Instruction: The user's purchase history implies her preferences. Rank the items in the options based on the user's preferences. Output the item that the user is most likely to purchase next from the options.

Input:
1st: Toshiba HD-A3 720p/1080i HD DVD Player. Electronics. Television & Video. Toshiba.
2nd: TV777 Wireless Headphone. Electronics. Headphones. BbSounds.
3rd: Dakota Alert WMA-3000 Wireless Motion Alert. Electronics. Security & Surveillance. Dakota Alert.
4th: GPSCheap GPSC-REP02 Replacement Earpads for Unwired Technology, Audiovox and Arkon IR Headphones. Electronics. Accessories & Supplies. GPSCheap.
5th: Orico W8ph4-wh Portable Mini 4 Port USB 3.0 Hub Built-in 8-inch Cable for Macbook, Ultrabook, Ipad and Windows 8 Surface Pro-white. Electronics. Computers & Accessories...

Options:
A: Nora Fleming Witch Hat Mini - Witchful Thinking - Hand-Painted Ceramic Charm - A68. Home & Kitchen. Home Dcor. Nora Fleming.
B: DEI Beach Carved Wooden Seagull SANDPIPER sand piper BIRDS - Set of 4 - 6"H Multicolor. Home & Kitchen. Home Dcor. DEI.
C: Honeywell Ademco 702, Self-Contained Electric Security Siren, 6-12VDC. Electronics. Security & Surveillance. Honeywell.
D: Bikram Hot Yoga Towel - Microfiber Non Slip Skidless Yoga Mat Towels for Yoga, Exercise, Fitness, Pilates. Sports & Outdoors. Sports & Fitness. Good Karma...
E: Decopolitan Cap Traverse Window Treatment Rod, 72 to 144-Inch, Espresso. Home & Kitchen. Home Dcor. Decopolitan.
F: Sennheiser HDR120 Supplemental HiFi Wireless Headphone for RS-120 System. Electronics. Headphones. Sennheiser.
G: Panasonic DMP-BD871 2D Blu Ray DVD Player with Wi-Fi Streaming. Electronics. Television & Video. Panasonic.
H: WearEver 2100087606 15 Piece Ceramic PTFE PFOA & Cadmium Free Nonstick Cookware Set, Red. Home & Kitchen. Kitchen & Dining. Wearever.
I: Oster 6081 Countertop Toaster Oven, Brushed Stainless Steel. Home & Kitchen. Kitchen & Dining. Oster.
J: RAD Sportz Kayak Wