj44OrV6/il19+kWuglZ6ezqdCFRUV4dKlSzAyMoKfnx+/TiApKQlr166Fh4cH2rVrB47jUK9ePTx58kQubWYYaZHsnGRkZMDS0hJXrlxBTk4OUlNTYW5uDjc3N74C6/79+xEQEIDWrVvz943Krq/5888/oa6uLqhe6uTkhKlTpwped/jwYQwcOBC2trZwcnLCiBEjpFoBV1JOTg7q16+Ptm3b8sHC69evMWTIECgrK/MzXGLiUfO6devKvBT3p3soXrx4kU/rFqfpiUQi7N27F05OTnB3dxeUY5eG0tJSLFu2DEpKSjA3N0dkZCQGDBgAf39/NGjQQCbbkfybfCtp0ZmZmXB0dETt2rX581myn7V582bMmjULw4cPx7Zt2ypVTVHyOrRy5UpMmjQJ48ePF7xm586d5a4tku2R5dZF3wIWbFWSuOqgubk5atWqhbp16/KlaBMTE+Hg4ABjY2PBPj6yyoWXbCPHcViyZIkgiOnVqxdcXFz4f4eEhGDJkiUV/oyvkZqaigkTJuDhw4eCz71//z4uXLjAb7gIfPxO3r9/j8DAQEyePLlSn1sVsrOz4eHhUe3Kv4pTH+rXrw9lZWW5BVolJSUICwsDx3H8KGpJSQkuX74MQ0NDODs7C/7mRUVFePPmDTZs2MBmtZh/tV9//RVdu3ZFREQERCIRfx19+vQp9PX1Bfv77Nu3Dz4+PnB3d6/0bEReXh7q1auHH374QfB4p06d0KtXLwDlO5ayLs4k/pwnT56gYcOGcHV15dOK37x5g4EDB6JGjRqCgGvs2LHYvHmzTCrAStqwYQP09fXx9u1blJSUQCQSYenSpbCwsEDDhg0Fg5elpaXYu3cvXF1dYWNjI/WAC/hYejs4OBg2NjZwdXXFuHHj+ECe+fd5+/Yt5s+fDxMTE0G/raqDxcTERMyePZuvOGthYQGO4xAQEFCuTzhw4EBYWVmVe5ylDpbHgq1KEFcdnDhxInJycvDo0SN06dIF2tra/P5TJ06cgLOzM0JCQgQbgkqT5IE+e/ZszJw5E8rKyqhRowbmzp3L3/BWr14NOzs72Nvbw9HRERYWFvxoRGVPluLiYjg4OIDjOJiYmCA6OhqbNm36bDtFIhFiYmKgr69fbjRRXmRZcv5L3LlzB4GBgXJPFcnIyEBISAjU1dX5/SzEAVezZs3QunVrvkPCRrmY/4K3b9/ixx9/hLq6uqBDJL6WbN26Fbq6uoI98g4dOgQnJyf4+PhUqmiMeHZZTHyd79u3Lzp27Fju9b/++itf5VSanSNxRyw3NxeXL1/mO3FPnz5F48aNywVcQ4cOhaKiIoKDg+Hv7w8tLS25bGVx9+5dPr1MXDn37du3SEhIgL6+PoKDgwUd3dLSUmzfvh1eXl4yW4Mt7wwQRnokz0nxffT9+/dISEiAsbExevXqJdgAvCqsWrUKjRs3xqBBgwTr2Hx9faGuro5Dhw4Jjvn169fD3t4eeXl5VfL5/2Ys2PpKOTk54DgOffv2FTx+4sQJqKmpCWayjh49Cjc3N3h5eSEpKUlmbZw8eTK0tbWxZ88ebNiwAdHR0VBQUMDs2bMBfKwas2bNGgwbNgw//PBDlZV3F5s9ezbmzZuHI0eOYNKkSdDS0kJYWBji4uIEF5KtW7ciKioK2traLAXiH6oue0PdvXsXQUFBnw24PDw8qk1bGaaqVbQX1sOHDzF58mRwHIdFixYJXr99+3aYmZnh2bNngvccOXKkyteNiK/jc+bMgbu7u6CdsbGxUFBQkHrpa3Fn8Pbt22jdujV8fX0RHBzMB58VBVzAx4p64n345F2e+8aNG9DQ0MCBAwcAfNxXa/ny5WjVqhW6d+8uuL6JRKJKVX77UhVVcmS+feK/5ZEjRzB06FC0bdsWixYtQlpaGsrKyhAfH4+WLVsiPDy8yqpFb9q0CaqqqtiyZQs/Myv5M93c3KCnp4fNmzcjJycHz549Q5s2beDr68uOvX+ABVtf6fXr12jdujXMzc1x48YN/qA8deoU1NTUyi00PnDgALy9vaWWliY5Ugp8HCF0cnLii02IzZ07FwoKCpg7d26FP6cqZyBOnjwJDQ0NXL58GcDHAHXy5MlQVVWFo6Mjli9fjri4OIwYMQKhoaGsSl01l5mZid27d5dbN/Ho0SP4+flBXV1dsLXBlStXoKWlhQ4dOsijuQwjVZKpM+/evROsc8jMzMT48eOhqKiIOXPm4N69e3j48CF8fHzg4eHxVZvCf63ff/8durq6/HkbGxsrk7We4t/t1q1bqFOnDiZMmIBHjx6VG42XDLhu377Nv6+4uLhazNykpaUhNDQU9evXx5EjRwB8/HvHx8fD3t4eYWFh38y6H+bbsWvXLqirq2Pw4MGYPn069PT00L59e+Tk5KCgoAC//fYbHBwc0KlTp0pfR3Jzc+Hh4SFYRgJ8nMk9e/YsP7McEBDAV9gMDQ2Fh4cHf+yzgOuvsWCrEt6+fYu2bduiadOmyMnJQWZmJnR1dQWbQkoegAUFBVJpR2BgYLkZthcvXqBRo0aYP38+3w6RSISioiIEBARAQUEBixcv5p+T1okSHR2NXr168SOZoaGhMDc3R+/eveHp6YkaNWpg+PDhMs/HZ75MTk4OtLW1wXEcmjRpgsjISMybNw8PHz5EWVkZcnJy0KtXL6ipqfHpjcXFxbh27RpbR8D860gGWvPnz4e3tzc8PT0xaNAg/vHs7Gw+4FJXV8ewYcPg7e3NXwtlVSjp4MGDqF+/PkpKSjBt2jSZFtXJy8uDq6srvwePmGQ1XuB/AVfbtm3lvrdhRe7cuYM+ffpAS0tLEHCtWLECzZo1Q79+/eTcQubfJDs7G7a2tnwFTpFIBA0NDYwePZo/d96/f4/58+fD3d290nuq5ebmwtLSkt/uBgCWLl2KLl26gOM46OjoIDAwEADQpUsXKCsrY9++ffysLste+Xss2PoKksHJmzdv0KZNGzRs2BC6uroYMmQI/zpZLRp88eIFP6oquX/J4MGDYWVlxa+BEn/+yJEj0aZNG3Ach927d0ulTWLbtm2Ds7MzRCIR+vXrB11dXb4znpKSgiVLlsh97RHz14qKipCXlwc/Pz9YW1vD1dUV48ePR8OGDWFqago7OzssWLAACQkJ8PX1RcOGDeWyxoJhZG3cuHFo0KABZs2ahd9++w3a2toICgrig4isrCxMmTIFdevWxS+//MK/r7JVB7/Eo0ePYGZmhqCgINSoUUOmRXVu376NZs2a4fTp0xUGl5L30idPnqBmzZro2LGj3DcsfvDgAdLS0gQpjKmpqeUCrrdv32L16tVy3/eL+XfJycmBnZ0d3rx5g4yMDDRu3BhRUVH880lJSSgpKUFhYSG/v1tl5ObmQk9PD/3798fx48cREhICa2trDBo0CEeOHMG2bdugr6/PD9Db29vD2NgY586dY7O6/xALtv6hx48f82tSxMQ31Ddv3vAjALIelZMcUVi4cCGsra35G8SpU6fQvn17dO7cmb8ZvH//HkFBQThw4ACioqLg4OCAV69eSXUK2N3dHQoKCmjUqFG1HLVkPi8rKwtdunTBtWvX8OTJE4SFhcHLywubN2/m12ZFRkbC19cXSkpKsLS0BMdxMDMzq9Rif4apjiSDpN27d8PS0hLnzp0DAOzZswdqampQVVWFq6srf394+PAhYmJioK6ujoSEBJm3OTMzExzHoUaNGjK//m7YsAFKSkqCjYo/VVBQwH+Hz549k1uBJHEbd+/eDWtraxgYGMDS0hIjR47kXyMOuOrXr89vVM2ucUxlfTrTe+vWLejr6yMxMRHGxsaIioriU2pv3ryJbt26VflGzMeOHYOmpiaMjIxgY2OD48eP84Vh8vPzYWtrKyj/7urqCi0trW9qQ2h5YsHWP/D48WOoqKhARUUF06ZN4y+ykl69eoW2bdvCwMCgXFAmLadPn8avv/6KuXPnoqCggN+/xN3dnb9hbd26Fe3bt0fdunXh5+cHS0tLWFlZAQCmTp0KR0dHqd0sxD/3wIEDMDU15aeo2c3p23Hv3j04OjqiY8eOuHXrFrKzs9GzZ084ODhg48aN/OuKiopw8eJFLFu2DN26davUZooMUx2JSyKL997btm0bZsyYAeDjNa5u3bqIi4vDiRMnoKysjE6dOvGDYTk5OYiNjQXHcfj9999l2u7S0lJMmzZNZvtoSUpKSoKKigq2b9/+2deIN0iVVpr9lzh48CBq166NuLg4pKenIy4uDhzHYeDAgfxr7ty5g5CQEBgaGqKgoIDdz5gqcfHiRZibm6OwsBAA0K9fP3Ach5CQEMHrJkyYgFatWlU6dbAiubm5Fc7S5ufnw83NDfHx8YJ1/Z6enmyZwD/Egq1/4OnTp+jatStmzpyJyMhItG7dGh4eHjh+/Diys7P517179w5t27aFhoaGYGd3aVizZg1MTU0xcuRIxMfH84/n5eXBwMAATk5O/H5GGRkZWLx4MQYNGoRJkybx075RUVHo0qULCgsLpXrDePr0KYyNjRETEyO1z2CkJz09HT4+PvD29satW7eQk5ODnj17wtnZGStXrpR38xhG6iRLIktudP7o0SO8fv0aTk5OmDZtGoCPgZWZmRk4jhOk/mRnZws2vpcleRWayM7ORv369REYGCgohy55v/nxxx8xbtw4mQYtFc2wPX/+HCEhIXzxqJycHBgYGMDb2xtqamqCdVnp6enIycmRWXuZfy/xsZiRkYGWLVvymwRfvXoVfn5+MDIywv79+7F582aMHDkS6urqMp2hzs3NhZ+fHxwdHfnrCFuj9eVYsPUPFBUVoWvXrvxmkZmZmejTpw86deoEGxsb7N69m59JKigoQGBgoFSj/bVr16JWrVrYvn27IK3ll19+wfnz5/Hq1Ss+4Kroxp6bm4tRo0ahTp06MlsvtW7dOqipqQk6Ksy3468CrrVr18q7eQwjNRWVRJZ079496Onp8dtWPHnyBOHh4bh8+XK5IKc6VNeTtR07dqBmzZoIDw8XDEIWFBRg/PjxaNq0KdLS0mTWHnHnNisrC+vXr8eKFSuQnZ2NoqIiLFiwAOnp6Xj27BmsrKwwYMAAfPjwATExMeA4jt8cmmEqS3LdP/Cxnzl16lS0a9eO70+ePn0affv2hZaWFlq0aAEfHx9cv35dJu17/vw5Zs2aBT8/Pzg4OPAB1n/xGlYVWLD1GZ+OfGVkZMDIyEhQrcXV1RW1a9eGoaEh2rRpg759++L169dSHaFLSUmBtbU1li1bJni8a9eu4DgO7du3x6VLl/Dq1SsYGhrCzc1NkNL17NkzTJ48GS4uLjJN9crOzoaHh4fUSt8z0ldRwBUREQELC4tyG1YzzL/BX5VEvnjxIi5duoT8/HxYWVmhU6dOOH36NDw9PdG+fXv+HvJf75yIRCIsW7YMSkpKMDc3R9++fTFo0CAEBgaifv36Mt1bUfw3uXXrFmxsbBAWFoYxY8aUe37hwoVo3749nj59CgD47bff0KpVKxgZGQmyWRimMo4fP44GDRpg27ZtKCgowNu3b9G8eXOEh4cLXpeZmYnCwkKZ7uF27do1+Pv7Y8SIEXzqYFVuDfRfw4KtCjx48ADx8fH8/lAikQiFhYXo168fZs2aBQDo3bs3GjRogKysLFy7dg3z5s1Ds2bNpL5zfGJiIgwMDJCamsrfGAYPHgxjY2McOHAAnp6e8Pb2xoULF/Dq1SsoKytj8ODBgp+RnZ0tqFooK+KSx8y3SzLgun37NrKzsxEVFVVunzeG+Tf4u5LIDRs2hJubG3bs2AELCwuYmJjAzc2NHwWWVXn3b8HFixfRpUsX2Nraws3NDWPHjpVpMQzJfb+0tLQQExMjmKncs2cP9uzZAwAYPnw47O3t+edGjx6NWbNm8etpGKYqzJw5ExzHwcrKCqNHj8bBgweRmpqKRo0aYfXq1fzr5HUdefnyZZVtmvxfxwEAMbybN29Sly5dqHnz5tS/f3/q2LEj/9zmzZtpyJAhZG9vT7dv36Y9e/ZQq1at+OeLioqoZs2aUm3fjBkzaP78+fTixQv+sSdPnpBIJCI9PT1KTU2lqKgoKi4uposXL9LLly9JU1OTFBUVCQBxHCfV9jH/fhkZGTRy5EjKy8uj1atXk4mJCSkqKsq7WQxT5Z4/f052dnbk6+tLPXr0oKVLl1J6ejq5urpS586d6fXr1xQTE0Ph4eE0bNgwevz4MZmZmZGCggKVlpaSkpKSvH+FakUkEsn1WpGfn0+dO3emFi1a0OLFi/nHf/nlFxo/fjx5eHjQhAkTSFlZmQICAsjDw4Nq1apFiYmJdP78ebKwsJBb25lvn7gPJnltiIiIoEePHlGHDh3o4MGDVKdOHdLR0aGXL1/S/PnzqWnTpnJuNbG+YxVQkHcDqpM7d+5QmzZtKDg4mJYsWSIItIiIunfvTq1bt6aUlBTavXu3INAiIqkHWkRExsbG9P79ezp69Cj/WMOGDUlPT4/KysrIwsKCAgMDSUdHh968eUN169YlRUVFEolE7GRhqoSJiQnNnTuX9PT0SFVVlQVazL+Wjo4OrV69mrZt20ZRUVF09+5dWrBgAU2bNo28vLyoffv2pKKiQkVFRaShoUEWFhakoKBAZWVlLNCqgILC/7oc8hjnffbsGT1+/JiCg4OprKyMiIiWLVtGEydOpCVLlpCSkhItWLCAsrOzae3atVRSUkIKCgr0xx9/sECLqTSO4+jo0aMUGxtLZ86cIaKPwZaJiQnZ2trS2rVrqaCggPbv30+7d++m06dPy7nFH7G+Y+Wxu8H/+/DhA8XGxlLPnj1p1qxZ/OMlJSX07NkzevfuHZmbm1NISAilpKSQsbExERGVlZUJbiDS5uDgQEpKShQfH0+mpqaCUQ8FBQV6+/YtnTlzhszMzEhTU5N/jnWImapkbm5OGzdupBo1asi7KQwjVe3bt6eMjAx69+4dGRoalnteQ0OD9PT0iOh/I8CyvCd8SyQ7bfLowP3555/08OFD8vDw4D/f39+fmjdvTm5ubuTu7k4jR46kJUuW0Nq1a2n//v1UWloqk4FU5r8hLy+P9u/fT+fPnycfHx8aOXIkrVmzhk6ePEm+vr50/PhxWrFiBe3evZscHR3l3VymirA7wv9TUlKip0+fkrm5Of9YYmIijRkzhpo3b06+vr4UGBhI4eHhpKmpSaNHjyYikvlN1cjIiJYtW0b79++nCRMmUHJyMv/co0ePKCQkhLKysmj27NlEJJ/RQ+a/gQVazH+Fjo5OuUDr+fPnFB4eTsXFxdSvXz8iYiPA1Z2BgQEpKSnRrl27iOjj/VFPT4/c3NyorKyMrKysKDQ0lEQiEampqZGioiILtJhK+bQP1r17d9q2bRt17tyZZs+eTX379iV7e3uaN28ebdmyhYiIoqKiaMeOHWRmZiaPJjNSwGa2/l9hYSE9f/6cbty4QWlpabRz505as2YNWVlZ0bRp06h27do0bdo0mjBhAnl7e9PZs2fpzZs3pKGhIfO2duvWjQoKCmjw4MH0xx9/kJWVFZWWltLbt2+JiOjy5cukpKQk9/x4hmGYf5sXL15QQkICnT17lnJzcykpKYlP1WbX2+rNwMCANDU1ac2aNWRvb18uM4SIKC0tjQwMDEhdXV1ezWT+JcQz3efPn6fk5GTKysqi0NBQMjc3p+HDh1NwcDBFRETQmTNnSFNTk3799Veyt7cnY2NjUlFRkXfzmSrECmRIOHHiBPn4+FDjxo0pPz+f5syZQ+3btydjY2MqKSkhf39/MjExodGjRxMAMjAwkGt7k5OTKSEhgdLT06lJkyZkZ2dHAwYMIEVFRbY4m2EYRgqSk5Np4sSJ1KxZM/r1119JSUmJXW+/ITt27KCePXtSaGgojRs3jiwtLYmI6M2bNzR9+nRKSEigM2fOUPPmzeXcUubfYPv27RQZGUk2NjaUm5tLz58/p8GDB1Pv3r3JxMSEioqKaNOmTbRmzRpKTk6mO3fukK6urrybzVQxFmx9Iisri3Jzc6lp06akra3NP15WVkahoaFkampKM2bMkGML/x4bYWUYhpGeV69ekaamJnEcx6633xiRSEQJCQk0dOhQMjY2JhcXF1JWVqbHjx/TlStX6ODBg9SyZUt5N5P5xlS0fj89PZ3atWtH06ZNo169elGNGjVo7ty5tG7dOgoKCqIffviBX1v/7t07evfuHTVo0EAezWekjAVb/0BxcTFNmzaNVq1aRadOnSITExN5N4nHSnIyDMPIB7v+frsuXrxIs2fPpnv37pG6ujq5urpSv379+OJXDPNPiQOtx48f09mzZ6msrIysra1JXV2d2rRpQ7t37yYbGxv+WjFnzhz6+eef6eLFi+x4+49gwdbfWL9+PV2+fJm2bNlChw4dYiNeDMMwDPMvwGYlmcoSB1o3btygzp07k4qKCqWlpZGJiQm1bduWjh49Snv27CFLS0sqLCwkVVVVIiJq0qQJjRo1ikaNGiXn34CRBVaN8C+kpaXRypUrKSsri06ePMkCLYZhGIb5l5D3vl/Mt00y0HJ2dqYuXbrwwVWTJk3oypUr9P79e+rZsycRER9ovXnzhrS1tVnK4H8Im9n6G7m5uVSzZk3BnlUMwzAMwzDMf1tWVhbZ2dlR27ZtaevWrfzjy5Yto7Fjx9Lvv/9Os2bNouLiYlq+fDmJRCI6fPgwLVu2jC5evFjh3n3Mvw8rn/Q36tevL+8mMAzDMAzDMNWMSCQiQ0NDKioqorNnz5KrqysRETVr1oxq1apFhoaGtGLFCoqOjqbAwECqXbs21axZkw4fPswCrf8QNrPFMAzDMAzDMF8hIyODhg8fTmVlZbRgwQLS19cnIyMj6t27N82ZM4d/3bVr10hNTY3q1KnDBvL/Y1iwxTAMwzAMwzBfKSMjg0aMGEGFhYV048YN6t27N82fP5+IiEpKSkhZWVnOLWTkiRXIYBiGYRiGYZivZGJiQgsXLiRFRUXS0NCgzp0788+xDc8ZNrPFMAzDMAzDMJV09+5dGjZsGAGgiRMnUuvWreXdJKYaYDNbDMMwDMMwDFNJxsbGtGjRIlJWVqbo6Gi6cOGCvJvEVAMs2GIYhmEYhmGYKmBiYkJz5swhPT09atSokbybw1QDLI2QYRiGYRiGYapQcXEx1ahRQ97NYKoBFmwxDMMwDMMwDMNIAUsjZBiGYRiGYRiGkQIWbDEMwzAMwzAMw0gBC7YYhmEYhmEYhmGkgAVbDMMwDMMwDMMwUsCCLYZhGIZhGIZhGClgwRbDMAzDMAzDMIwUsGCLYRiGYT4xefJk0tXVJY7jaPfu3fJuDsMwDPONYsEWwzAMIzd9+vQhjuNo4MCB5Z4bMmQIcRxHffr0kWmbUlNTacqUKRQfH09PnjyhDh06VPpnrl69murUqVP5xjEMwzDfFBZsMQzDMHKlr69Pmzdvpvfv3/OPffjwgTZu3EhNmjSReXvu3btHRERBQUHUoEEDqlmzpszb8FdKSkpk+j6GYRjm67Fgi2EYhpErOzs70tfXp507d/KP7dy5k5o0aUItW7bkHzt8+DC5urpSnTp1qF69euTv788HRkREDx8+JI7jaOfOndS2bVtSVVUlGxsbOn/+PP+ayZMnk62treDzFyxYQAYGBvzzAQEBRESkoKBAHMcREdHly5fJy8uLtLW1SVNTk9q0aUNXr14V/JxXr17RgAEDSFdXl1RUVMjKyor2799Pp06dor59+9Lr16+J4zjiOI4mT55MRFRhmmKdOnVo9erVgt9py5Yt1KZNG1JRUaENGzYQEVFCQgJZWFiQiooKmZub09KlS8t9FxW9j2EYhpEdFmwxDMMwchcZGUm///47/+9Vq1ZR3759Ba8pKCigH374ga5cuULHjx8nBQUF6ty5M5WVlQle99NPP1F0dDQlJyeTqakp9ejRg0pLS/9RO6Kjo/l2PHnyhJ48eUJERG/fvqXevXvT2bNn6cKFC2RiYkIdO3akt2/fEhFRWVkZdejQgZKSkmj9+vWUkpJCP//8MykqKpKLiwstWLCANDQ0+J8ZHR39Rd/PuHHjaMSIEZSamko+Pj60YcMGio2NpRkzZlBqairNnDmTJk6cSGvWrPnL9zEMwzCypSTvBjAMwzBMWFgYjR8/nh49ekRERElJSbR582Y6deoU/5qQkBDBe1atWkU6OjqUkpJCVlZW/OPR0dHk5+dHRERTpkyh5s2b0927d8nc3Pxv21G7dm1+bVWDBg34x9u1ayd43fLly6lOnTp0+vRp8vf3p2PHjtGlS5coNTWVTE1NiYjIyMiIf72mpiZxHCf4mV9i5MiRFBwczP970qRJNHfuXP4xQ0NDSklJofj4eOrdu/dn38cwDMPIFgu2GIZhGLnT0dEhPz8/Wr16NQEgPz8/0tbWFrwmIyODYmNj6eLFi/TixQt+RiszM1MQbLVo0YL//4YNGxIRUW5u7j8Ktj7n2bNnFBMTQ6dOnaLc3FwSiURUWFhImZmZRESUnJxMenp6fKBV1Vq1asX/f0FBAd27d4/69etHUVFR/OOlpaWkqan52fcxDMMwsseCLYZhGKZaiIyMpKFDhxIRUVxcXLnnAwICqGnTprRixQpq1KgRlZWVkZWVFRUXFwtep6yszP+/eM2VODBTUFAgAILX/5PCEb1796a8vDxauHAhNW3alGrWrEnOzs78Z9eqVesLftP/4TjuH7VHTU2N//93794REdGKFSvI0dFR8DpFRcXPvo9hGIaRPRZsMQzDMNWCr68vFRcXE8dx5dYX5eXlUVpaGq1YsYLc3NyIiOjs2bNf/Bk6Ojr09OlTAsAHYsnJyX/7vqSkJFq6dCl17NiRiIiysrLoxYsX/PMtWrSg7OxsSk9Pr3B2q0aNGiQSiSpsj3hdGNHH2bvCwsK/bIuuri41atSI7t+/T7169frbtjMMwzDyw4IthmEYplpQVFSk1NRU/v8laWlpUb169Wj58uXUsGFDyszMpHHjxn3xZ3h4eNDz589p9uzZ1KVLFzp8+DAdOnSINDQ0/vJ9JiYmtG7dOmrVqhW9efOGRo8eLZjNatOmDbm7u1NISAjNmzePjI2N6c6dO8RxHPn6+pKBgQG9e/eOjh8/TjY2NqSqqkqqqqrUrl07WrJkCTk7O5NIJKKxY8cKZuY+Z8qUKTR8+HDS1NQkX19fKioqoitXrtDLly/phx9++OLvhWEYhpEOVo2QYRiGqTY0NDQqDHwUFBRo8+bN9Oeff5KVlRWNGjWK5syZ88U/38LCgpYuXUpxcXFkY2NDly5d+keVAVeuXEkvX74kOzs7Cg8Pp+HDh1P9+vUFr9mxYwc5ODhQjx49yNLSksaMGcPPZrm4uNDAgQMpNDSUdHR0aPbs2URENHfuXNLX1yc3Nzfq2bMnRUdHk6qq6t+2p3///pSQkEC///47WVtbU5s2bWj16tVkaGj4xd8JwzAMIz0cPk0WZxiGYRiGYRiGYSqNzWwxDMMwDMMwDMNIAQu2GIZhGIZhGIZhpIAFWwzDMAzDMAzDMFLAgi2GYRiGYRiGYRgpYMEWwzAMwzAMwzCMFLBgi2EYhmEYhmEYRgpYsMUwDMMwDMMwDCMFLNhiGIZhGIZhGIaRAhZsMQzDMAzDMAzDSAELthiGYRiGYRiGYaSABVsMwzAMwzAMwzBS8H9N8xwyLCrMGwAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"code","source":"# Plotting boost clock against HDMI\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=gpu, x='HDMI', y='boost_clock', color=\"#1f78b4\")\nplt.title(\"Boost Clock vs HDMI\")\nplt.xlabel(\"HDMI\")\nplt.ylabel(\"Boost Clock (MHz)\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:22.412752Z","iopub.execute_input":"2024-08-01T10:18:22.413052Z","iopub.status.idle":"2024-08-01T10:18:22.675640Z","shell.execute_reply.started":"2024-08-01T10:18:22.413025Z","shell.execute_reply":"2024-08-01T10:18:22.674709Z"},"trusted":true},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Histogram of Boost Clock speeds\nplt.figure(figsize=(10, 6))\nsns.histplot(gpu['boost_clock'], bins=20, kde=True, color='skyblue')\nplt.title('Distribution of Boost Clock Speeds')\nplt.xlabel('Boost Clock (MHz)')\nplt.ylabel('Frequency')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:22.677137Z","iopub.execute_input":"2024-08-01T10:18:22.677426Z","iopub.status.idle":"2024-08-01T10:18:23.097401Z","shell.execute_reply.started":"2024-08-01T10:18:22.677401Z","shell.execute_reply":"2024-08-01T10:18:23.096500Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Scatter plot comparing Boost Clock to Memory Clock\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=gpu, x='boost_clock', y='memory_clock', hue='Producer', palette='coolwarm')\nplt.title('Boost Clock vs Memory Clock')\nplt.xlabel('Boost Clock (MHz)')\nplt.ylabel('Memory Clock (MHz)')\nplt.legend(title='Producer', loc='upper right')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:23.098815Z","iopub.execute_input":"2024-08-01T10:18:23.099184Z","iopub.status.idle":"2024-08-01T10:18:23.850132Z","shell.execute_reply.started":"2024-08-01T10:18:23.099150Z","shell.execute_reply":"2024-08-01T10:18:23.849121Z"},"trusted":true},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"gpu['Vram'] = gpu['Vram'].str.extract('(\\d+)').astype(float)","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:23.851342Z","iopub.execute_input":"2024-08-01T10:18:23.851649Z","iopub.status.idle":"2024-08-01T10:18:23.861645Z","shell.execute_reply.started":"2024-08-01T10:18:23.851601Z","shell.execute_reply":"2024-08-01T10:18:23.860742Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"# Heatmap showing the correlation between numeric features\nplt.figure(figsize=(10, 6))\ncorr_matrix = gpu[['boost_clock', 'memory_clock', 'Vram']].corr()\nsns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f')\nplt.title('Correlation Matrix')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:23.862751Z","iopub.execute_input":"2024-08-01T10:18:23.863066Z","iopub.status.idle":"2024-08-01T10:18:24.299545Z","shell.execute_reply.started":"2024-08-01T10:18:23.863041Z","shell.execute_reply":"2024-08-01T10:18:24.298667Z"},"trusted":true},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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vfddyVJ999/v1577TWNHTtWw4YN07Jly/Sf//xHixYt8ui6VOoBAACAYvLjjz/q6quv1tVXXy1Jio+P19VXX60JEyZIktLS0pSamuqcX7t2bS1atEjffvutmjdvrpdfflnvvPOOunfv7tF1qdQDAADA9CwBpaNW3bVrV13oNVCFvS22a9eu+umnny7puiT1AAAAML3S0n5TUkrHjzQAAAAAvEalHgAAAKbnyy0tzYBKPQAAAGByVOoBAABgevTUAwAAADA1KvUAAAAwPXrqAQAAAJgalXoAAACYXlnvqSepBwAAgOlZ/Mp2Uk/7DQAAAGByVOoBAABgelYq9QAAAADMjEo9AAAATM9ipVIPAAAAwMSo1AMAAMD0LH5lu1Zdtu8eAAAA+BugUg8AAADTK+u735DUAwAAwPR4UBYAAACAqVGpBwAAgOmV9fYbKvUAAACAyVGpBwAAgOlZqNQDAAAAMDMq9QAAADA9i7Vs16rL9t0DAAAAfwNU6gEAAGB6ZX2fepJ6AAAAmB5bWgIAAAAwNSr1AAAAML2y3n5DpR4AAAAwOSr1AAAAMD22tCxmhmEU95IAAAAALsCrpP7FF18sdNxut2vQoEGXFBAAAADgKYvV4rPDDLxO6mfNmuUyZrfbdccddygpKak44gIAAADgJq966hctWqQbb7xR4eHhuv3225Wfn68BAwZo+/btWr58eXHHCAAAAFxQWd+n3quk/pprrtGCBQvUt29fBQYGatasWdq9e7eWL1+uyMjI4o4RAAAAuCCztMn4itcPyl533XV69913ddtttyklJUXff/89CT0AAABQAtyu1Pfr16/Q8SpVqqhChQq69957nWMLFy689MgAAAAAN5X1LS3dTurDw8MLHe/evXuxBQMAAADAc24n9XPmzPFlHAAAAIDX6Kn3QkpKinbt2lVgfNeuXdq3b9+lxgQAAADAA14l9UOHDtXatWsLjK9fv15Dhw691JgAAAAAj/DyKS/89NNP6tChQ4Hxdu3a8fIpAAAA4DLzap96i8WikydPFhjPysqS3W6/5KAAAAAAT5ilou4rXlXqO3furMTERJcE3m63KzExUR07diy24AAAAAB3WKxWnx1m4FWlfurUqercubPq16+vTp06SZJWrVql7OxsLVu2rFgDBAAAAHBhXv3o0ahRI23ZskUDBgzQkSNHdPLkSQ0ePFjbt29XkyZNijtGAAAA4IKsfhafHWbgVaVekqpXr67nn3++OGMBAAAA4AWvk/rMzEzNmjVLycnJkqTGjRtr2LBhRb55FgAAAPAVHpT1wo8//qiYmBj985//1PHjx3X8+HFNnz5dMTEx2rx5c3HHCAAAAOACvKrUP/744+rTp4/efvtt+fufXyI/P18jRozQqFGjtHLlymINEgAAALgQs+xS4yteJfU//vijS0IvSf7+/ho7dqxat25dbMEBAAAAuDivfqQJCwtTampqgfEDBw6ofPnylxwUAAAA4AmL1eKzwwy8qtQPHDhQw4cP10svvaT27dtLktasWaMnnnhCd955Z7EGCAAAAFyMWZJvX/EqqX/ppZdksVg0ePBg5efnS5ICAgL0wAMP6IUXXijWAAEAAABcmFdJfWBgoGbMmKHExETt2bNHkhQTE6OQkJBiDQ4AAABwBw/KXoKQkBA1bdq0uGIBAAAA4AW3k/p+/fq5vejChQu9CgYAAADwBj31buJNsQAAAEDp5HZSP2fOHF/GAQAAAHitrPfUe3X3KSkp2rVrV4HxXbt2ad++fZcaEwAAAAAPeJXUDx06VGvXri0wvn79eg0dOvRSYwIAAAA8Y7H47jABr5L6n376SR06dCgw3q5dOyUlJV1qTAAAAAA84NWWlhaLRSdPniwwnpWVJbvdfslBwTcqdWytOqOHK7xlEwVVr6ofb3tQ6V8svfA5nduo0UtPKbRRPZ07kKbdif/WwXc/dZkT/cAg1YkfLlu1Ksresl2/jJqirI1bfXkrwGXX6/rKur1HFVUM99fe1HP69/uHtDPl7EXP69I2XE89EK21m7M05V/7neNfz21W6Px35qdpwddHiy1uoKT1u7m67uxXU5UqBmpPyin9883dSt5VMIf4q+s7VdGksY208ocMPf2PXwqdM+bBeurbo7pmvL1bn3xxqLhDh8mU9d1vvKrUd+7cWYmJiS4JvN1uV2Jiojp27FhswaF4+ZULUfaWHdr26CS35gfXukLXfPGmjq1Yr9Wtb1HKq/PU9M3nFHHDH/+No/r3UMMXE7Trude1us2tOrllu9oumqXAKpV8dRvAZde5TbjuvSNKH3yWrkcm7lLKgbN6bkxthZf3u+B5VSMCNGJglLbuOFXgs0GP/epyTH/ngBwOQ2t+zPLVbQCX3XUdq+jhETGa89E+DR+1SbtTTmn65KaqEB5wwfOqVbXpoWExStqWWeSczu0qq3H9MB09llPMUcOsLFarzw4z8CrKqVOnatmyZapfv77i4uIUFxen+vXra+XKlXrxxReLO0YUk6NLVmrnxFeU/vl3bs2PvvcOnU05qOSxU3Vq+17tf+MDHV6wRLUfG+qcU3tUnA7M+o8OzluoU8l7tPXBibKfOaeaQ2/z0V0Al9+t3avo6++P69vVJ5T6W45enXdIObmGbuxc9A+vVos09r4r9d5n6Tp8NLfA5yey8l2Odi3DtGX7qULnAmZ1R98r9OWSNH21NF37DpzRi2/s0rkch3rdUK3Ic6xWacLohpr14T79ln6u0DkRlQI16r56mvxysvLzDV+FD5iKV0l9o0aNtGXLFg0YMEBHjhzRyZMnNXjwYG3fvl1NmjQp7hhRQiq0a6GMZetcxo5+u1oV27WQJFkCAhTesrEylv7poWnDUMaytarQ7urLGCngO/5+FtWrFaykX/+othuGlPTLSTWMCSnyvEG3RCorO1/frDxx0WtUCPNXm2ZhWuLGXMAs/P0tuqpuef348x//vzYM6cekE2pcP6zI84beEa3MrDwt+vZwoZ9bLNL4+Ab6aOEBpaSeKfa4YV4Wq8Vnhxl41VMvSdWrV9fzzz9/wTkPPvigJk+erIiICG8vgxJki4xQTnqGy1hOeoYCwsvLGmRTQMVwWf39lXPk2F/mHFO5+nUuZ6iAz4SV95Ofn0UnsvJdxk9k5+uKqKBCz2lcL0TdO1fUQxMKbv1bmG4dKursObvWbKL1Bn8f4WEB8vez6PiJPJfx45l5ir6i8B+ImzUKU68bohT32I9FrnvXbTVldxj65Et66IE/82mT0Pvvv6/s7OwC4zk5OcrOznY58gyHL0MBgMsiOMiqMfdeqRlzDin7lHsbB9zYuaKW/5CpvDzaCFB2BQf7aVx8A017baeysvMLnVM/JlT9+1yhf7yy4zJHBzMo6z31Xlfq3WEYhf8DlZiYqEmTXB/WvNNSSXf5UdEvTXLSM2SLdP1vYouMUF7WSTnO5Sg344Qc+fmyVa38lzmVlXPYtcIPmFX2SbvsdkMVw13/uqwY5q8TWXkF5kdVDVS1KoF6dlQt59jvWxz/b1ZTjXxqh9L+1Dff+KoQ1YwKUuIbqT6JHygpWdl5yrcbqlTR9aHYShUCdOxEwWdHalQLUvXIYL0w/o823t+7HlZ81lmD7t+gZo3DVTE8QAtmt3PO8fez6OFhMRrQ5wr1H7HeNzcDmIBPk/qiJCQkKD4+3mVsWaVWJREKLiDzhyRV6dHZZSzi+vY68UOSJMnIy1PW5l8UcV3sH1tjWiyqfG2s9r/x/mWOFvCNfLuhXfvOqkWjUK3bfP43jxaL1KJRqL5YeqzA/ANpObr/Gdcq4uDbqikkyKqZH/ymo8ddfxDo3rmSdqacUcqBwh8IBMwqP9/Qzt0n1apZRa364fz3isUitWpeUQsXFWydST14Rvc8tNFlbOQ9tRUS7KcZb+3WkYwcLVmerh+TXJ89mT65mZYsT9ei7wrvwUfZYZbed18pkd8n2Gw2hYWFuRwBFnP8asPM/MqFKKx5A4U1byBJCql9hcKaN1BQzShJUv3n4tV8zlTn/P1vfayQ2jXVIPEJlatfR9H3D1JU/x5KmTHXOSfllTmqOXyAatzTV6EN6qjJ68/Kv1ywDsxbeFnvDfClT5cc1U1dKqlbh4qqGWXTw4NryGaz6ttV55OL0SNraujt53fzyMsztP9Qjstx+oxdZ845tP9QjvLtf/wGMyTIqk7XVNCSlcdL5L4AX/v4s4Pq3T1KN10XqegrQjTmwXoKDrI6E/Bxj9fXfYNrS5Jy8wylpJ5xOU6dzteZs3alpJ5Rfr6h7JP5Bebk5xs6diJXBw5d/L0RwOXy+uuvq1atWgoKClLbtm21YcOGIufm5eVp8uTJiomJUVBQkJo3b67Fixd7fM0SqdSjZIS3aqLYpe85v2700tOSpAPvLtSW4QmyRVVR8P8n+JJ0dt9Bbexznxq9nKBajwzWuYOHtfW+ccr4drVzTtonXyuwSiVdNfHR8y+f+jlZG3qNUO6RghVMwKxWbshSeHl/3X1rpCqF+2tP6jmNfzlFmf/f91u1ckCR7YYX0qVtBUnSih8yizFaoPRYtvqoKoQHaMRdtVSpYqB27z2l0RO36kTm+d9YRVYJkoNHSVBMSkulfv78+YqPj9fMmTPVtm1bvfLKK+revbt27NihqlWrFpg/btw4vf/++3r77bfVoEEDLVmyRLfeeqvWrl2rq692fzdBi+HNv0RuKl++vH7++WfVqXPxnVAWBdT3VRjA39prd31S0iEApnPyGNuHAt5Y/WWXkg6hSEeeGeqztav+Y67bc9u2batrrrlGr732miTJ4XCoZs2aeuSRR/TUU08VmF+9enU988wzeuihh5xjt912m4KDg/X+++63M3vV85KamlpoVcowDKWm/vGw1913362wsKL3ogUAAABKu8J2bszJKfg249zcXG3atEndunVzjlmtVnXr1k3r1q0rMP/3tYOCXLdIDg4O1urVqwudXxSvkvratWvr6NGjBcaPHz+u2rVrO7/+97//zR71AAAA8DmLxeKzIzExUeHh4S5HYmJigRgyMjJkt9sVGRnpMh4ZGanDhwt/mLt79+6aPn26du3aJYfDoW+//VYLFy5UWlqaR/fvVVJvGIYsloJ9S6dOnSrwkwYAAABgZgkJCcrKynI5EhISimXtGTNmqF69emrQoIECAwP18MMPKy4uTlYP98f36EHZ37ehtFgsGj9+vEJC/ngjnN1u1/r169WiRQuPAgAAAAAulS9fEmWz2WSz2S46LyIiQn5+fkpPT3cZT09PV7Vq1Qo9p0qVKvrss8907tw5HTt2TNWrV9dTTz3l1jOpf+ZRUv/TTz9JOl+p37p1qwIDA52fBQYGqnnz5hozZoxHAQAAAAB/B4GBgWrVqpWWLl2qvn37Sjr/oOzSpUv18MMPX/DcoKAg1ahRQ3l5eVqwYIEGDBjg0bU9SuqXL18uSYqLi9OMGTN4CBYAAAClQmnZ0jI+Pl5DhgxR69at1aZNG73yyis6ffq04uLiJEmDBw9WjRo1nD3569ev16FDh9SiRQsdOnRIzz77rBwOh8aOHevRdb3ap37OnDkuX2dnZ2vZsmVq0KCBGjRo4M2SAAAAgOkNHDhQR48e1YQJE3T48GG1aNFCixcvdj48m5qa6tIvf+7cOY0bN0579+5VaGiobr75Zr333nuqUKGCR9f1ap/6AQMGqHPnznr44Yd19uxZNW/eXPv27ZNhGPr444912223ebok+9QDXmKfesBz7FMPeKc071N/bPK9Plu78oS3fLZ2cfHqiYKVK1eqU6dOkqRPP/1UhmEoMzNT//rXv/Tcc88Va4AAAADAxVisFp8dZuBVUp+VlaVKlSpJkhYvXqzbbrtNISEh6tmzp3bt2lWsAQIAAAC4MK966mvWrKl169apUqVKWrx4sT7++GNJ0okTJ9inHgAAAJedxeK7LS3NwKukftSoUbrrrrsUGhqq6Ohode3aVdL5tpymTZsWZ3wAAAAALsKrpP7BBx9UmzZtdODAAd1www3OJ3jr1KlDTz0AAAAuP5P0vvuKV0m9JLVu3VqtW7eWYRgyDEMWi0U9e/YsztgAAAAAuMHr5qN3331XTZs2VXBwsIKDg9WsWTO99957xRkbAAAA4BaL1eqzwwy8qtRPnz5d48eP18MPP6wOHTpIklavXq37779fGRkZevzxx4s1SAAAAABF8yqpf/XVV/Xvf/9bgwcPdo716dNHjRs31rPPPktSDwAAgMvKLPvJ+4pXSX1aWprat29fYLx9+/ZKS0u75KAAAAAAj5TxLS29uvu6devqP//5T4Hx+fPnq169epccFAAAAAD3eVWpnzRpkgYOHKiVK1c6e+rXrFmjpUuXFprsAwAAAL5U1ttvvKrU33bbbVq/fr0iIiL02Wef6bPPPlNERIQ2bNigW2+9tbhjBAAAAHABXu9T36pVK73//vvFGQsAAADgHZNsPekrXif1drtdn332mZKTkyVJjRs3Vp8+feTn51dswQEAAAC4OK+S+t27d6tnz546ePCg6tevL0lKTExUzZo1tWjRIsXExBRrkAAAAMCFWCz01Hvs0UcfVZ06dXTgwAFt3rxZmzdvVmpqqmrXrq1HH320uGMEAAAAcAFeVeq///57/fDDD6pUqZJzrHLlynrhhRecu+EAAAAAlw099Z6z2Ww6efJkgfFTp04pMDDwkoMCAAAAPMGWll7o1auX7r33Xq1fv16GYcgwDP3www+6//771adPn+KOEQAAAMAFeJXU/+tf/1JMTIxiY2MVFBSkoKAgtW/fXnXr1tWMGTOKO0YAAADgwixW3x0m4FX7TYUKFfT5559r9+7d+vXXXyVJjRo1Ut26dYs1OAAAAAAX5/U+9bNmzdI///lP7dq1S5JUr149jRo1SiNGjCi24AAAAAC3lPGeeq+S+gkTJmj69Ol65JFHFBsbK0lat26dHn/8caWmpmry5MnFGiQAAACAonmV1P/73//W22+/rTvvvNM51qdPHzVr1kyPPPIIST0AAAAuK4tJet99xau7z8vLU+vWrQuMt2rVSvn5+ZccFAAAAAD3eZXU33PPPfr3v/9dYPytt97SXXfddclBAQAAAB6xWnx3mIDb7Tfx8fHO/22xWPTOO+/om2++Ubt27SRJ69evV2pqqgYPHlz8UQIAAAAXYOGNsu756aefXL5u1aqVJGnPnj2SpIiICEVEROiXX34pxvAAAAAAXIzbSf3y5ct9GQcAAADgPYs52mR8pWz/ngIAAAD4G/D65VMAAABAqVHGe+rL9t0DAAAAfwNU6gEAAGB+9NQDAAAAMDMq9QAAADA99qkHAAAAzM5StpP6sn33AAAAwN8AlXoAAACYn5UHZQEAAACYGJV6AAAAmJ6FnnoAAAAAZkalHgAAAOZHTz0AAAAAM6NSDwAAAPMr4z31JPUAAAAwPwvtNwAAAABMjEo9AAAAzM9atmvVZfvuAQAAgL8BKvUAAAAwvzL+oGzZvnsAAADgb4BKPQAAAMyPl08BAAAAMDMq9QAAADA/euoBAAAAmBmVegAAAJhfGX+jLEk9AAAAzI+XTwEAAAAwMyr1AAAAML8y3n5DpR4AAAAwOSr1AAAAMD+2tAQAAABgZlTqAQAAYH7sfgMAAADAzEpNpf61uz4p6RAAU3r4g/4lHQJgOuvf2VrSIQAobmV895tSk9QDAAAAXuNBWQAAAABmRqUeAAAA5lfG22+o1AMAAAAmR6UeAAAA5seWlgAAAADMjKQeAAAApmdYLD47PPX666+rVq1aCgoKUtu2bbVhw4YLzn/llVdUv359BQcHq2bNmnr88cd17tw5j65JUg8AAAAUk/nz5ys+Pl4TJ07U5s2b1bx5c3Xv3l1HjhwpdP6HH36op556ShMnTlRycrJmzZql+fPn6+mnn/bouiT1AAAAMD+L1XeHB6ZPn66RI0cqLi5OjRo10syZMxUSEqLZs2cXOn/t2rXq0KGDBg0apFq1aunGG2/UnXfeedHq/l+R1AMAAMD8SkFSn5ubq02bNqlbt27OMavVqm7dumndunWFntO+fXtt2rTJmcTv3btXX331lW6++WaPbp/dbwAAAIALyMnJUU5OjsuYzWaTzWZzGcvIyJDdbldkZKTLeGRkpLZv317o2oMGDVJGRoY6duwowzCUn5+v+++/n/YbAAAAlD2+fFA2MTFR4eHhLkdiYmKxxL1ixQo9//zzeuONN7R582YtXLhQixYt0pQpUzxah0o9AAAAcAEJCQmKj493GftrlV6SIiIi5Ofnp/T0dJfx9PR0VatWrdC1x48fr3vuuUcjRoyQJDVt2lSnT5/Wvffeq2eeeUZWN/ffp1IPAAAA8/NhT73NZlNYWJjLUVhSHxgYqFatWmnp0qXOMYfDoaVLlyo2NrbQsM+cOVMgcffz85MkGYbh9u1TqQcAAACKSXx8vIYMGaLWrVurTZs2euWVV3T69GnFxcVJkgYPHqwaNWo423d69+6t6dOn6+qrr1bbtm21e/dujR8/Xr1793Ym9+4gqQcAAID5efGSKF8YOHCgjh49qgkTJujw4cNq0aKFFi9e7Hx4NjU11aUyP27cOFksFo0bN06HDh1SlSpV1Lt3b/3jH//w6LoWw5O6vg/1GLqlpEMATOnhD/qXdAiA6ax/Z2tJhwCY0uQhgSUdQpHOrPrEZ2uHdCr9/9ZSqQcAAID5uflA6d8VST0AAABMzygl7TclpWz/SAMAAAD8DVCpBwAAgPlZynatumzfPQAAAPA3QKUeAAAApmdQqQcAAABgZlTqAQAAYH7sfgMAAADAzKjUAwAAwPTKek89ST0AAADMj/YbAAAAAGbmVVJ/8ODBIj/74YcfvA4GAAAA8IrF6rvDBLyK8sYbb9Tx48cLjK9Zs0Y33XTTJQcFAAAAwH1eJfXt2rXTjTfeqJMnTzrHVq5cqZtvvlkTJ04stuAAAAAAdxgWi88OM/AqqX/nnXd05ZVXqnfv3srJydHy5cvVs2dPTZ48WY8//nhxxwgAAADgArxK6q1Wqz7++GMFBATouuuuU58+fZSYmKjHHnusuOMDAAAALq6M99S7vaXlli1bCow9++yzuvPOO3X33Xerc+fOzjnNmjUrvggBAAAAXJDbSX2LFi1ksVhkGIZz7Pev33zzTb311lsyDEMWi0V2u90nwQIAAACFMWSO3ndfcTupT0lJ8WUcAAAAgNd4o6yboqOjfRkHAAAAAC959SNNYmKiZs+eXWB89uzZmjp16iUHBQAAAHikjD8o61WUb775pho0aFBgvHHjxpo5c+YlBwUAAADAfW633/zZ4cOHFRUVVWC8SpUqSktLu+SgAAAAAE+Y5SVRvuJVpb5mzZpas2ZNgfE1a9aoevXqlxwUAAAAAPd5VakfOXKkRo0apby8PF133XWSpKVLl2rs2LEaPXp0sQYIAAAAXAy733jhiSee0LFjx/Tggw8qNzdXkhQUFKQnn3xSCQkJxRogAAAAgAvzKqm3WCyaOnWqxo8fr+TkZAUHB6tevXqy2WzFHR8AAABwcWW8p96rpP53oaGhzgdmSegBAABQUsp6+41Xd+9wODR58mSFh4crOjpa0dHRqlChgqZMmSKHw1HcMQIAAAC4AK8q9c8884xmzZqlF154QR06dJAkrV69Ws8++6zOnTunf/zjH8UaJAAAAHAhhmi/8di8efP0zjvvqE+fPs6xZs2aqUaNGnrwwQdJ6gEAAIDLyKuk/vjx44W+UbZBgwY6fvz4JQcFAAAAeIKeei80b95cr732WoHx1157Tc2bN7/koAAAAAC4z6tK/bRp09SzZ0999913io2NlSStW7dOBw4c0FdffVWsAQIAAAAXVca3tPSqUt+lSxft3LlTt956qzIzM5WZmal+/fppx44d6tSpU3HHCAAAAOACvN6nvnr16jwQCwAAgFLB8K5W/bfhdlK/ZcsWtxdt1qyZV8EAAAAA3jDKePuN20l9ixYtZLFYZBjGBedZLBbZ7fZLDgwAAACAe9xO6lNSUnwZBwAAAOC1sr6lpdtJfXR0tC/jAAAAAOAlr36kSUxM1OzZswuMz549W1OnTr3koAAAAABPGLL47DADr5L6N998s9A3yjZu3FgzZ8685KAAAAAAuM+rLS0PHz6sqKioAuNVqlRRWlraJQcFAAAAeKKs99R7dfc1a9bUmjVrCoyvWbNG1atXv+SgAAAAALjPq0r9yJEjNWrUKOXl5em6666TJC1dulRjx47V6NGjizVAAAAA4GLYp94LTzzxhI4dO6YHH3xQubm5kqSgoCA9+eSTSkhIKNYAAQAAAFyYV0m9xWLR1KlTNX78eCUnJys4OFj16tWTzWZzmXfw4EFVr15dVmvZ7nECAACAb5lllxpf8Sqp/11oaKiuueaaIj9v1KiRkpKSVKdOnUu5DAAAAHBBPCjrQ4Zh+HJ5AAAAALrESj0AAABQGpT19puy/XsKAAAA4G+ASj0AAABMr6z31Ps0qbeU8f1CS6te11fW7T2qqGK4v/amntO/3z+knSlnL3pel7bheuqBaK3dnKUp/9rvHP96brNC578zP00Lvj5abHEDJaVSx9aqM3q4wls2UVD1qvrxtgeV/sXSC5/TuY0avfSUQhvV07kDadqd+G8dfPdTlznRDwxSnfjhslWrouwt2/XLqCnK2rjVl7cCXHZt6lvVoYmfQoOl9OOGFm2w61BG4c/ctYixql9H19Qkz25oyvt5LmMR4dKNrfxVK9Iiq0U6mmXo4xX5yjrts9sASj2fJvU8KFv6dG4TrnvviNKr8w5px94z6ntjhJ4bU1sjn9qhrJP2Is+rGhGgEQOjtHXHqQKfDXrsV5evWzctr1HDrtCaH7OKPX6gJPiVC1H2lh06MHeBWv/39YvOD651ha754k2lvvWxkgaPUeXrYtX0zed0Lu2oMr5dLUmK6t9DDV9M0LaHJipzw8+q/egQtV00Sysa36Tco8d9fUvAZdGkllU3XeOnL3+w6+BRh2Ib+WlwN3/967M8nT5X+Dnncg3969M/kvi/ZhIVy0sjbgrQ5t0OLUuyKyfPUNUKFuUX/U8Yygh66r0wZ84cnTlz5qLzfv31V0VHR3tzCfjIrd2r6Ovvj+vb1SeU+luOXp13SDm5hm7sXKnIc6wWaex9V+q9z9J1+Ghugc9PZOW7HO1ahmnL9lOFzgXM6OiSldo58RWlf/6dW/Oj771DZ1MOKnnsVJ3avlf73/hAhxcsUe3Hhjrn1B4VpwOz/qOD8xbqVPIebX1wouxnzqnm0Nt8dBfA5de+kVWbdjn0026HjmZJX66zK88utaxbdPphSDp17o/jr8l/t6v9tPOQQ99ssuvwcUMnTko7DhhF/pAAlBVeJfVPPfWUqlWrpuHDh2vt2rVFzqtZs6b8/Py8Dg7Fy9/Ponq1gpX06x/VdsOQkn45qYYxIUWeN+iWSGVl5+ublScueo0KYf5q0yxMS9yYC/xdVWjXQhnL1rmMHf12tSq2ayFJsgQEKLxlY2Us/dPfn4ahjGVrVaHd1ZcxUsB3/KxSVGWL9vzmcI4Zkvb85tAVVYpOPwL9pfjbAjT69gDdea2/qlT4o/pqkXTVFVYdyzY0uJu/xg4I0L03+6tBzbJdocV5hsXqs8MMvIry0KFDmjdvnjIyMtS1a1c1aNBAU6dO1eHDh4s7PhSjsPJ+8vOz6ERWvsv4iex8VQwPKPScxvVC1L1zRc2Yc9Cta3TrUFFnz9m1ZhOtNyi7bJERyknPcBnLSc9QQHh5WYNsCoyoKKu/v3KOHPvLnGOyVYu4nKECPhNik/yslgIV9NPnpPLBhZ9zLNvQZ2vs+nBZvhasypfVIo3s4a+w/687lQuSbAEWdWrip12/OfTut/lKTnXojmvP99ejbDNk8dlhBl4l9f7+/rr11lv1+eef68CBAxo5cqQ++OADXXnllerTp48+//xzORyOIs/PyclRdna2y+Gw06pR2gQHWTXm3is1Y84hZZ9yr1nxxs4VtfyHTOXl8TwFAMAzB44a+nmvQ4dPGNqXbuij5fk6fU5qfdX53/r/vv/G9gMOrfv1/LxV2xzaedBQ6/rmqKYCvnLJ3wGRkZHq2LGjYmNjZbVatXXrVg0ZMkQxMTFasWJFoeckJiYqPDzc5dizddalhoKLyD5pl91uqGK46/PRFcP8dSIrr8D8qKqBqlYlUM+OqqX/zWqq/81qquvbV1S7FmH636ymiqoS6DK/8VUhqhkVpMXf85Afyrac9AzZIl0r7rbICOVlnZTjXI5yM07IkZ8vW9XKf5lTWTmHXSv8gFmdyZHsDkPlglzHywVJJy++4ZokyWFIaccNVQpzXfNolmvh6GimoQrlzFFNhe8YFovPDjPwOqlPT0/XSy+9pMaNG6tr167Kzs7W//73P6WkpOjQoUMaMGCAhgwZUui5CQkJysrKcjlimg73+ibgnny7oV37zqpFo1DnmMUitWgUquQ9BR98PpCWo/uf2aGHJux0Hj8kZWvL9lN6aMJOHT3u+oNA986VtDPljFIO8LQSyrbMH5JU+bp2LmMR17fXiR+SJElGXp6yNv+iiOti/5hgsajytbHK/OGnyxgp4Dt2h5R2zFCdqD9SDYukOlFWHTxa9G/z/8xikSIrWnTqzB9rHsowVDnMNcmqHG5R5il+Q4yyzastLXv37q0lS5boqquu0siRIzV48GBVqvTH7inlypXT6NGj9eKLLxZ6vs1mk81mcxmz+gUWOhfF69MlRzV6ZE3tSjnr3NLSZrPq21XnH2wdPbKmjp3I09z/HlZenqH9h3Jczj995nwbzl/HQ4Ks6nRNBb398W+X50aAy8ivXIjK1b3S+XVI7SsU1ryBco9n6dyBNNV/Ll5BNSL1c9yTkqT9b32s6AfvUoPEJ3Rg7gJFXNtOUf17aGOf+5xrpLwyR81nT1Xmpm3K2rhFtR4dIv9ywTowb+Flvz/AV9b+6tCtHf302zFDBzMcim3op0B/afPu80l9v45+yj4jfbf5/L8tXZtZdSDD0PFsQ0GBFnVoYlWFctKmXX+0gK75xa7+nf21P91QymGH6tawqv4VFs1Zwp6WZZ1hmKOi7iteJfVVq1bV999/r9jY2CLnVKlSRSkpKV4HBt9YuSFL4eX9dfetkaoU7q89qec0/uUUZWaff3i2auUAr94v0KVtBUnSih8yizFaoHQIb9VEsUvfc37d6KWnJUkH3l2oLcMTZIuqouCaUc7Pz+47qI197lOjlxNU65HBOnfwsLbeN865R70kpX3ytQKrVNJVEx89//Kpn5O1odcI5f7l4VnAzLbtcygkSLquhZ9Cg/10+Lih977Ldz48G17O4vJvTpDNoltiz7+o6mzu+Ur/21/n6+if9l5ITjX05Q92dW7qp5vb+Ckj29D8FflKPUKlHmWbxfAwg8vLy9NNN92kmTNnql69esUWSI+hW4ptLaAsefiD/iUdAmA669/hzb2ANyYPKb2dFbv27L/4JC/Viyn9713yuKc+ICBAW7aQgAMAAAClhVcPyt59992aNYvdagAAAFA6lPV96r3qqc/Pz9fs2bP13XffqVWrVipXrpzL59OnTy+W4AAAAAB3mCX59hWvkvpt27apZcuWkqSdO3e6fGYxyV6eAAAAwN+FV0n98uXLizsOAAAAwGtlvVJ/yW+UPXjwoA4ePFgcsQAAAADwgldJvcPh0OTJkxUeHq7o6GhFR0erQoUKmjJlihwO994SBwAAABQXHpT1wjPPPKNZs2bphRdeUIcOHSRJq1ev1rPPPqtz587pH//4R7EGCQAAAKBoXlXq582bp3feeUcPPPCAmjVrpmbNmunBBx/U22+/rblz5xZziAAAAMCFGYbFZ4enXn/9ddWqVUtBQUFq27atNmzYUOTcrl27ymKxFDh69uzp0TW9SuqPHz+uBg0aFBhv0KCBjh8/7s2SAAAAgOnNnz9f8fHxmjhxojZv3qzmzZure/fuOnLkSKHzFy5cqLS0NOexbds2+fn5qX9/z94Y71VS37x5c7322msFxl977TU1b97cmyUBAAAAr5WWnvrp06dr5MiRiouLU6NGjTRz5kyFhIRo9uzZhc6vVKmSqlWr5jy+/fZbhYSEeJzUe9VTP23aNPXs2VPfffedYmNjJUnr1q3TgQMH9NVXX3mzJAAAAOC10vBAa25urjZt2qSEhATnmNVqVbdu3bRu3Tq31pg1a5buuOOOAi93vRivKvVdunTRzp07deuttyozM1OZmZnq16+fduzYoU6dOnmzJAAAAFAq5eTkKDs72+XIyckpMC8jI0N2u12RkZEu45GRkTp8+PBFr7NhwwZt27ZNI0aM8DhGryr1klS9enV2uQEAAECp4MtKfWJioiZNmuQyNnHiRD377LPFep1Zs2apadOmatOmjcfnep3Unzt3Tlu2bNGRI0cK7E3fp08fb5cFAAAASpWEhATFx8e7jNlstgLzIiIi5Ofnp/T0dJfx9PR0VatW7YLXOH36tD7++GNNnjzZqxi9SuoXL16swYMHKyMjo8BnFotFdrvdq2AAAAAAb3iz9aS7bDZboUn8XwUGBqpVq1ZaunSp+vbtK+n8S1uXLl2qhx9++ILnfvLJJ8rJydHdd9/tVYxe9dQ/8sgj6t+/v9LS0uRwOFwOEnoAAACUVfHx8Xr77bc1b948JScn64EHHtDp06cVFxcnSRo8eLDLg7S/mzVrlvr27avKlSt7dV2vKvXp6emKj48v8BAAAAAAUBIcpWD3G0kaOHCgjh49qgkTJujw4cNq0aKFFi9e7MybU1NTZbW61tV37Nih1atX65tvvvH6ul4l9bfffrtWrFihmJgYry8MAAAA/B09/PDDRbbbrFixosBY/fr1ZRjGJV3Tq6T+tddeU//+/bVq1So1bdpUAQEBLp8/+uijlxQUAAAA4InSsE99SfIqqf/oo4/0zTffKCgoSCtWrJDF8scfosViIakHAADAZeXLB2XNwKuk/plnntGkSZP01FNPFegJAgAAAHB5eZXU5+bmauDAgST0AAAAKBXKevuNV1n5kCFDNH/+/OKOBQAAAIAXvKrU2+12TZs2TUuWLFGzZs0KPCg7ffr0YgkOAAAAcAc99V7YunWrrr76aknStm3bXD7780OzAAAAAHzPq6R++fLlxR0HAAAA4DV66i/B7t27tWTJEp09e1aSLnnTfAAAAACe8yqpP3bsmK6//npdddVVuvnmm5WWliZJGj58uEaPHl2sAQIAAAAXYxgWnx1m4FVS//jjjysgIECpqakKCQlxjg8cOFCLFy8utuAAAAAAdzh8eJiBVz3133zzjZYsWaIrrrjCZbxevXrav39/sQQGAAAAwD1eJfWnT592qdD/7vjx47LZbJccFAAAAOAJs7TJ+IpX7TedOnXSu+++6/zaYrHI4XBo2rRpuvbaa4stOAAAAAAX51Wlftq0abr++uv1448/Kjc3V2PHjtUvv/yi48ePa82aNcUdIwAAAHBBbGnphSZNmmjHjh3q2LGjbrnlFp0+fVr9+vXTTz/9pJiYmOKOEQAAAMAFeFWpl6SgoCDdcMMNat68uRyO888Fb9y4UZLUp0+f4okOAAAAcENZ76n3KqlfvHix7rnnHh0/frzAC6csFovsdnuxBAcAAADg4rxqv3nkkUc0YMAA/fbbb3I4HC4HCT0AAAAuN0MWnx1m4FWlPj09XfHx8YqMjCzueAAAAACPOYyLz/k786pSf/vtt2vFihXFHAoAAAAAb3hVqX/ttdfUv39/rVq1Sk2bNlVAQIDL548++mixBAcAAAC4wyxtMr7iVVL/0Ucf6ZtvvlFQUJBWrFghi+WPP0SLxUJSDwAAAFxGXiX1zzzzjCZNmqSnnnpKVqtXHTwAAABAsSnrW1p6lZHn5uZq4MCBJPQAAABAKeBVVj5kyBDNnz+/uGMBAAAAvGIYvjvMwKv2G7vdrmnTpmnJkiVq1qxZgQdlp0+fXizBAQAAALg4r5L6rVu36uqrr5Ykbdu2zeWzPz80CwAAAFwODna/8dzy5cuLOw4AAADAazwoCwAAAMDUvKrUAwAAAKWJWR5o9RUq9QAAAIDJUakHAACA6Rll/EFZKvUAAACAyVGpBwAAgOk56KkHAAAAYGZU6gEAAGB6ZX2fepJ6AAAAmB5bWgIAAAAwNSr1AAAAMD0HW1oCAAAAMDMq9QAAADA9euoBAAAAmBqVegAAAJheWd/Skko9AAAAYHJU6gEAAGB6DnrqAQAAAJgZlXoAAACYXlnf/YakHgAAAKZn8PIpAAAAAGZGpR4AAACmx4OyAAAAAEyNSj0AAABMjwdlS4mTx06UdAiAKa1/Z2tJhwCYTtsRTUs6BMCchuwo6QhQhFKT1AMAAADeKuuVenrqAQAAAJOjUg8AAADTcxhle596knoAAACYHu03AAAAAEyNSj0AAABMj0o9AAAAAFOjUg8AAADTc1CpBwAAAGBmVOoBAABgekYZ39KSSj0AAABgclTqAQAAYHplffcbknoAAACYHg/KAgAAADA1KvUAAAAwvbLefkOlHgAAADA5KvUAAAAwPSr1AAAAAEyNpB4AAACm5zB8d3jq9ddfV61atRQUFKS2bdtqw4YNF5yfmZmphx56SFFRUbLZbLrqqqv01VdfeXRN2m8AAACAYjJ//nzFx8dr5syZatu2rV555RV1795dO3bsUNWqVQvMz83N1Q033KCqVavqv//9r2rUqKH9+/erQoUKHl2XpB4AAACmV1p66qdPn66RI0cqLi5OkjRz5kwtWrRIs2fP1lNPPVVg/uzZs3X8+HGtXbtWAQEBkqRatWp5fF3abwAAAGB6DofvjpycHGVnZ7scOTk5BWLIzc3Vpk2b1K1bN+eY1WpVt27dtG7dukLj/uKLLxQbG6uHHnpIkZGRatKkiZ5//nnZ7XaP7p+kHgAAALiAxMREhYeHuxyJiYkF5mVkZMhutysyMtJlPDIyUocPHy507b179+q///2v7Ha7vvrqK40fP14vv/yynnvuOY9ipP0GAAAApufL9puEhATFx8e7jNlstmJZ2+FwqGrVqnrrrbfk5+enVq1a6dChQ3rxxRc1ceJEt9chqQcAAAAuwGazuZXER0REyM/PT+np6S7j6enpqlatWqHnREVFKSAgQH5+fs6xhg0b6vDhw8rNzVVgYKBbMdJ+AwAAANMzDN8d7goMDFSrVq20dOlS55jD4dDSpUsVGxtb6DkdOnTQ7t275XA4nGM7d+5UVFSU2wm9RFIPAAAAFJv4+Hi9/fbbmjdvnpKTk/XAAw/o9OnTzt1wBg8erISEBOf8Bx54QMePH9djjz2mnTt3atGiRXr++ef10EMPeXRd2m8AAABget68JMoXBg4cqKNHj2rChAk6fPiwWrRoocWLFzsfnk1NTZXV+kddvWbNmlqyZIkef/xxNWvWTDVq1NBjjz2mJ5980qPrWgyjdOzq2bH39yUdAmBK191e+K/zABSt7YimJR0CYEo983aUdAhFev1r3639UA/frV1cqNQDAADA9Hxbp7b4cO3iQVIPAAAA0ysdvSclhwdlAQAAAJOjUg8AAADT+9OOkGUSlXoAAADA5KjUAwAAwPToqQcAAABgalTqAQAAYHql5eVTJYVKPQAAAGByVOoBAABgemW9p56kHgAAAKZn+LT/pvS/UZb2GwAAAMDkqNQDAADA9HhQFgAAAICpUakHAACA6ZX1B2Wp1AMAAAAmR6UeAAAApuco4031VOoBAAAAk6NSDwAAANMr6z31JPUAAAAwvbKe1NN+AwAAAJgclXoAAACYnqOMl+qp1AMAAAAmR6UeAAAApmc4SjqCkkWlHgAAADA5KvUAAAAwPYOeegAAAABmRqUeAAAApuco4z31JPUAAAAwPdpvAAAAAJgalXoAAACYnqNsF+q9T+qPHDmiI0eOyPGXBqZmzZpdclAAAAAA3OdxUr9p0yYNGTJEycnJzt4li8UiwzBksVhkt9uLPUgAAADgQowyXqr3OKkfNmyYrrrqKs2aNUuRkZGyWCy+iAsAAACAmzxO6vfu3asFCxaobt26vogHAAAA8FgZ3/zG891vrr/+ev3888++iAUAAACAFzyu1L/zzjsaMmSItm3bpiZNmiggIMDl8z59+hRbcAAAAIA7HPTUe2bdunVas2aNvv766wKf8aAsAAAAcPl53H7zyCOP6O6771ZaWpocDofLQUIPAACAkmAYhs8OM/C4Un/s2DE9/vjjioyM9EU8AAAAgMcMx8Xn/J15XKnv16+fli9f7otYAAAAAHjB40r9VVddpYSEBK1evVpNmzYt8KDso48+WmzBwTf63Vxdd/arqUoVA7Un5ZT++eZuJe86edHzru9URZPGNtLKHzL09D9+KXTOmAfrqW+P6prx9m598sWh4g4dKDFt6lvVoYmfQoOl9OOGFm2w61BG4b+SbRFjVb+Orn+95tkNTXk/z2UsIly6sZW/akVaZLVIR7MMfbwiX1mnfXYbwGVVqWNr1Rk9XOEtmyioelX9eNuDSv9i6YXP6dxGjV56SqGN6uncgTTtTvy3Dr77qcuc6AcGqU78cNmqVVH2lu36ZdQUZW3c6stbgQk4TNIm4yte7X4TGhqq77//Xt9//73LZxaLhaS+lLuuYxU9PCJGL72+U7/uPKkBfWpo+uSmuvP+jcrMyivyvGpVbXpoWIyStmUWOadzu8pqXD9MR4/l+CByoOQ0qWXVTdf46csf7Dp41KHYRn4a3M1f//osT6fPFX7OuVxD//r0j++pv/5TU7G8NOKmAG3e7dCyJLty8gxVrWBRPo8m4W/Er1yIsrfs0IG5C9T6v69fdH5wrSt0zRdvKvWtj5U0eIwqXxerpm8+p3NpR5Xx7WpJUlT/Hmr4YoK2PTRRmRt+Vu1Hh6jtolla0fgm5R497utbAkotj5P6lJQUX8SBy+SOvlfoyyVp+mppuiTpxTd2Kfaayup1QzW9/98DhZ5jtUoTRjfUrA/3qXnjcIWWK/h/m4hKgRp1Xz2NnrhF0yY09ek9AJdb+0ZWbdrl0E+7zzdsfrnOrquusKplXatWbSu8idOQdKqIhF+Sul3tp52HHPpm0x9Z/ImTZbvKhL+fo0tW6uiSlW7Pj773Dp1NOajksVMlSae271Wl9q1U+7GhzqS+9qg4HZj1Hx2ct1CStPXBiarao6tqDr1Ne158u/hvAqZhlgdafcXjnnqYl7+/RVfVLa8ffz7hHDMM6cekE2pcP6zI84beEa3MrDwt+vZwoZ9bLNL4+Ab6aOEBpaSeKfa4gZLkZ5WiKlu057c/kndD0p7fHLqiStF/hQb6S/G3BWj07QG681p/ValgcX5mkXTVFVYdyzY0uJu/xg4I0L03+6tBTUuR6wFlQYV2LZSxbJ3L2NFvV6tiuxaSJEtAgMJbNlbG0rV/TDAMZSxbqwrtrr6MkQKlj8eVekk6ePCgvvjiC6Wmpio3N9fls+nTpxdLYCh+4WEB8vez6PgJ1zab45l5ir4ipNBzmjUKU68bohT32I9FrnvXbTVldxj65Et66PH3E2KT/KyWAm02p89JVcILP+dYtqHP1tiVfsJQUKDUobGfRvbw12uf5yn7jFQuSLIFWNSpiZ+WJtn1zSZD9WpYdMe1/pq7JF/70st2tQllly0yQjnpGS5jOekZCggvL2uQTQEVw2X191fOkWN/mXNM5erXuZyhohTi5VMeWrp0qfr06aM6depo+/btatKkifbt2yfDMNSyZUu31sjJyVFOjmvftcOeK6tfoKfhwIeCg/00Lr6Bpr22U1nZ+YXOqR8Tqv59rtCwUZsuc3RA6XXgqKEDR//4xyX1SL4e6Rug1lf5aVmSXZb/L8hvP+DQul/P/wbg8AlDNata1bq+VfvSaawHAHjG46Q+ISFBY8aM0aRJk1S+fHktWLBAVatW1V133aWbbrrJrTUSExM1adIkl7Ga9YboyvpxnoYDD2Rl5ynfbqhSRdcdiypVCNCxE7kF5teoFqTqkcF6YXwT55j1/5ORFZ911qD7N6hZ43BVDA/QgtntnHP8/Sx6eFiMBvS5Qv1HrPfNzQCXyZkcye4wVC7IdbxckHTyrHtrOAwp7bihSmGuax7Ncq0qHc00FB1JCw7Krpz0DNkiI1zGbJERyss6Kce5HOVmnJAjP1+2qpX/Mqeycg67VvhR9pTxlnrPk/rk5GR99NFH50/299fZs2cVGhqqyZMn65ZbbtEDDzxw0TUSEhIUHx/vMnbTHSR/vpafb2jn7pNq1ayiVv1w/leXFovUqnlFLVxUsHUm9eAZ3fPQRpexkffUVkiwn2a8tVtHMnK0ZHm6fkw64TJn+uRmWrI8XYu+K7wHHzATu0NKO2aoTpRV2w+cr6BbJNWJsmrDdvcq6haLFFnRol0HDeeahzIMVQ5zTeArh1uUeaqM/6uEMi3zhyRV6dHZZSzi+vY68UOSJMnIy1PW5l8UcV3sH1tjWiyqfG2s9r/x/mWOFqWNQfuNZ8qVK+fso4+KitKePXvUuHFjSVJGhns/JdtsNtlsNpcxWm8uj48/O6hnHm+g7btPKnnnSQ24pYaCg6zOBHzc4/V19Fiu3nw3Rbl5RoEHX0+dPt+G8/t49sl8ZZ90bc3Jzzd07ESuDhxys4wJlHJrf3Xo1o5++u2YoYMZDsU29FOgv7T5/3fD6dfRT9lnpO82n0/yuzaz6kCGoePZhoICLerQxKoK5aRNu/74IWDNL3b17+yv/emGUg47VLeGVfWvsGjOElpv8PfhVy5E5epe6fw6pPYVCmveQLnHs3TuQJrqPxevoBqR+jnuSUnS/rc+VvSDd6lB4hM6MHeBIq5tp6j+PbSxz33ONVJemaPms6cqc9M2ZW3colqPDpF/uWAd+P/dcICyyuOkvl27dlq9erUaNmyom2++WaNHj9bWrVu1cOFCtWvX7uILoEQtW31UFcIDNOKuWqpUMVC7957S6IlbdSLz/MOzkVWCVMZ/0AUK2LbPoZAg6boWfgoN9tPh44be+y7f+fBseDmLy1ZqQTaLbok9/6Kqs7nnK/1vf52vo1l/rJmcaujLH+zq3NRPN7fxU0a2ofkr8pV6hG9A/H2Et2qi2KXvOb9u9NLTkqQD7y7UluEJskVVUXDNKOfnZ/cd1MY+96nRywmq9chgnTt4WFvvG+fczlKS0j75WoFVKumqiY+ef/nUz8na0GuEcv/y8CzKnrL+8imL4eGmnnv37tWpU6fUrFkznT59WqNHj9batWtVr149TZ8+XdHR0V4F0rH39xefBKCA626PLekQANNpO4L3aQDe6Jm3o6RDKNIjr2T7bO1XRxW99Xdp4VGl3m636+DBg2rWrJmk8604M2fO9ElgAAAAgLvKek+9Ry+f8vPz04033qgTJ05cfDIAAACAy8LjN8o2adJEe/fu9UUsAAAAgFcMh+Gzwww8Tuqfe+45jRkzRv/73/+Ulpam7OxslwMAAADA5eXx7jc333yzJKlPnz6yWP7YY9kwDFksFtntbMcGAACAy8skBXWfcTup37Ztm5o0aaLly5f7Mh4AAADAY2Zpk/EVt5P6Zs2a6ZprrtGIESN0xx13qHz58r6MCwAAAICb3O6p//7779W4cWONHj1aUVFRGjp0qFatWuXL2AAAAAC3GIbhs8MM3E7qO3XqpNmzZystLU2vvvqqUlJS1KVLF1111VWaOnWqDh8+7Ms4AQAAABTB491vypUrp7i4OH3//ffauXOn+vfvr9dff11XXnml+vTp44sYAQAAgAtyOAyfHWbgcVL/Z3Xr1tXTTz+tcePGqXz58lq0aFFxxQUAAADATR5vafm7lStXavbs2VqwYIGsVqsGDBig4cOHF2dsAAAAgFvM0vvuKx4l9b/99pvmzp2ruXPnavfu3Wrfvr3+9a9/acCAASpXrpyvYgQAAABwAW4n9T169NB3332niIgIDR48WMOGDVP9+vV9GRsAAADgFvapd1NAQID++9//qlevXvLz8/NlTAAAAIBHSOrd9MUXX/gyDgAAAABe8vpBWQAAAKC0cJTxB2UvaUtLAAAAACWPSj0AAABMr6z31FOpBwAAAEyOpB4AAACmZxiGzw5Pvf7666pVq5aCgoLUtm1bbdiwoci5c+fOlcVicTmCgoI8viZJPQAAAFBM5s+fr/j4eE2cOFGbN29W8+bN1b17dx05cqTIc8LCwpSWluY89u/f7/F1SeoBAABgeg6H4bPDE9OnT9fIkSMVFxenRo0aaebMmQoJCdHs2bOLPMdisahatWrOIzIy0uP7J6kHAACA6RkOw2dHTk6OsrOzXY6cnJwCMeTm5mrTpk3q1q2bc8xqtapbt25at25dkbGfOnVK0dHRqlmzpm655Rb98ssvHt8/ST0AAABwAYmJiQoPD3c5EhMTC8zLyMiQ3W4vUGmPjIzU4cOHC127fv36mj17tj7//HO9//77cjgcat++vQ4ePOhRjGxpCQAAANPz5oFWdyUkJCg+Pt5lzGazFcvasbGxio2NdX7dvn17NWzYUG+++aamTJni9jok9QAAAMAF2Gw2t5L4iIgI+fn5KT093WU8PT1d1apVc+taAQEBuvrqq7V7926PYqT9BgAAAKZnOBw+O9wVGBioVq1aaenSpc4xh8OhpUuXulTjL8Rut2vr1q2Kiory6P6p1AMAAADFJD4+XkOGDFHr1q3Vpk0bvfLKKzp9+rTi4uIkSYMHD1aNGjWcPfmTJ09Wu3btVLduXWVmZurFF1/U/v37NWLECI+uS1IPAAAA0/N060lfGThwoI4ePaoJEybo8OHDatGihRYvXux8eDY1NVVW6x/NMidOnNDIkSN1+PBhVaxYUa1atdLatWvVqFEjj65rMXz5VIEHOvb+vqRDAEzputvd+3UegD+0HdG0pEMATKln3o6SDqFIA8d4/sImd81/KdpnaxcXKvUAAAAwvVJSpy4xJPUAAAAwPaOUtN+UFHa/AQAAAEyOSj0AAABMj0o9AAAAAFOjUg8AAADTcxjuvyTq74hKPQAAAGByVOoBAABgevTUAwAAADA1KvUAAAAwvbJeqSepBwAAgOmV9TfK0n4DAAAAmByVegAAAJiew8GWlgAAAABMjEo9AAAATK+sPyhLpR4AAAAwOSr1AAAAMD3DoKceAAAAgIlRqQcAAIDplfWeepJ6AAAAmF5ZT+ppvwEAAABMjko9AAAATM/Bg7IAAAAAzIxKPQAAAEyPnnoAAAAApkalHgAAAKZnOOipBwAAAGBiVOoBAABgevTUAwAAADA1KvUAAAAwPaOM71NPUg8AAADTc9B+AwAAAMDMqNQDAADA9NjSEgAAAICpUakHAACA6bGlJQAAAABTo1IPAAAA0yvrW1pSqQcAAABMjko9AAAATK+s99ST1AMAAMD02NISAAAAgKlZDMMo27+rwAXl5OQoMTFRCQkJstlsJR0OYBp87wDe4XsH8A5JPS4oOztb4eHhysrKUlhYWEmHA5gG3zuAd/jeAbxD+w0AAABgciT1AAAAgMmR1AMAAAAmR1KPC7LZbJo4cSIPKwEe4nsH8A7fO4B3eFAWAAAAMDkq9QAAAIDJkdQDAAAAJkdSDwAAAJgcSX0p0bVrV40aNaqkwyg2Q4cOVd++fUvteoCZ7du3TxaLRUlJSaVyPQDA5UdSD0l/vx8qAACXV+/evXXTTTcV+tmqVatksVi0ZcuWyxwVUHaQ1ANAMcvNzS3pEIDLbvjw4fr222918ODBAp/NmTNHrVu3VrNmzVzGDcNQfn7+5QoR+FsjqS9F8vPz9fDDDys8PFwREREaP368ft9x9MSJExo8eLAqVqyokJAQ9ejRQ7t27XI5f8GCBWrcuLFsNptq1aqll19+2eXzN954Q/Xq1VNQUJAiIyN1++23Szrf2vL9999rxowZslgsslgs2rdv30Xj/eWXX9SrVy+FhYWpfPny6tSpk/bs2VPo3JycHD366KOqWrWqgoKC1LFjR23cuNHr9TZu3KgqVapo6tSpF40T5tS1a1c98sgjGjVqlCpWrKjIyEi9/fbbOn36tOLi4lS+fHnVrVtXX3/9tfOcbdu2qUePHgoNDVVkZKTuueceZWRkXNKakvT999+rTZs2stlsioqK0lNPPeWSiHTt2lUPP/ywRo0apYiICHXv3l3Dhg1Tr169XNbJy8tT1apVNWvWrIvev8Ph0LRp01S3bl3ZbDZdeeWV+sc//lHk/IvF6Ml6drtdw4YNU4MGDZSamnrRWAFJ6tWrl6pUqaK5c+e6jJ86dUqffPKJhg8frhUrVshisejrr79Wq1atZLPZtHr1au3Zs0e33HKLIiMjFRoaqmuuuUbfffedyzq1atXSc889p8GDBys0NFTR0dH64osvdPToUd1yyy0KDQ1Vs2bN9OOPP17GuwZKEQOlQpcuXYzQ0FDjscceM7Zv3268//77RkhIiPHWW28ZhmEYffr0MRo2bGisXLnSSEpKMrp3727UrVvXyM3NNQzDMH788UfDarUakydPNnbs2GHMmTPHCA4ONubMmWMYhmFs3LjR8PPzMz788ENj3759xubNm40ZM2YYhmEYmZmZRmxsrDFy5EgjLS3NSEtLM/Lz8y8Y78GDB41KlSoZ/fr1MzZu3Gjs2LHDmD17trF9+3bDMAxjyJAhxi233OKc/+ijjxrVq1c3vvrqK+OXX34xhgwZYlSsWNE4duyYx+stXbrUCA8PN958881i+bNH6dSlSxejfPnyxpQpU4ydO3caU6ZMMfz8/IwePXoYb731lrFz507jgQceMCpXrmycPn3aOHHihFGlShUjISHBSE5ONjZv3mzccMMNxrXXXuv1moZx/v+bISEhxoMPPmgkJycbn376qREREWFMnDjRZd3Q0FDjiSeeMLZv325s377dWLNmjeHn52f89ttvznkLFy40ypUrZ5w8efKi9z927FijYsWKxty5c43du3cbq1atMt5++23DMAwjJSXFkGT89NNPbsfo7nrnzp0zbr31VuPqq682jhw54u1/PpRRTzzxhBETE2M4HA7n2OzZs43g4GAjMzPTWL58uSHJaNasmfHNN98Yu3fvNo4dO2YkJSUZM2fONLZu3Wrs3LnTGDdunBEUFGTs37/fuU50dLRRqVIlY+bMmc7v1bCwMOOmm24y/vOf/xg7duww+vbtazRs2NDl+kBZQVJfSnTp0qXAX0RPPvmk0bBhQ2Pnzp2GJGPNmjXOzzIyMozg4GDjP//5j2EYhjFo0CDjhhtucFnziSeeMBo1amQYhmEsWLDACAsLM7Kzs4u8/mOPPeZ2vAkJCUbt2rWdP1T81Z+T8FOnThkBAQHGBx984Pw8NzfXqF69ujFt2jSP1lu4cKERGhpqfPzxx27HCnPq0qWL0bFjR+fX+fn5Rrly5Yx77rnHOZaWlmZIMtatW2dMmTLFuPHGG13WOHDggCHJ2LFjh1drGoZhPP3000b9+vVdvjdff/11IzQ01LDb7c51r7766gL30KhRI2Pq1KnOr3v37m0MHTr0oveenZ1t2Gw2Z9L9V39N6i8Wo7vrrVq1yrj++uuNjh07GpmZmReNE/ir5ORkQ5KxfPly51inTp2Mu+++2zAMw5nUf/bZZxddq3Hjxsarr77q/Do6Otq5jmH88b06fvx459i6desMSUZaWlox3A1gLrTflCLt2rWTxWJxfh0bG6tdu3bp119/lb+/v9q2bev8rHLlyqpfv76Sk5MlScnJyerQoYPLeh06dNCuXbtkt9t1ww03KDo6WnXq1NE999yjDz74QGfOnPE61qSkJHXq1EkBAQEXnbtnzx7l5eW5xBcQEKA2bdo443dnvfXr16t///567733NHDgQK9jh3n8uf/Wz89PlStXVtOmTZ1jkZGRkqQjR47o559/1vLlyxUaGuo8GjRoIEkubVyerCmd/96KjY11+d7s0KGDTp065dI73KpVqwLxjxgxQnPmzJEkpaen6+uvv9awYcMuet/JycnKycnR9ddff9G57sTo7np33nmnTp8+rW+++Ubh4eFuXRv4swYNGqh9+/aaPXu2JGn37t1atWqVhg8f7jKvdevWLl+fOnVKY8aMUcOGDVWhQgWFhoYqOTm5QPvXn79/f/9evdD3L1CWkNSXEeXLl9fmzZv10UcfKSoqShMmTFDz5s2VmZnp1XrBwcHFGp8768XExKhBgwaaPXu28vLyivX6KJ3++kOexWJxGfs9iXU4HDp16pR69+6tpKQkl2PXrl3q3LmzV2t6oly5cgXGBg8erL1792rdunV6//33Vbt2bXXq1Omia5XE95ck3XzzzdqyZYvWrVtXrNdH2TJ8+HAtWLBAJ0+e1Jw5cxQTE6MuXbq4zPnr98uYMWP06aef6vnnn9eqVauUlJSkpk2bFnjovLDv1eL4/gX+DkjqS5H169e7fP3DDz+oXr16atSokfLz810+P3bsmHbs2KFGjRpJkho2bKg1a9a4nL9mzRpdddVV8vPzkyT5+/urW7dumjZtmrZs2aJ9+/Zp2bJlkqTAwEDZ7Xa3Y23WrJlWrVrlVnIdExOjwMBAl/jy8vK0ceNGZ/zurBcREaFly5Zp9+7dGjBgAIk9XLRs2VK//PKLatWqpbp167ochSXc7mrYsKHWrVvnfGhdOv+9Vb58eV1xxRUXPLdy5crq27ev5syZo7lz5youLs6ta9arV0/BwcFaunRpscTo7noPPPCAXnjhBfXp00fff/+9W9cG/mrAgAGyWq368MMP9e6772rYsGEuv0UqzJo1azR06FDdeuutatq0qapVq+bWhg0A/kBSX4qkpqYqPj5eO3bs0EcffaRXX31Vjz32mOrVq6dbbrlFI0eO1OrVq/Xzzz/r7rvvVo0aNXTLLbdIkkaPHq2lS5dqypQp2rlzp+bNm6fXXntNY8aMkST973//07/+9S8lJSVp//79evfdd+VwOFS/fn1J53cVWL9+vfbt26eMjIyLVjkefvhhZWdn64477tCPP/6oXbt26b333tOOHTsKzC1XrpweeOABPfHEE1q8eLF+/fVXjRw5UmfOnHH+Stbd9apWraply5Zp+/btuvPOO9kKDU4PPfSQjh8/rjvvvFMbN27Unj17tGTJEsXFxXn0A+tfPfjggzpw4IAeeeQRbd++XZ9//rkmTpyo+Ph4Wa0X/yt0xIgRmjdvnpKTkzVkyBC3rhkUFKQnn3xSY8eO1bvvvqs9e/bohx9+KHLXnIvF6Ml6jzzyiJ577jn16tVLq1evdite4M9CQ0M1cOBAJSQkKC0tTUOHDr3oOfXq1dPChQuVlJSkn3/+WYMGDaLaDniIpL4UGTx4sM6ePas2bdrooYce0mOPPaZ7771X0vk9flu1aqVevXopNjZWhmHoq6++cv7asWXLlvrPf/6jjz/+WE2aNNGECRM0efJk51+mFSpU0MKFC3XdddepYcOGmjlzpj766CM1btxY0vlfffr5+alRo0aqUqXKRbexq1y5spYtW6ZTp06pS5cuatWqld5+++0ie+JfeOEF3XbbbbrnnnvUsmVL7d69W0uWLFHFihU9Xq9atWpatmyZtm7dqrvuuuuSEjb8fVSvXl1r1qyR3W7XjTfeqKZNm2rUqFGqUKGCW8l3UWrUqKGvvvpKGzZsUPPmzXX//fdr+PDhGjdunFvnd+vWTVFRUerevbuqV6/u9nXHjx+v0aNHa8KECWrYsKEGDhxYZJ+wOzF6st6oUaM0adIk3XzzzVq7dq3bMQO/Gz58uE6cOOH2/++nT5+uihUrqn379urdu7e6d++uli1bXoZIgb8Pi/Hn39cCAIrVqVOnVKNGDc2ZM0f9+vUr6XAAAH9T/iUdAAD8HTkcDmVkZOjll19WhQoV1KdPn5IOCQDwN0b7DQp1//33u2wN+Ofj/vvvL+nwgFIvNTVVkZGR+vDDDzV79mz5+/u7fFbU91doaChvcQUAeIz2GxTqyJEjys7OLvSzsLAwVa1a9TJHBPx95OfnX3Bnj1q1arn8EAAAwMWQ1AMAAAAmR/sNAAAAYHIk9QAAAIDJkdQDAAAAJkdSDwAAAJgcST0AAABgciT1AAAAgMmR1AMAAAAmR1IPAAAAmNz/AQcvVad6gKw7AAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"code","source":"cpu.head()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.301003Z","iopub.execute_input":"2024-08-01T10:18:24.301351Z","iopub.status.idle":"2024-08-01T10:18:24.326954Z","shell.execute_reply.started":"2024-08-01T10:18:24.301324Z","shell.execute_reply":"2024-08-01T10:18:24.325972Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":" Name Price Producer MPN EAN \\\n0 AMD Ryzen 5 5600X $158.86 USD AMD 100-100000065BOX 730143312042 \n1 AMD Athlon 3000G $53.22 USD AMD YD3000C6FHBOX 730143311731 \n2 AMD Ryzen 3 3300X $150.09 USD AMD 100-100000159BOX 730143312172 \n3 AMD Ryzen 5 5500 $87.04 USD AMD 100-100000457BOX 730143314121 \n4 AMD Ryzen 5 5600 $133.46 USD AMD 100-100000927BOX 730143314190 \n\n UPC Base Clock Turbo Clock Unlocked Multiplier Cores Threads TDP \\\n0 NaN 3.7 GHz 4.6 GHz True 6 12 65 W \n1 NaN 3.5 GHz NaN True 2 4 35 W \n2 NaN 3.8 GHz 4.3 GHz True 4 8 65 W \n3 NaN 3.6 GHz 4.2 GHz True 6 12 65 W \n4 NaN 3.5 GHz 4.4 GHz True 6 12 65 W \n\n Socket Integrated GPU Product Page \\\n0 AM4 False https://www.amazon.ca/dp/B08166SLDF?tag=pckomb... \n1 AM4 Radeon RX Vega 3 https://www.amazon.ca/dp/B0815JGFQ8?tag=pckomb... \n2 AM4 False https://www.amazon.ca/dp/B0876YS2T4?tag=pckomb... \n3 AM4 False https://www.amazon.ca/dp/B09VCJ171S?tag=pckomb... \n4 AM4 False https://www.amazon.ca/dp/B09VCHR1VH?tag=pckomb... \n\n base_clock turbo_clock tdp \n0 3.0 4.0 65.0 \n1 3.0 NaN 35.0 \n2 3.0 4.0 65.0 \n3 3.0 4.0 65.0 \n4 3.0 4.0 65.0 ","text/html":"
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NamePriceProducerMPNEANUPCBase ClockTurbo ClockUnlocked MultiplierCoresThreadsTDPSocketIntegrated GPUProduct Pagebase_clockturbo_clocktdp
0AMD Ryzen 5 5600X$158.86 USDAMD100-100000065BOX730143312042NaN3.7 GHz4.6 GHzTrue61265 WAM4Falsehttps://www.amazon.ca/dp/B08166SLDF?tag=pckomb...3.04.065.0
1AMD Athlon 3000G$53.22 USDAMDYD3000C6FHBOX730143311731NaN3.5 GHzNaNTrue2435 WAM4Radeon RX Vega 3https://www.amazon.ca/dp/B0815JGFQ8?tag=pckomb...3.0NaN35.0
2AMD Ryzen 3 3300X$150.09 USDAMD100-100000159BOX730143312172NaN3.8 GHz4.3 GHzTrue4865 WAM4Falsehttps://www.amazon.ca/dp/B0876YS2T4?tag=pckomb...3.04.065.0
3AMD Ryzen 5 5500$87.04 USDAMD100-100000457BOX730143314121NaN3.6 GHz4.2 GHzTrue61265 WAM4Falsehttps://www.amazon.ca/dp/B09VCJ171S?tag=pckomb...3.04.065.0
4AMD Ryzen 5 5600$133.46 USDAMD100-100000927BOX730143314190NaN3.5 GHz4.4 GHzTrue61265 WAM4Falsehttps://www.amazon.ca/dp/B09VCHR1VH?tag=pckomb...3.04.065.0
\n
"},"metadata":{}}]},{"cell_type":"code","source":"cpu['Price'] = cpu['Price'].str.extract('(\\d+)').astype(float)","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.328134Z","iopub.execute_input":"2024-08-01T10:18:24.328429Z","iopub.status.idle":"2024-08-01T10:18:24.335768Z","shell.execute_reply.started":"2024-08-01T10:18:24.328403Z","shell.execute_reply":"2024-08-01T10:18:24.334533Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"y=cpu['Price']","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.337211Z","iopub.execute_input":"2024-08-01T10:18:24.337596Z","iopub.status.idle":"2024-08-01T10:18:24.343773Z","shell.execute_reply.started":"2024-08-01T10:18:24.337554Z","shell.execute_reply":"2024-08-01T10:18:24.342745Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"cpu=cpu.drop(['Price', 'MPN', 'EAN', 'UPC', 'Base Clock', 'Turbo Clock', 'TDP', 'Product Page'], axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.345479Z","iopub.execute_input":"2024-08-01T10:18:24.345930Z","iopub.status.idle":"2024-08-01T10:18:24.353261Z","shell.execute_reply.started":"2024-08-01T10:18:24.345879Z","shell.execute_reply":"2024-08-01T10:18:24.351955Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"# Encode categorical variables\ncpu=cpu.fillna(0)\ncpu = pd.get_dummies(cpu, columns=['Name','Producer', 'Unlocked Multiplier', 'Socket', 'Integrated GPU'], drop_first=True).astype(int)","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.354808Z","iopub.execute_input":"2024-08-01T10:18:24.355269Z","iopub.status.idle":"2024-08-01T10:18:24.375573Z","shell.execute_reply.started":"2024-08-01T10:18:24.355230Z","shell.execute_reply":"2024-08-01T10:18:24.374646Z"},"trusted":true},"execution_count":23,"outputs":[]},{"cell_type":"code","source":"# Select features and target variable\nX = cpu","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.376860Z","iopub.execute_input":"2024-08-01T10:18:24.377203Z","iopub.status.idle":"2024-08-01T10:18:24.382043Z","shell.execute_reply.started":"2024-08-01T10:18:24.377172Z","shell.execute_reply":"2024-08-01T10:18:24.380769Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"X=X.fillna(0)\ny=y.fillna(0)","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.383241Z","iopub.execute_input":"2024-08-01T10:18:24.383634Z","iopub.status.idle":"2024-08-01T10:18:24.390629Z","shell.execute_reply.started":"2024-08-01T10:18:24.383601Z","shell.execute_reply":"2024-08-01T10:18:24.389346Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"y.head()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.392219Z","iopub.execute_input":"2024-08-01T10:18:24.392545Z","iopub.status.idle":"2024-08-01T10:18:24.401725Z","shell.execute_reply.started":"2024-08-01T10:18:24.392518Z","shell.execute_reply":"2024-08-01T10:18:24.400527Z"},"trusted":true},"execution_count":26,"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"0 158.0\n1 53.0\n2 150.0\n3 87.0\n4 133.0\nName: Price, dtype: float64"},"metadata":{}}]},{"cell_type":"code","source":"# Split the dataset into training and testing sets\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:18:24.402929Z","iopub.execute_input":"2024-08-01T10:18:24.403259Z","iopub.status.idle":"2024-08-01T10:18:24.413132Z","shell.execute_reply.started":"2024-08-01T10:18:24.403228Z","shell.execute_reply":"2024-08-01T10:18:24.412061Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"# List of models to train\nmodels = {\n \"Linear Regression\": LinearRegression(),\n \"Ridge Regression\": Ridge(),\n \"Lasso Regression\": Lasso(),\n \"Decision Tree Regressor\": DecisionTreeRegressor(),\n \"Random Forest Regressor\": RandomForestRegressor(),\n \"Gradient Boosting Regressor\": GradientBoostingRegressor(),\n \"XGBoost Regressor\": xgb.XGBRegressor(),\n \"CatBoost Regressor\": cb.CatBoostRegressor(verbose=0),\n \"Support Vector Regressor\": SVR(),\n \"K-Nearest Neighbors Regressor\": KNeighborsRegressor(),\n \"Extra Trees Regressor\": ExtraTreesRegressor()\n}","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:19:21.835044Z","iopub.execute_input":"2024-08-01T10:19:21.835437Z","iopub.status.idle":"2024-08-01T10:19:21.842386Z","shell.execute_reply.started":"2024-08-01T10:19:21.835407Z","shell.execute_reply":"2024-08-01T10:19:21.841386Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"# Train and evaluate models\nresults = []\nfor name, model in models.items():\n model.fit(X_train, y_train)\n y_pred_train = model.predict(X_train)\n y_pred_test = model.predict(X_test)\n rmse_train = np.sqrt(mean_squared_error(y_train, y_pred_train))\n rmse_test = np.sqrt(mean_squared_error(y_test, y_pred_test))\n r2_train = r2_score(y_train, y_pred_train)\n r2_test = r2_score(y_test, y_pred_test)\n results.append({\n \"Model\": name,\n \"Train RMSE\": rmse_train,\n \"Test RMSE\": rmse_test,\n \"Train R2\": r2_train,\n \"Test R2\": r2_test\n })\n# Convert results to DataFrame\nresults_df = pd.DataFrame(results)\n# Save results to CSV\nresults_df.to_csv(\"model_results.csv\", index=False)","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:19:23.940496Z","iopub.execute_input":"2024-08-01T10:19:23.941219Z","iopub.status.idle":"2024-08-01T10:19:27.432346Z","shell.execute_reply.started":"2024-08-01T10:19:23.941183Z","shell.execute_reply":"2024-08-01T10:19:27.431402Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"results_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:24:14.931325Z","iopub.execute_input":"2024-08-01T10:24:14.931732Z","iopub.status.idle":"2024-08-01T10:24:14.947270Z","shell.execute_reply.started":"2024-08-01T10:24:14.931675Z","shell.execute_reply":"2024-08-01T10:24:14.945970Z"},"trusted":true},"execution_count":34,"outputs":[{"execution_count":34,"output_type":"execute_result","data":{"text/plain":" Model Train RMSE Test RMSE Train R2 Test R2\n0 Linear Regression 17.647381 3.020169e+11 0.999148 -1.990045e+17\n1 Ridge Regression 123.925087 3.001681e+02 0.957998 8.034245e-01\n2 Lasso Regression 134.896345 3.335851e+02 0.950232 7.572196e-01\n3 Decision Tree Regressor 17.647378 3.028705e+02 0.999148 7.998691e-01\n4 Random Forest Regressor 151.008943 3.531154e+02 0.937633 7.279595e-01","text/html":"
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
ModelTrain RMSETest RMSETrain R2Test R2
0Linear Regression17.6473813.020169e+110.999148-1.990045e+17
1Ridge Regression123.9250873.001681e+020.9579988.034245e-01
2Lasso Regression134.8963453.335851e+020.9502327.572196e-01
3Decision Tree Regressor17.6473783.028705e+020.9991487.998691e-01
4Random Forest Regressor151.0089433.531154e+020.9376337.279595e-01
\n
"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize=(14, 7))\nplt.bar(results_df['Model'], results_df['Test RMSE'], color='skyblue')\nplt.title('Model Comparison - RMSE')\nplt.ylabel('Root Mean Squared Error (RMSE)')\nplt.xlabel('Model')\nplt.yscale('log') \nplt.xticks(rotation=45)\nplt.tight_layout() # Adjust layout to fit labels\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:31:16.173091Z","iopub.execute_input":"2024-08-01T10:31:16.173489Z","iopub.status.idle":"2024-08-01T10:31:16.686385Z","shell.execute_reply.started":"2024-08-01T10:31:16.173459Z","shell.execute_reply":"2024-08-01T10:31:16.685443Z"},"trusted":true},"execution_count":37,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"# Plotting R2 scores\nplt.figure(figsize=(14, 7))\nplt.bar(results_df['Model'], results_df['Test R2'], color='lightgreen')\nplt.title('Model Comparison - R2 Score')\nplt.ylabel('R2 Score')\nplt.xlabel('Model')\nplt.xticks(rotation=45)\nplt.ylim(max(results_df['Test R2']) - 0.1, -1) \nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:35:06.622881Z","iopub.execute_input":"2024-08-01T10:35:06.623229Z","iopub.status.idle":"2024-08-01T10:35:06.993802Z","shell.execute_reply.started":"2024-08-01T10:35:06.623203Z","shell.execute_reply":"2024-08-01T10:35:06.992910Z"},"trusted":true},"execution_count":48,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"for name, model in models.items():\n model.fit(X_train, y_train)\n y_pred_train = model.predict(X_train)\n y_pred_test = model.predict(X_test)\n # Plot residuals for training data\n plt.figure(figsize=(14, 7))\n sns.residplot(x=y_train, y=y_pred_train, lowess=True, label='Train', color='blue')\n # Plot residuals for testing data\n sns.residplot(x=y_test, y=y_pred_test, lowess=True, label='Test', color='red')\n plt.title(f'Residuals for {name}')\n plt.xlabel('Actual')\n plt.ylabel('Residuals')\n plt.legend()\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-01T10:43:34.444743Z","iopub.execute_input":"2024-08-01T10:43:34.445112Z","iopub.status.idle":"2024-08-01T10:43:42.209091Z","shell.execute_reply.started":"2024-08-01T10:43:34.445083Z","shell.execute_reply":"2024-08-01T10:43:42.208209Z"},"trusted":true},"execution_count":50,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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PUkGjCg/vv3eAqr9u6VYmI8h1X0GgIAAEBty8+Xli93D4p+/9276wYFmc+fZYOizp3NdgCAV7zteVSj8OhY4nogIyIUa7OZoCUoSPrwQ+mviiuPqqrwqYvG2pU52gDIm0CMKWMAAACoiNNpPheXDYpWrJAOH/bu+u3aua98lppa8WdoAIDXar1h9scff+z1yc8//3yvjw04QUFScbGp1KlKRVOrWrSQ7rlH+r//k7p2rd8+Qkfb9JpeQwAAAPDW9u3uQdHixVJ2tnfXbdzYvaKoT5/6a48AACjH6/Bo6NChXh1ns9kaZtNsp9NU4zidJkBq3LjyYyvqxbNrlwlY1qwpPTY21lTvREaWv53a7iNUG02v6TUEAACAI2Vnm6r6kqBo4UJT1e6N8HDzxWXZqqI2behTBAB+xOvwyOntspcNVUGB+TM4WIqPl5KSKj7O01S1a6+V7r3XPTiSzC/aggJThVQ2gDmysXZtqK2m1zVp0g0AAICG4fBhadWq0pBo0SJp7Vrz+bUqNpvUrZt7UNS9uxQSUvfjBgDUWI1WWzumOZ1ScnLFgY6nZtTp6dIVV5gwqSIFBeYXbuvWJtQp20do4sTaq+qpzipwAAAAgGVJf/zhHhSlp5vPq95ITnYPihwOs0gLACCg1Dg8ys3N1ffff68tW7ao8IhQZMKECUc9ML8TFGR+eXoqn3U6TcXRwYPuwUxwsJST4x4ctWhhfuFmZ5c2CMzPN/PCIyPrro+Q3W5uc9w4U0ZcUdPr2gyrAAAAEFj27HHvU7Rokfmc6I24ONObKC3N9Cvq00dq3rxuxwsAqBc1Co/S09N1zjnnKC8vT7m5uUpISFBmZqYiIyOVlJTUMMOj4uLSXkd79pRvKu2pGfWmTe7fzAQFSTt2mGNsttI+SpIJk664QrrmmtrrI3Rk/6UBA2h6DQAAALOyb3p6aUXRokXSxo3eXTckROrVqzQoSkuTOnTgS0gAaKBqFB7deuutOu+88zRt2jTFxcXpl19+UUhIiK688krdfPPNtT1G/xASYiqPDhyQoqPLN5U+shm1ZZkqpCNXlCguNtU+Nps55vDh0r9L0tSppjKpNppRe+q/NHGiNHcuTa8BAACOFcXFpvdm2YqiVavMdm907OgeFPXs6XkRFgBAg2OzLG8627mLj4/XwoUL1alTJ8XHx2vBggXq0qWLFi5cqFGjRmndunV1MVafyM7OVlxcnLIiIhRrs5n+RCEh0g8/mFLcEkuXShdeaIKlw4elnTvNtzlH/kIOCXFvCGhZJthxOt2bDMbGmtLfzp1rVhHkqf/S3r1mnvn06VQZAQAANESWJW3d6h4ULVki5eZ6d/2mTd2Dot69pUaN6nbMAACfcGUeWVmKjY31eFyNKo9CQkJk/6tKJSkpSVu2bFGXLl0UFxenrVu31mzE/s7pLJ2OVlHeVtKMesmS0tDIm+VFbTYTJh0+7B40ZWebcy5ebFZqe+EF78MeT/2XIiLM5W3bzP4BA6g2AgAACHQHDpjPjGXDop07vbtuZKQJh0qCorQ00+Tam8+xAIBjRo3Co9TUVC1evFgdOnRQ//79dc899ygzM1OvvfaaunfvXttj9A8FBebPkBDzS/bIxoF2u3THHdL555dOEStphl1WcbFpol32F7LNVhocBQWV/j0nx/x54ID0t79JXbpISUnmF3pyslnW9IwzTJVSWZ76L5WcKyHB7D+ybxMAAAD8W0GBtGJFaUi0cKH022/eXTcoSOrRw331sy5dzGdTAAAqUaPfFA8//LAOHjwoSXrooYc0cuRIjR8/Xh06dNDLL79cqwP0O5ZlAqTExPL7GjUyU8JsNhMclTTClky4ZFml09PKhjolYVF4uNS+vbR5s6kaKuvQIWnZsvLnjIyURoyQbr/dzEWXyvdfOlJ4uGmUfWTfJgAAAPgPp1P6/Xf3oGj58oq/oKxImzbuQVFqqhQVVadDBgA0TDUKj3r37u36e1JSkubOnVtrA/JbYWEm8CkokIqKTJPAI2VmmpCoUydTLVR2tYrISDOdraTHUWiouT2ns/QDQIsW5jwdOkhZWaa66cCBiqfJlcjLk156SXr1Venxx6UbbzTBVmioGWtERPnr5Oeb/RUFYAAAAPCNnTvdg6LFi81nQm8kJLgHRX36mIp1AABqATWq1VFUZMp6g4NNufCRU77KhjZl+xdFREjHHWfCJMsyxxQXl1YhhYaaY0oqhWw2KT7eNMzOyTEfGgoLpdtuM98Wbd1qbuvbb00FkWT233STCaJuvtkEWCtXuvc8ksz59u2TUlLMt08AAACofzk5ZsGVkqBo0SLzGc8bYWHSCSe4h0Xt2tGnCABQZ2oUHrVp00a2Sn45/fHHHzUekN9yOk3A07Sp+WVf0ZSvkqbZK1eW9kiSzApsJT82m6lCOnTIVCm1bSs98ID03/+6hz3Z2ebbp/x8EzSFhpqwaNIkEw5J5jbeeUe66y5pxw6z7Z//lI4/3qzQNm6caY6dkGCmquXnm+AoNtbsp1k2AABA3Tt8WPr119KQaNEiac0a9xYHnthspi9RSUjUt6/pexkaWvfjBgDgLzbLqmxOVMWefvppt8uHDx9Wenq65s6dq9tvv10TJ06stQH6mmvZuo4dFRsTY6aJ5eZK779fcbPpefOkq682fYtKtGxpPjTExkrPP296I2Vmmkql1FQT4sybZ8KegwfNt0m7dplKJ8k0N2ze3IQ/MTHS9OnuK6/t2CGddFLpOcPDpW++McdPmWKaY5dMlevUyQRH3q7cBgAAAO9ZlrRpk3tQtGyZ+dLPGy1auAdFDkf5xVEAAKglrswjK0uxlfy+qVF45Mlzzz2nJUuWaMaMGbV1kz7neiB79VKs3W4qeVJSpLlzPVfunH++9Mkn5u9BQWbKWufOVYc28+ZJDz8s/fCDCY6CgkwQdNxxJjSyLM/nX7tWOvlk0yNJMiutLVhgSpjT08uHVQAAADh6mZmmN1FJULRokfeLksTEmN5EJUFRnz4mPAIAoJ54Gx7Vas+jIUOGaNKkSQ0qPHLJyzO9h6qa8rV1qwl2Slx/vTRqlPehzcGDZppaybRAm620YbbNZqagZWSYQKhs5VOXLtJHH0lnnWWqjPbulYYMMQFSRRVSAAAAqJ5Dh8xnsLJB0YYN3l03ONgsuFISFKWlmYpwvtQDAASAWg2P3nvvPSUkJNTmTfqPvDxT8VNV9dDDD5euntaypellVNIIuzIl09YyM01IFBJith86JG3ZYvoYxcaaSqT9+yv+Ruu006SZM6URI8zlDRuk884ztx0ZWa27CwAAcEwrLpbWrXMPilauLG0rUJX27UtDorQ0qVcv8zkOAIAAVKPwKDU11a1htmVZ2rlzp/bs2aPnn3++1gbnV15/XTr11Mq/HdqyRfq//yu9fNdd3gVHTqfpTXTwoNSsmQmqJHOukBATRu3caUqb8/NN76LExIpva/hwM46SvlMLF0pXXinNmmWmwQEAAMBdSWuAskHRkiXms5k3mjRxD4r69DHV4gAANBA1Co+GDh3qdtlut6tJkyYaMGCAOnfuXBvj8j/eTDsrW3WUnGwaZ3sjPd1MRWvc2KzoFhZmKo5CQ00VUnCwCY3y8kzVUUqKGY8nd9xhGjVOm2Yuf/CB9I9/SE89xRKuAAAAWVkmHFq0qLSxdcnKtVWJjDQtAUqCorQ0qVUrPmMBABq0GoVH9957b22PI/Bt3iy9/HLpZW+rjiQzBa2wsPT45s3N7RUWmuBIMtVJO3eab7Yq67kkmQ8vzzxj+i999pnZ9r//mcbbd95Z/fsGAAAQqAoLzXSzskHRunXeXddul7p3dw+KunUr/XwGAMAxwuvffNnZ2V7faGUdugNWenrl09ZqWnUkmSlooaFSQYGpPIqJMd9g7dhhthUXm+M6dTLnqaznUongYOntt6UBA6SlS822iRPNua65xvuxAQAABArLktavdw+K0tNNgOSNVq3cgyKHQ4qKqtsxAwAQAGyWVbKUV+Xsdrtbn6PKFJeEHQ2Aa9m6li0V26VLxQ2zN282TRFLGihOm2aaX3vL6ZQGDzbfirVo4V72nJsr7doldewo/fRT9b/p2rVL6tfPfJCSTPg1e7Z0xNRDAACAgLNrl7R4cWlQtHixmeLvjfh496AoLU1q2rROhwsAgL9xZR5ZWZUWAnmdRHz77beuv2/atEkTJ07U6NGjddJJJ0mSFixYoFdeeUWTJ08+imH7sagoE+6MGydNn+4eID30UGlwdPzx0lVXVe+27XYTSo0bZ5o1JiSY1Tjy880HoMREU3FUkxLppk2lL7+UTjnFVDI5ndLll0tz55qqJAAAgECQm2uqqcs2td682bvrhoaafpElIVHfvuaLP/oUAQDgFa8rj8o644wzNGbMGA0fPtxt+5tvvqkXXnhB3333XW2Nz+dcKVyvXoq12024k5Jiwhe73TSm7tChNDyaPl269tqanWzePLPq2rp1pjm23S61bSs9+KB05plHd0dWrZJOO006cMBcjo2V5s838/YBAAD8SVGR9Ouv7kHR6tXmSzBvdO7sHhSlpJgACQAAuPG28qhG4VFkZKRWrFihDh06uG3/7bff1KtXL+WVLDXfALgeyA4dFBsTY1ZBy82V3n/fzIMfO1Z66SVzcKtW0m+/Hd2Hk6+/lu6+W/rjD/MBKTLSfACqaLpcdf30k3TWWaaiqWS8CxdSog0AAHzHskwFUdmgaOlS80WaN5o1MwFR374mLOrdW4qLq9sxAwDQQNT6tLWykpOT9eKLL+rRRx912/7SSy8pOTm5Jjfp/zZuNM2smzY1TRczM822mTNLj/nXv44uOJo3Txo/Xjp40KyqFhZmGmZ7mi7ndJomkJmZZmpbamrlq7D162eaaA8bVvpB7YILpG+/NfcNAACgru3bZ3oTlQ2Ldu/27rrR0SYcKgmK0tLK94sEAAC1rkaVR3PmzNFFF12k9u3bq2/fvpKkRYsW6ffff9fs2bN1zjnn1PpAfcWVwoWFKba42Hw4adRImjNHmjpV+r//Mwe2bi1lZNQ8PKqsabZllZ8uVzLFLSPDhFmhoWY1Nm8qlJ58UvrHP0ovDx8uvfEGH7wAAEDtys+Xli93D4p+/9276wYHm88+ZRtad+4sBQXV6ZABADiW1Om0NUnaunWrpk6dqnXr1kmSunTpouuuu67BVR6VPJDbFaFGNilM+SqOaaT5TyxQv3HdZC82vY7+78QX1fHRMfrqK+mbb6Q//zSflyIiTFFQx46m5/bWreYnKMi0M8rPN1+2Nd60VC9nXahD9mjZoyMUEWHypIICqSBfCi7KU7SVq4d7v6/o4ixNWDNOYYUHtd/WWHnOMEUGFahJ0F6FNY7RivHT9cXhgdq+XdqyRdqzx4xj4EBp0iTp19WWGv/7erWeO811P9/t8YB+Pv1uLVli2gz06iVdeaUpbNq6VTp82MzIy8427ZLOPFM66STTnumzz8yXiPn5Jtdq3dqcKzvbZF6SlJxsviS0282xiYlSz57m9hcuNMf07WtmAkqmWr3s9p49pXffNcVekimyOnBAatxYSkqquujqSFUVbXlT1FVyzO7d0t69NR/L0apsrNW5H94WsHlSVCS9+aZ53qKipIsukvr0qfi2auuc9XW79XXeuh6/rx4ffxtDbWgo98MfHeuPbUDff6fTfKlVNihascJ8iPBGu3buQVFqKpXRFQjo1wgAwK84ndKPP2ZrwICqwyNZAebZZ5+1WrVqZYWFhVlpaWnWwoULKz3+3XfftTp16mSFhYVZ3bt3tz777LNqnS8rK8uSZO1UmFWgYCtfIdYee5L1sf18yzI1QdYfam0Fq7DkYo1+ztZca7uaWUuVai2Wo9zPUqVa29XMGqQ51hc6y9qhptZinXDEcSdY29XU+kJnWTYVezyX3W5ZwSq0vtIZbjsu0qyjug9V/dhslhUSYlkJCZaVlGRZsdHFVlrwEmuwba7V27bECg8ttjp0sKwOHSwrLMyM0263rOBgywoKMtc/8vZCQ81tnXWWZX3zjXfP6TffmOOPP96ymjUzf5a9flX7yx6TlGTGEBRUs7EcrcrGWp37Udkx3njsMcuKiSn//HToUP62auuc1Xks6lJtnbeux++rx8ffxlAbGsr98EfH+mMbcPd/2zbL+uADy5o0ybIGDrSs2FjvPxQ0bmxZ55xjWffdZ1lz5ljWnj2+vjcBIeBeIwAAv1XyO6VlS5N5ZGVlVXq815VHK1euVPfu3WW327Vy5cpKj01JSalG1uW9d955RyNHjtS0adPUt29fPfXUU5o1a5YyMjKUlJRU7vj58+frtNNO0+TJk/W3v/1Nb775ph555BEtW7ZM3bt39+qcJZVHuxWiUIVrl5oqXgfUWPsUJLPixzV6SS/rmqO6bydoqd7XhcpRtA6p/LdsEcpTtHJ1lx7Sw/pXlcddqPe1TI5Kzxmv/VqovuooUz6epwidqh+rvN7RstulgZqn251T1EkZClWhDitU69RJUzRR32qg7HYpJMRUsxQXe74tm81UtUdHm8qfI9tCHWnePNM+6uBBc3xJW6m9e6WYGOm666Rp0zzvnz7d3M64cWZbTo5Ja4OCzJ82m/djOVqV3ZfgYPPpvLi46vtR2X31ZvyPPy7deafn56lxY1M1NnBg1Y9/TR+zurrd+jpvXY/fV4+Pv42hNjSU++GPjvXH1u/vf3a2KQtetMiUmC5aVFpeXJXwcFNaXLaqqE0bpstXk9+/RgAAAaPs75T4+GxlZNTitDW73a6dO3cqKSlJdrtdNptNFV3VZrOpuLL/7R+Fvn37qk+fPnr22WclSU6nU8nJybrppps0ceLEcsdfdtllys3N1aeffuraduKJJ6pXr16aNm1aueMrUhIefWA/QTHOaEUqX530mxJ0QJL0h1qrk35TkUIkSUFB+yRJxcWxKu1Hnq+goDw5ncGyrNInw/1Yu2brIrXVr9oS1ExBTpsirZIPVZaibDu1zt5JM4rHa6pu0S41Vb5sKgiS7E4p6q9j7XIqwrZbd9gf0ffFQySFHjGGIFlW6QoknbREC3SmGilLkrRJrdRTi5UbFFTuWJstS3Z7sYqLIyWF/7W1UEFBOXI67bKs+DLHZstuL6rw2L7OX/S0dbdilKN9StABW4iCgwrVpGi/ihStW/WUftLJiozMVkGBVFycUOZ2c2S3F8rpDJdlRf71OBYpMjJbkZFSly4Jmj3bBFS5uTkqLCxUWFi4IiMj5XRKw4Y5lZFxQE2bSjZbvCRT521Zedq5M1+FheEKCYlU8+aSzeaU/nqeLSteO3bY1bWr5HTm6bff8pWXF6q8vGhXmyubbZ+KiqTQ0FiFhwere3fptdfydPhwvkJDQxUVFe26H/v3m+c+JiZWwcHmdZKfn69Dh/IUHBysmJjS18mBAwdkWU5FRUUr9K+T5eXla/jwPK1dG6zmzWPLfP42x65dGy0pVJ07S3Z7vqQ8Seb53LFDf92PLP32W7GaNo2WzVb6OjGPRZC6do1zPZZZWVlyOosVGRmpsDDzfBYWFiorK0cnnmjXvn3xfz0Gkt1uXieHD5c+9/36Ferll3M0Zoxda9fG//X4SlK2pCJZVqR27AhXt27SO+8UKTc3W5LUqFHpc3/wYLaKiooUERGp8HBzu0VFRcrKytbVV0tr1yaUud0cSYWyrHDt2BGpbt2kWbOcOnjwQLnbPfJ1Ipn3lqwsc2xcXLzsf80HyMvLU0GBeT4jIqJ10UVmJenmzff9dV7zmrIsaceOPHXpkq/XXw9VTIzn5968LvOVkZGnpk2DZbOVPveWtU+7dkmdOsXqgw+CZbdX73VSUJCvnJw8XX11kNaujSvz+ByQ5JRlRWvHjlB16ya9+Wa+8vPzZLcHKa7MKkWenvvc3Byvjz14MEdXX131c//WW4U6dChHNptd8fHxVT73Bw+Wf51U9HxW59jKnvtDh/J19dXhWrvW83tEt27V+3df9jVVm+8R1X2d5OV5fu6rc2xFr5Mjn8+Kjs3PL9Rll+UoI8Oupk3jy7ynZcuyiv76dxyu2bMlp7Pi5/NoXydln/vaeI+o6Pms3vuJ+Rxh3k/y1aVLnl59NVhxcbHlbremrxNPz+eBPXsUsm61YteuVuiKZQpetkj2jLWyefGR0bLZVNypqw716KXCXr0V2q+/irt0l0JCqvU6qej5rM6xvniPKCjIr5XXSUXvEcHBoRo5Mvqv14j5zGHEyrKCtWOH1KVLvl5+OU+hoQ3vPaI2nvtAfo+o6e+HOnuPqMHr5Gg+R/Ae4fn55HME7xE1ee6dTtNiZO3afWra1BRBrF7duPamrW3atMlyOp2uv1f2UxcKCgqsoKAg64MPPnDbPnLkSOv888+v8DrJycnWk08+6bbtnnvusVJSUjyeJz8/38rKynL9bN261ZJk9erVywoO3me11XrrsIJcZde3JQx1q8Lu1esUy+FwWKGh21zbkpLesBwOh9W69b/cjk1JOcNyOBxWePh617bExPcth8NhtWv3D7dju3f/m+VwOKzIyNWubQkJcyyHw2F16DDe7diuXS+xHA6HFR292LUtLu5by+FwWJ06XeV2bOfOf7fGd+jgdp/eCh5sORwOq0uX4W7Hduw41nI4HFZ8/FeubVFR6ZbD4bC6dXN/HNq3n2A5HA6rceOPXdsiItZZDofD6tFjsNuxbdveYTkcDqtJk3dc28LCNlsOh8Pq2bO/27GtWt1rORwOq2nTV1zbQkJ2WQ6HwzrhhDS3Y5OTp1gOh8Nq3nyaa1tQULblcDgsh8NhSYdd21u0eMpyOBxWixZPlbmNw65jg4KyXdubN59mORwOKzl5itv5TjghzXI4HFZIyC7XtqZNX7EcDofVqtW9bsf27NnfcjgcVljYZte2Jk3esRwOh9W27R1ux/boYZ6PiIh1Zar9P7YcDofVvv0Et2O7dRtqORwOKyoq3bUtPv4ry+FwWB07jnU7tkuX4ZbD4bBiYha4tsXG/mg5HA6rc+e/ux3bqdNVlsPhsOLivnVti45ebDkcDqtr10vcju3QYbzlcDishIQ5rm2Rkasth8Nhde/+N7dj27X7h+VwOKzExPdd28LD11sOh8NKSTnD7djWrf9lORwOKynpDde20NBtlsPhsHr1OsXt2OOPf8ByOBxWs2YvubYFB+8r89yXHtuy5WOWw+GwjjvuWdc2uz3Pdazdnufaftxxz1oOh8Nq2fIxt9soOTY4eJ9rW7NmL1kOh8M6/vgHAv49wuFwWLGxP7q2xcQs4D2C9wjeIxrKe8QJJ1gDW42whusN60ndbP2sk6xDNrvlduVKfrYFR1pfx8db/w67zjpN31nRyuY9gvcI3iMa0nsEnyN4j+A9osG/R4SFpVtS1dPWgj3HSu5atWpV4d/rS2ZmpoqLi9W0aVO37U2bNnU17T7Szp07Kzx+586dHs8zefJk3X///R73360HFSxTWfVnaKjej+ol7fN4eEBYFBurKWGjdXeBWTnu8qK5WrWvjT4Ir+KKAAAgoCRa+9RdnylNi3TKwc/Ue8UKxRcvk/Rm6UFWxdc9GBSklWFN9V3eaC1UXy1WH8W3v1NRUWv0++9XKLugnyQppu7vBgAAqGc1Wm3tlVdeUWJios4991xJ0h133KEXXnhBXbt21VtvvVUn4dL27dvVokULzZ8/XyeddJJr+x133KHvv/9eC0uW5iojNDRUr7zyioYPH+7a9vzzz+v+++/Xrl27KjxPQUGBCgoKXJezs7OVnJwsm22n2lrZWqcurvDoatt0zdRoWVao63i7/ZAkyekMU8mUKKlIdvthWZZdlhVWo2NttnzZbJaczlBJQUcca5NlhR/VsTanTd/pTPXTz5KkA4pTLy3UZnWq4HZDVDolr1h2e2EFt1sgm815FMc6ZbcX/PX4RJQ5tlA2W7EsK1iWFVKDY62/pnFJTme4JNtfxx6WzVZUzWODqnzuq3NszZ77+n2dePd8Hu3rxNPzebSvk7LP59G+Tjw9nzV7nQTCe0T9PPe8R1R2LO8RvEdU9z0i3CrWCVqmNC1SmhYoTUvUVpvkjUKFaLl6apH6aqH6apFO0AZbazkVxHsE7xFHcSzvEf70HtHwnnveIyo7lvcI3iM8v0cUSGpUez2PyurUqZOmTp2qgQMHasGCBTrjjDP01FNP6dNPP1VwcLDef//96t5klQoLCxUZGan33ntPQ4cOdW0fNWqUDhw4oI8++qjcdY4//nj94x//0C233OLadu+99+rDDz/UihUrvDpvSc+jbvpRt+lFjdarkqT1aqfOWqdieV28Vav66QfdqifVXusVqkJJ0k410ysapZkardIXivdaaZNWqKfiZOZ1/qBTdbq+ldP1j/3opWi5XtPflaso5av0H7bdJjktKVyHFKU8jdRrygjvpfz8qm8zKMj04oyMlLp1k6tPz5FK5naW9gso3WdZ0vbtpkF3SEjF+0t6BUnSmjVSXp6Uny9XzyPLMqsRR0SY8XTv7nksR6uq+7J2rfm76XlU+f3wdF8reyxLFBVJHTpIBw6Yy0feTonTTjO3dcklnsfs7Tmr+1jU9Hbr67x1PX5fPT7+Noba0FDuhz861h/bWrn/xcWyr1uj4GWLFLR0kYKWLVLQmlWyedmHsrh9RxU7+qrohDQVO9JU3L2n6cgMv3Cs/xsBANSeI3+nOJ3ZWr26FhtmlxUZGal169bp+OOP15133qkdO3bo1Vdf1a+//qoBAwZoz549R3VnPOnbt6/S0tL0zDPPSDKNpo4//njdeOONHhtm5+Xl6ZNPPnFtO/nkk5WSklLthtlttEy/qY+r6miUZupVjaqFe1VzNjk1Vi/oWr2g47RDkqVChSmjzKpl1XWFXtfr+rvr8iQ9rCmaVKtjnqvBStFK/akWkmyuD0CWZamFtmmVUnSOba6CQ+3VWm0tMdGslObtamsJCSbkyc+X9u2TYmPNvpLV1iraX/KyqWq1NW/GcrQquy9lV1ur6n5Udl9rY7W1xETpnXfKr7Z2NOeszmNxNLdbX+et6/H76vHxtzHUhoZyP/zRsf7YVuv+W5a0datZ8azkZ8kSKTfXu5M1bSr17Vu68lnv3lKjRnV231A7jvV/IwCA2lP2d0pcXLZ++63q8EiVt6muWJMmTaxly5ZZlmVZvXr1sl599VXLsixr/fr1VlRUVE1u0itvv/22FRYWZs2cOdNas2aNde2111rx8fHWzp07LcuyrL///e/WxIkTXcf//PPPVnBwsPXYY49Za9eute69914rJCTEWrVqldfnzMrKsiRZU3W5q7PUH8Htrejw0gZovvo5Xd9YGWpv7VBTa7W6WkuVaq1WV2u7mloZam+drm8qvJ690j6YTusNDXdtKFSw1VuLamW8NptlhYRY1gUx31gbgsy4f1WXv8bdxdqhptbGkA7W31t8Y4WFmXHa7ZYVHGxZQUHm+kfeXmioZSUlWdZZZ1nWN99495x+8405/vjjLatZM/Nn2etXtb/sMUlJZgxBQTUby9GqbKzVuR+VHeONxx6zrJiY8s9Phw7lb6u2zlmdx6Iu1dZ563r8vnp8/G0MtaGh3A9/dKw/tp7u//cf7besL7+0rAcftKzzz7espk29/+UbFWVZ/ftb1u23W9asWZa1ebNl/bUACgLPsf5vBABQe0p+p7RsmeVVw+waVR5dccUVWrdunVJTU/XWW29py5Ytaty4sT7++GPdddddWr16dc0jsCo8++yz+u9//6udO3eqV69e+t///qe+fftKkgYMGKDWrVtr5syZruNnzZqlu+++W5s2bVKHDh306KOP6pxzzvH6fCWVR/tkU6O/OkhuvO8V/XbiSMXFSZ9/Li1bZr6wGztW+uor6ZtvpD//NN8GRUSYyouOHaWoKPNF4datplKlbVtzzO7d0rZtpnIjJkbq1ctMecrLk/74Q1q/3nyrFBRUOg3JZjl1z4LBap+3UtvUQsEhNlPx0lgqKrIUtHObtsan6Lbuc7U7066ICPNt1KRJpjxt2zZp5kyppNd4z55SUpL54jI8/4De/a2nGudskSTtadRB/718mVZvilZ2tvl268wzpZNOMtf/7DMzvvx8M7bWrc25srPNeSQpOdl8yWm3m2PbbJyn9rOn6PCqDBUdKpQzKFTODp0U89BEaeBALV0qlbSx6tvXjO/dd6WNG8221FQzVapxYzPu1NTqT3VKT5cyM83zc+T1q9pf9pjdu00VUk3HcrQqG2t17kdlx3ijqEh6803zvEVFmVLIPn08TyGsjXPW1+3W13nrevy+enz8bQy1oaHcD390rD+2zkMFynh3hbRokZI2LVLC+oWy/fabd1cOCpJ69CitKEpLM/OUg2pv+jl871j/NwIAqD1Op/Tjj9kaMKCOpq0dOHBAd999t7Zu3arx48dr8ODBkkw/odDQUP3rX/+q+ej9TEl4lCUpVjINXtasMfOCfGnpUunCC80cqYiI8vvz8kz5+vvvSw5H9W//hx+kAQNKG9eMHSu98MJRDbkcPv0AAI5lTqf0++9m2tnChebP5ctNAz1vtGnjHhSlppr0HgAAwEuuzKOK8KhGCUh8fLyeffbZctsrW+K+wbjoIt8HR5IJXAoLPTezDA+X9u83x9XEaadJEydKkyebyy++KA0ZIg0bVrPbq4jdXrNgCwCAQLRzp3tQtHixlJXl3XUTEtyDoj59TLkrAABAPahxCvLjjz9q+vTp+uOPPzRr1iy1aNFCr732mtq0aaN+/frV5hj9y4svSmed5fuOhImJZpmvgoKKK49KlgFLTKz5Oe67z8zDW7LEXB471swhO+64mt8mAADHgpwcueZglzS13rrVu+uGhUknnFAaFPXta+a6l11iCwAAoB7VKDyaPXu2/v73v+uKK67QsmXLVFBQIEnKysrSww8/rDlz5tTqIP3K3r3SddeZZj++nGKVmip16iStXCm1aFF+zdZ9+6SUFHNcTYWGSm+8YW4jL8/c99GjpblzmV4GAECJw4el1avdVz9bs8ZMS6uKzSZ16eIeFHXvbn4HAwAA+Ika9TxKTU3VrbfeqpEjRyomJkYrVqxQ27ZtlZ6eriFDhmjnzp11MVafKNfzSDLByfz55gOeL9XXmq0vvihde23p5SeflG655ehvFwCAQGNZZvWGskHRsmXSoUPeXb9Fi9KQKC3NTN+ubFlcAACAOlSnPY8yMjJ02mmnldseFxenAwcO1OQmA4Pdbr5FdDql2bN9Hx4NHChNny5NmSJlZJgeR6GhpuJo4sTam1o3Zow0Z4704Yfm8p13mttOSamd2wcAwF9lZpreRGXDIm/7CcbEmN5EJUFRnz4mPAIAAAgwNQqPmjVrpvXr16t169Zu23/66Se1bdu2Nsbln8oWaeXm+m4cZQ0caFZFq8tVy2w2U320cKG0Y4dp1D1ihOmFFB5ee+cBAMCXDh0yv0/LBkUbNnh33eBgqWfP0qAoLc1ML2eaNwAAaABqFB6NHTtWN998s15++WXZbDZt375dCxYs0D//+U/dc889tT1G/1E2PPJ11VF9L3OfmCjNnCkNGmQu//qrqXi67766OycAAHWluNj0LywJiRYulFatkoqKvLt++/buQVGvXnyhAgAAGqwa9TyyLEsPP/ywJk+erLy8PElSWFiYbr/9dk2aNEkRFa3+FaAq7HkUGWmW1g2u8WJ1R2fevNKpaoWFZqpap061O1XNk5tvlv73P/P30FDTILRDh7o9JwAAR8OypG3b3IOiJUvMimjeaNLEPSjq08f0GgQAAAhw3vY8qlF4VKKwsFDr169XTk6OunbtqunTp+u///1vw2+Y3aGD71ZbK9sku3Fjs5xvQYFZCS0mxvRAqssA6eBBqXNnaft2c/nMM6Uvv2T5YACA/8jKMuHQwoWlgdGOHd5dNzLSNLEuCYrS0qRWrfg9BwAAGqQ6aZhdUFCg++67T1999ZWr0mjo0KGaMWOGhg0bpqCgIN16661HPXi/FRRkApuCAjNlzOGo3/M7nabi6OBB03Cz5INsRIS5vG2b2T9gQN0FWzEx0lNPSZdeai5//bX0zjvS5ZfXzfkAAKhMYaG0cmVpRdGiReYLHm/Y7VL37u5BUbduvqssBgAA8FPV+nR0zz33aPr06TrzzDM1f/58XXLJJbrqqqv0yy+/6PHHH9cll1yioKCguhqrbzVrJjVvbv6+Y4f3K63UpvR0M1WtcePy34DabKaEPiOj7oOtiy+WBg+W5s41l2+9VRoyRIqLq7tzAkBDU9+96xoCy5LWr3evKEpPNwGSN1q1cg+KHA4pKqpuxwwAANAAVCs8mjVrll599VWdf/75Wr16tVJSUlRUVKQVK1bI1tDLuffsMSusJSSYXj+JifU/hsxM8wE5LKzi/eHh0v79dR9s2WzSs8+ab2vz86WdO6W775aeeaZuzwsADYUve9cFkl273Fc+W7zY/J7zRnx8aUjUt6/pU9S0aZ0OFwAAoKGqVs+j0NBQbdy4US1atJAkRUREaNGiRerRo0edDdDXyvU8stvNt8OLFtX/N8RLl0oXXihFR5upakfKyzMB1/vv18+UuoceMqGRZAKlRYuk3r3r/rwAEMh83bvOX+XkSMuWuYdFmzd7d93QUPO7uSQoSkszq6E19C+2AAAAjlKd9DwqLi5WaGho6ZWDgxUdHV3zUQYip1PKzvbNuVNTzTfTK1e69zySTCn/vn1SSoo5rj7cdpv02mvmm3PLkq67zkwlaKhTFwHgaPlD7zp/UFQk/fqre1C0erV5fLzRubN7UJSSYgIkAAAA1IlqhUeWZWn06NEK+2vaVH5+vq677jpFHdEv4P3336+9EfqTkg/yW7aYKqA+fer//BMnmm+st20zU+jCw83UsX37pNhYs7++/sMRFiZNnVr6DfnSpebyjTfWz/kBIND4S++6+mRZpoKobFC0dKmplvVGs2YmJCoJinr3psceAABAPatWeDRq1Ci3y1deeWWtDsavhYSY1VecTunwYVNhU9/hkWSCmunTS3tl7N9vvm1NSfFNr4zTT5f+/ndTgSRJ//qXdNFFpc3FAQCl/KV3XV3at8/0JiobFu3e7d11o6PN79ayTa2PrLQFAABAvatWeDRjxoy6Gof/O3xYKi72jylZAweaKQ3+skrPY49Jn3wiHThgpvT94x/SW2/5ZiwA4M8SE03gX1BQce+6/HzfLcpQE/n50vLlpSHRwoVmNTRvBAebLz7KBkWdO/vH71kAAAC4qVZ4dMxzOs1PSIgpn/clu91/pjQkJZlKqOuuM5ffflu66irp7LN9Oy4A8Df+1ruuOpxOU/FaEhItWiStWGH6F3mjXTv3oCg1teIADQAAAH6nWqutHYvKrbYmmdVw9u0z35rCcDqlU06RfvnFXG7XTlq1iv8YAMCRyq62VlHvumnT/GO1te3b3YOiJUu8XzAiMdE9KOrTJ3CqqQAAAI4h3q62RnhUhXLhUXCw+bA/Z47/VP74ixUrzGNSXGwu33OPdP/9vh0TAPijefNKe9cVFpqpap06+aZ3nWRCoaVLS4OiRYvMwgzeCA837/0lQVHfvlLr1vQpAgAACACER7XE9UAGBSk2MlJq2lTKyZFmzpQGDfL18PzPP/8pPfGE+XtoqJma0amTb8cEAP7I6fRN77rDh817c9mG1mvXmmlzVbHZpG7d3IOibt3MdG4AAAAEHG/DI+ZdeattWzNd7dChwGpmWt/uu096913pzz/Nt+nXXit9+63vmnkDgL+qj951liVt2OAeFC1bZhp2eyM52T0oOuEE87sQAAAAxxTCo+rw92am/iAmRnrmGWnYMHP5hx+kF180/T0AAHVrzx73oGjRIvN7yxtxcaY3UUlQ1KeP1Lx53Y4XAAAAAYFpa1Vw63kUFCQ1aya9+qp/NDP1ZxdfLM2ebf4eGyv9+qvUsqVvxwQADUlenqkiKgmJFi6UNm3y7rohIVKvXiYkKqks6tCBKlEAAIBjDNPW6kJxsbR/v69HERiefVb65hvpwAHTiPX666WPPqKBKgDURHGxtGaNe0XRqlWlCxRUpWNH96CoZ08pLKxuxwwAAIAGg8qjKpRbbU2SWrSQtmzhG9qqzJghXX116eW335Yuu8x34wGAQGBZ0tat7kHRkiVSbq5312/a1D0o6t1batSobscMAACAgMRqa7WkwvBIkubPl046yUejChCWJZ19tvT11+ZykyZmRZ/GjX07LgDwJ/v3m3CoZOrZokXSrl3eXTcqyoRDJUFRWpppck2VJwAAALzAtLW6NnUq4VFVbDZp+nSpRw/Tm2PPHunWW03PKAA4lh06JL31lvldsmSJd9cJCjLvp2WDoq5dzXYAAACgDhEe1RS9j7zTtq304IPSP/5hLr/2mjRihDR4sG/HBQC+sGWL9Pzz0ksvSXv3Vn5smzbuQVFqqqk0AgAAAOoZ4VFN9e7t6xEEjgkTTL+jRYvM5XHjpNWrpZgY344LAOqDZUnffSc984xZOMDpLH9MQoJ7UJSWZqb6AgAAAH6AnkdVqLDnUVCQmYYVGurDkQWYVaukE06QiorM5Ztukv73P9+OCQDqUm6u9PrrZvXJ1avL74+MlK68Uho/3qx+Rp8iAAAA1DNvex6xXFhNjBlDcFRdPXpIkyaVXn72WdN0HAAamj/+kP75T6llS+m668oHR23aSI89Jv35p+kL16sXwREAAAD8GpVHVXCrPAoOlq65Rpo2zdfDCkwFBaZnx9q15nKXLlJ6uhQW5ttxAcDRsizpq6/M1LTPPjOXj3T22abqcsgQmlwDAADAL1B5VNvuustMQSA4qrmwMOn//q/0G/a1a6WHHvLtmADgaBw8aCopu3SRBg2SPv3UPTiKjpZuvNG8333xhfS3vxEcAQAAIOBQeVQFb1M4VMOECebbeUkKDpaWLpVSUnw7JgCojt9+M6HRzJkmQDpSx44mNBo1SuJ3BwAAAPyUt5kH4VEV/D48cjrN1K/MTCkx0UwLs/t5QVlOjtStm1myWpL69JEWLODbeAD+zemUPv/chN9ffFF+v81mpqTddJOZoubv78UAAAA45nmbeQTX45hQ2+bNk6ZMkTIypMJC08S7Uydp4kRp4EBfj86z6GjphRekwYPN5cWLpTvukB5/3LfjAoCKHDggzZghPfectGFD+f1xcdLVV0vXXy+1b1/vwwMAAADqGl+LBiKn0/ReuvJKM+UrKkpq3tyEMitXSuPGmWDJnw0aJI0cWXr5iSekqVN9Nx4AONKaNdL48WbVtH/8o3xw1LWred/680/zHkZwBAAAgAaKaWtV8Ltpa/PmSZMnSz/9ZKqNgoKk8HCpWTPTV8OypG3bTA+huXP9e9pETo506qnS8uXmst1ums0OGeLTYQE4hhUXS598YqamVRTC2+3S+eebqWmnn166AAAAAAAQgFhtrSGaN89UFS1bJhUVSSEhJjw6dMj0D8rONv+RSUgwU9nS03094spFR5uwqEULc9nplC69VFqxwrfjAnDs2bdPevRRqV07adiw8sFRQoKZXrthg/TBB2ZqMMERAAAAjhGER4HC6TT9jQ4eNP+Jkcw34Ha7CZGKi6WdO03lUXi4qUrKzPTtmL3RooUJkKKizOWcHLOU9fbtvh0XgGPDihXSmDHmvejOO6XNm9339+wpvfSStHWr9MgjUuvWPhkmAAAA4EuER4EiPd1UEzVubMIiu90ERZL59js4WMrPl/LyzJ+hoWb1tUDQq5f0zjulU+z+/NMESDk5Ph0WgAbq8GFp1izptNPM+8///Z953ywRFCRdcon0ww/mvfeaa6TISJ8NFwAAAPA1wqNAkZlpqonCwsx/YsLCzNS1EjabCZOKisz0i06dpNRU3423us49V/rf/0ovp6dLI0aYiioAqA179kgPPSS1aWOmyP74o/v+Jk2kf/1L2rRJevdd05ONqWkAAAAA4VHASEw01UQFBeZy8+bm2/HCQjOlzek02/ftM42zJ07072bZFbnhBumWW0ovf/KJ9M9/+mw4ABqIJUukUaPMqml3320WFSird2/plVdM77gHHzTHAQAAAHAJsHThGJaaaqqJ9u41FUYxMVKrVlJEhKnOOXzYhEknnCBNm2aauQaixx4zKxmVePpps+oRAFRHYaH05pvSSSdJffpIr75qtpUICTHVjQsWSIsWSSNHmn5xAAAAAMqxWVZJ4xxUxNtl6+pFyWprJU2zw8NNn47du800tn//W7r22sCrODpSbq7pRbJsmblst0sffWT6IAFAZXbskKZPNz87d5bf36yZdN115r2yefP6Hx8AAADgR7zNPAiPquBX4ZFkAqQpU0zz7MJCM5WtUyczTS1Qq40qsn27dOKJZoUjyazG9uOPgdXHCUD9sCzpl19MleJ775lKzCOddJJ0003SRReZ900AAAAAhEe1xfVAvvCCYq+6yqxq5mtOp2konZlpeiGlpgZ+tVFFVq6U+vUzlVaSdNxx0sKF9CMBYOTnm5Uan3lGWrq0/P7QUGn4cBMaORz1Pz4AAADAzxEe1RLXA2m3KzY+XrrrLpo416cvvjArsZWsutazp6lAionx7bgA+M6ff0pTp0ovvmhWUDtSy5bS+PHS2LFmBTUAAAAAFfI2PGqA5Sp1JChI2r9fmjRJevxxX4/m2DFokPTcc6WXV6yQLr9cKiry3ZgA1D/Lkn74QbrkEql1a+nhh8sHR6edJs2aJW3caIJ+giMAAACgVhAeeSs42DSoLioy/2khvKg/48ZJt91WennOHOnmm81/JgE0bHl50ksvmem5/fubnkYllYiSWXFyzBhp+XLp+++liy/2j+nFAAAAQANCeFQdNptZ3jkrS3r7bV+P5tjyyCPShReWXn7+eemJJ3w3HgB1a9Mm6Y47pORkM/1sxQr3/a1aSY8+aqawvfiimdIKAAAAoE7w9Wx12e2m6mjzZl+P5Nhit0uvvWZWX1u82Gy77TbTMHzUKN+ODUDtsCyzouQzz0iffGIWBzjSGWeYBth/+5uZTgwAAACgzhEeecvpNAGG02kqkFq18vWIjj2RkdLHH5sltzdtMtuuuUZq1Eg6/3yfDg3AUcjJMeHws89Ka9aU3x8VJY0cKd14o9S1a/2PDwAAADjGsdpaFVydxyXFloRHCQnSrl301fCV9eulfv3McyBJYWHS3LnSgAE+HRaAalq/3jTEnzHDTAc+Urt2JjAaPVqKj6/v0QEAAAANHqut1YWSKRSXXEJw5Evt20tffCHFxZnLBQXS0KHS6tU+HRYALzidJuw991ypY0fpqafKB0eDB0uffSb99pt0yy0ERwAAAICPER5Vh90uRUdLf/xRcS8O1J+ePU1PlPBwczkrSxoyRNq2zbfjAlCx7Gzpf/+TOnc2/1bnzHFfMTEmRpowQcrIkD7/XDrnHPOeCwAAAMDn+GTurVatpF69zMo/GRlSerqvR4RTT5Xeesv0oJLMqkvnnFPx9BcAvrFunZl61qKFdPPN0u+/u+/v3Nn0Otq2TXr6aVONBAAAAMCvEB55KzTU/BkeLhUWSpmZvh0PjKFDzcpMJVaulC66yDxHAHyjuNhUBp59ttSli+lrlJNTut9mk847T/ryS9Mg+4YbTOURAAAAAL9E4x5vbdwoRUSYlb1CQ80S8fAPN9wgbdkiPfqoufzNN2YVtldfLa1KAlD39u+XXn5Zev55M733SPHx5t/m9ddLbdvW+/AAAAAA1AzhkbeCgqRDh6S8PDN9LTXV1yNCWZMnS1u3mmlskvT669Lxx0sPPeTbcQHHgtWrTQXg66+b98gjde8u3XSTdMUVUlRU/Y8PAAAAwFEhPKqOss1d4V/sdrPc944d0nffmW0PP2x6VF13nU+HBjRIRUXSxx+b0Kjk31xZdruZVnrTTVL//lQBAgAAAAEsIHoebdq0Sddcc43atGmjiIgItWvXTvfee68Kq+hrM2DAANlsNref62oaJDidUmSk1LKltGcPDbP9UViY9MEHpsqhxA03mP/gAqgdmZnSlClSu3amv9iRwVHjxtLEiWaq7+zZ0oABBEcAAABAgAuIyqN169bJ6XRq+vTpat++vVavXq2xY8cqNzdXjz32WKXXHTt2rP7zn/+4LkdGRtZsEG3amIauTqepbqFhtn+KjzdLgJ90klm9yemULr9c+vZbqW9fX48OCFzp6abK6K23pPz88vtTU02V0eWXm/5wAAAAABqMgAiPBg8erMGDB7sut23bVhkZGZo6dWqV4VFkZKSaNWt29IMoCZ3y82mY7e+Sk6XPP5f69ZOys02vqr/9TVqwQGrf3tejAwLH4cPS+++b0Ojnn8vvDw421Uc33SSdfDIVRgAAAEADFRDT1iqSlZWlhISEKo974403lJiYqO7du2vSpEnKq6iZaxkFBQXKzs52+3GxLGnfPqlTJxpm+7sePcwUtpAQczkzUxo82Ew5BFC5XbukBx6QWrc2lURHBkdJSdK//y1t3iy9/bZ0yikERwAAAEADFhCVR0dav369nnnmmSqrjkaMGKFWrVrpuOOO08qVK3XnnXcqIyND77//vsfrTJ48Wffff3/5HXl5UlaWFBtr+nnYAzZ3O3YMHGiaaF95pbm8YYOpQPr229JKMgClFi0yVUbvvitV1FMuLc1UGV1yiekxBgAAAOCYYLMs3y0hNnHiRD3yyCOVHrN27Vp17tzZdXnbtm3q37+/BgwYoJdeeqla55s3b57OOOMMrV+/Xu3atavwmIKCAhUUFLguZ2dnKzk5WVktWyq2SxcTHA0cWK3zwsemTJEmTSq9fN55ZipOcEBmp0DtKiiQZs0yodGiReX3h4RIl11mQqO0tPofHwAAAIA6k52drbi4OGVlZSk2NtbjcT4Nj/bs2aO9e/dWekzbtm0VGhoqSdq+fbsGDBigE088UTNnzpS9mtU/ubm5io6O1ty5czVo0CCvruN6IL/7TrGnnkrFUSCyLLPq2tSppdvGj5eee46pNjh2bd8uTZsmTZ8u7d5dfv9xx0nXXSdde63UtGn9jw8AAABAnfM2PPJp6UWTJk3UpEkTr47dtm2bTj/9dDkcDs2YMaPawZEkLV++XJLUvHnzal9XqakER4HKZjNVFdu3Sx99ZLZNnSodf7ypJAOOFZYlzZ9v/j3Mni0VFZU/5pRTTJXRhReW9gwDAAAAcEzzaeWRt7Zt26YBAwaoVatWeuWVVxQUFOTaV7KS2rZt23TGGWfo1VdfVVpamjZs2KA333xT55xzjho3bqyVK1fq1ltvVcuWLfX99997fW5vUziU4XSaZb0zM82qdP4SvOXlmSmHCxeWbnvttdKeSEBDlZ8vvfWWCY3S08vvDwuTRowwoRGLAQAAAADHjICoPPLWV199pfXr12v9+vVq2bKl276S7Ovw4cPKyMhwraYWGhqqr7/+Wk899ZRyc3OVnJysiy66SHfffXe9j/+YMm+e6TGUkWEa7oaGmtXp/KFXVGSk9MknZknx9evNtmuukdq1k046ybdjA+rCli2myu7FF6WKpggnJ0vXXy+NGWOCXgAAAACoQEBUHvkSlUfVMG+eNG6cdPCg1LixqWYoKDD/aY2JMb1VfB0gSWbVtZNOkvbsMZebNpWWLJGOCCaBgGRZ0vffmyqjDz80lYBHGjDAVBmdfz6N4wEAAIBjmLeZhx/MJUKD4HSaiqODB6UWLaSICDNVLSLCXD540Oyv6D+y9a1dO7PaWkk/l127pKFDpUOHfDos4Kjk5kovvCD17Cmdfrp5jZf99xYZaZpfr1wpffut6WlEcAQAAADAC4RHqB3p6WaqWuPG5Vcws9mkhASzv6J+K77Qr59Zba3E0qVm6g6FeAg0GzdKt91mKufGjZNWrXLf36aN9Nhj0p9/muq/Hj18M04AAAAAAYuvnVE7MjNNj6OwsIr3h4dL+/eb4/zF2LGmCuPZZ83lN9+UUlKkO+/07biAqliW9PXXZmrap59WHHqedZaZmnbOOVKZRQYAAAAAoLoIj1A7EhNNc+yCAjNV7Uj5+Wa/vzXlfeIJ6ddfzTQeSZo0SereXTr3XN+OC6jIwYPSq6+awHPduvL7o6OlUaOkG2+UOneu//EBAAAAaJCYtobakZpqVlXbu7d8FYRlSfv2mf3+tgx4SIg0a5aZ2iOZsY4YIa1d69txAWX9/rt0881matqNN5YPjjp0kJ5+Wtq2zQRLBEcAAAAAahHhEWqH3S5NnGhWVdu2TcrLM8168/LM5dhYs9/uhy+5xo2ljz6SoqLM5exs6YILzDQ7wFecTmnOHGnIEKljR+l//zOvzRI2m5mS9vnnJkyaMMH8OwMAAACAWuaH/5NHwBo40DTkTUkxKz/t2GH+TEmRpk0z+/1Vjx7Sa6+VXv79d+nyy6WiIt+NCcemrCzpqadMpd6550pz57rvj42VbrlF+u036bPPpMGD/TOUBQAAANBg2CyL5aUqk52drbi4OGVlZSmWb/W943SaVdUyM02Po9TUwPnP7QMPSPfcU3r5H/+QHn/cd+PBsWPNGjPl7NVXTeh6pK5dzZS1v//d9DYCAAAAgKPkbeZBeFQFwqNjjGVJl14qvfde6bZXXpFGjvTdmNBwFReb1dKeeUb65pvy++126fzzzappp59upqoBAAAAQC3xNvNgtTUElrquarLZpJkzzbS1FSvMtmuvNVOI+vatvfPg2LZvn/R//yc9/7y0aVP5/Y0aSWPGSNdfL7VuXd+jAwAAAAA3hEcIHPPmSVOmSBkZUmGhFBpqQp2JE2u3n1JUlGmg3bu3CakKCqRhw6TFi6UWLWrvPDj2rFxpqozeeEM6dKj8/pQUU2U0YoQUGVn/4wMAAACACgRIIxo/kJ5uql7gG/PmSePGmf98R0dLzZubP1euNNvnzavd87VqJc2eLQX/la/u2GECpIr+ww9UpqjITIPs31/q2VN66SX311FQkHTJJdL330vLl5uKI4IjAAAAAH6E8MhbV15pVjWq7ZACVXM6TcXRwYOm8iciwkxVi4gwlw8eNPtrO9w77TTTwLjE4sVmChttwuCNPXukhx+W2rQx4dAPP7jvb9JE+te/zLS1d981rzd6GgEAAADwQ4RH3oqKqrsqF1QuPd1MVWvcuPx/rm02KSHB7E9Pr/1zjxsnjR9fevn111l9DZVbulQaPVpKTjbh0J9/uu93OExfrS1bpAcflFq29MUoAQAAAMBrhEfequsqF3iWmWl6HIWFVbw/PNzsz8ysm/M//bSZclTizjuluXPr5lwITIWF0ltvSSefbHplvfKK6ZVVIiTE9DFasMBUsI0aZV63AAAAABAACI+qo66rXFCxxETTHLvsf8bLys83+xMT6+b8ISHSrFmmD5JkgsPLLzevAxzbdu6U7r/fvDZKwqGymjWT7rtP2rzZNMk+8USmpgEAAAAIOIRH1VXXVS4oLzXVrKq2d2/5fkOWZZY979TJHFdXmjSRPv7YTF+UpKws6fzzpQMH6u6c8E+WJf3yi3TFFdLxx5twaOdO92NOOkl6800TGt17r2nwDgAAAAABivCouuq6ygXl2e3SxIlSTIy0bZuUl2eqf/LyzOXYWLPfXscv55QU6dVXSy//9ps0fLhUXFy354V/KCgwz39aWmk4dPhw6f7QUGnkSDMtbf5889oIDfXdeAEAAACglhAeVUd9VbmgvIEDpenTTYCTmyvt2GH+TEmRpk0z++vDhReaSpISc+dKkybVz7nhG3/+Kd19t2mAPWqUtGSJ+/6WLaWHHpK2bjW9jnr39s04AQAAAKCO2CyLdccrk52drbi4OGV17KjYrCxT5VKfYQXcOZ2m31Rmpqn+Sk2t+4qjisZw8cXSBx+UbnvtNenKK+t3HKg7liX99JP0zDPS++9XXF122mnSTTdJQ4dKwcH1PkQAAAAAOFquzCMrS7GxsR6PIzyqguuBbNlSsV26mOlRBEfIyTEra61aZS6HhUk//GCmNCFwHTpkpqM984y0YkX5/eHhJiS88UapZ8/6Hx8AAAAA1CLCo1rieiC/+06xp55a/1Uu8F8bN0p9+phG3pJ03HFmShPNkQPP5s3S889LL71kpqYeqVUr6YYbpGuuMSsuAgAAAEAD4G14RBLiLV9Mj4J/a9NGeu+90ilL27dLw4aZpurwf5YlzZtnnrO2baVHHy0fHJ1xhvThh9KGDdLttxMcAQAAADgmkYYAR2PAAOnpp0svL1woXXedCSbgn3JzTd+yHj1KwyGns3R/VJQ0frz066/S119LF1wgBQX5bLgAAAAA4Gt0eQWO1vjxpj/OCy+Yy6+8Yvrh3Hqrb8cFdxs2SM89J738spSVVX5/u3aml9Ho0VJ8fH2PDgAAAAD8FuERcLRsNtNgee1a6ccfzbbbbpO6dpUGDfLt2I51Tqf01Vfm+Zkzp+KKsMGDzappgwczNRUAAAAAKkB4BNSG0FDT/6hPH2nLFhNaXH65tGiR1KGDr0d37MnONhVgzz4r/fZb+f0xMdJVV5km2B071v/4AAAAACCAEB4BtSUpSfroI+mUU6S8POnAAen886VffpHi4nw9umNDRoYJjGbOlHJyyu/v3NlMTRs50gRIAAAAAIAqMUcDqE29epngosS6ddIVV0jFxb4aUcPndEqffmqmCHbubMKjssGRzSadd5705ZfSmjWm2ojgCAAAAAC8RngE1LZLLpHuvrv08mefuV9G7ThwQHriCTMtsCQcKis+XvrnP6X166WPP5bOOssESQAAAACAamHaGlAX7r9fWrXKTGOTpClTzNLwI0b4dlwNwerVprrotdfM9MAjde9uGmBfcYUUFVX/4wMAAACABobwCKgLdrsJN046Sfr1V7PtmmtMc+bevX07tkBUVCR98olZNe3bb8vvt9uloUNNaNS/PxVGAAAAAFCLCI+AuhITY6ZL9ekj7dsn5eebgGPJEqlZM1+PLjDs3Su99JL0/PNmFbsjNW4sjR0rjR8vHX98/Y8PAAAAAI4BhEdAXWrbVpo1Szr7bNM0e9s26cILTfVMWJivR+e/li83VUZvvmlCtyOlppoqo8svlyIi6n14AAAAAHAsoWE2UNcGD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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]}]} \ No newline at end of file diff --git a/Computer Hardware Analysis/README.md b/Computer Hardware Analysis/README.md new file mode 100644 index 000000000..2cdc14fe2 --- /dev/null +++ b/Computer Hardware Analysis/README.md @@ -0,0 +1,86 @@ +# Computer Hardware Analysis + +## Goal +The goal of this project is to analyze the computer hardware dataset based on various features such as HDMI support, boost clock, VRAM, and memory clock. Accurate price predictions can help consumers make informed decisions and manufacturers optimize pricing strategies. + +## Dataset +The dataset used for this project is sourced from [GPUData.csv](https://www.kaggle.com/datasets/dilshaansandhu/general-computer-hardware-dataset), which includes columns like: +- `Name`: GPU model name +- `Producer`: GPU producer +- `HDMI`: HDMI support +- `Boost.Clock`: Boost clock speed +- `Vram`: VRAM size +- `Memory.Clock`: Memory clock speed + +## Description +The dataset is preprocessed to handle missing values and encode categorical variables. Several machine learning models are used to predict the price of GPUs, and their performances are evaluated based on metrics such as RMSE and R2 score. + +## What I Had Done +1. **Data Preprocessing**: Cleaned and preprocessed the dataset by handling missing values, encoding categorical variables, and scaling features. +2. **Model Training and Evaluation**: Trained multiple regression models and evaluated their performance using RMSE and R2 scores. +3. **Results Visualization**: Plotted model performance metrics to compare their effectiveness. + +## EDA + +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___5_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___6_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___7_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___8_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___9_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___10_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___11_1.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___12_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___13_0.png?raw=true) +![EDA](https://github.com/adi271001/ML-Crate/blob/Computer-Hardware/Computer%20Hardware%20Analysis/Images/__results___14_1.png?raw=true) + +## Models Implemented +1. **Linear Regression** +2. **Ridge Regression** +3. **Lasso Regression** +4. **Decision Tree Regressor** +5. **Random Forest Regressor** +6. **Gradient Boosting Regressor** +7. **XGBoost Regressor** +8. **CatBoost Regressor** +9. **Support Vector Regressor** +10. **K-Nearest Neighbors Regressor** +11. **Extra Trees Regressor** + +## Libraries Needed +- `pandas` +- `numpy` +- `matplotlib` +- `seaborn` +- `scikit-learn` +- `xgboost` +- `lightgbm` +- `catboost` + +## EDA Results +Preprocessing steps included cleaning missing values, encoding categorical features, and scaling numerical features. The features used for model training include `HDMI`, `Boost.Clock`, `Vram`, and `Memory.Clock`. + +## Performance of the Models based on Accuracy Scores + +| Model | Train RMSE | Test RMSE | Train R2 | Test R2 | +|-----------------------------|---------------------|---------------------|---------------------|---------------------| +| Linear Regression | 17.65 | 302016927576.74 | 0.9991 | -1.9900E+017 | +| Ridge Regression | 123.93 | 300.17 | 0.9580 | 0.8034 | +| Lasso Regression | 134.90 | 333.59 | 0.9502 | 0.7572 | +| Decision Tree Regressor | 17.65 | 302.87 | 0.9991 | 0.7999 | +| Random Forest Regressor | 151.01 | 353.12 | 0.9376 | 0.7280 | +| Gradient Boosting Regressor | 105.99 | 307.28 | 0.9693 | 0.7940 | +| XGBoost Regressor | 38.36 | 328.19 | 0.9960 | 0.7650 | +| CatBoost Regressor | 81.89 | 330.35 | 0.9817 | 0.7619 | +| Support Vector Regressor | 626.45 | 696.85 | -0.0733 | -0.0594 | +| K-Nearest Neighbors Regressor| 290.01 | 364.72 | 0.7700 | 0.7098 | +| Extra Trees Regressor | 17.65 | 359.22 | 0.9991 | 0.7185 | + +## Conclusion +The models were evaluated based on RMSE and R2 scores. Linear Regression and Decision Tree Regressor showed the lowest RMSE values, while Support Vector Regressor had the lowest R2 scores. XGBoost and Gradient Boosting Regressor performed well in terms of R2 score, indicating strong predictive capabilities. + +## Signature +- **Name:** Aditya D +- **Github:** [https://www.github.com/adi271001](https://www.github.com/adi271001) +- **LinkedIn:** [https://www.linkedin.com/in/aditya-d-23453a179/](https://www.linkedin.com/in/aditya-d-23453a179/) +- **Topmate:** [https://topmate.io/aditya_d/](https://topmate.io/aditya_d/) +- **Twitter:** [https://x.com/ADITYAD29257528](https://x.com/ADITYAD29257528) diff --git a/Computer Hardware Analysis/Results/model_results.csv b/Computer Hardware Analysis/Results/model_results.csv new file mode 100644 index 000000000..e9a82bd6f --- /dev/null +++ b/Computer Hardware Analysis/Results/model_results.csv @@ -0,0 +1,12 @@ +Model,Train RMSE,Test RMSE,Train R2,Test R2 +Linear Regression,17.647381123395498,302016927576.73517,0.9991482567920041,-1.9900446232960662e+17 +Ridge Regression,123.92508660576131,300.16808962390667,0.9579983249054264,0.8034245461894287 +Lasso Regression,134.8963445423951,333.58510662503335,0.9502321921750121,0.7572196406459344 +Decision Tree Regressor,17.64737830640841,309.87481343277966,0.9991482570639254,0.7905054153630061 +Random Forest Regressor,126.92922626266237,338.95991985527183,0.9559372686801817,0.7493331283020898 +Gradient Boosting Regressor,105.99150551123878,307.49701578786687,0.9692751146610664,0.7937081572941895 +XGBoost Regressor,38.35541713874928,328.19233798284796,0.9959765225688201,0.7650058126646463 +CatBoost Regressor,81.89314457208386,330.34568186878647,0.9816581454877237,0.7619119966048983 +Support Vector Regressor,626.4523694262396,696.8481267879035,-0.0733077403050506,-0.059440371600980146 +K-Nearest Neighbors Regressor,290.0148497472672,364.72292201910454,0.7699678065715658,0.7097806522648277 +Extra Trees Regressor,17.64737830640841,358.7695516693132,0.9991482570639254,0.7191778239681932 diff --git a/Computer Hardware Analysis/requirements.txt b/Computer Hardware Analysis/requirements.txt new file mode 100644 index 000000000..39e246781 --- /dev/null +++ b/Computer Hardware Analysis/requirements.txt @@ -0,0 +1,8 @@ +pandas==1.5.3 +numpy==1.24.2 +matplotlib==3.7.1 +seaborn==0.12.2 +scikit-learn==1.2.2 +xgboost==1.7.3 +lightgbm==3.3.5 +catboost==1.1.1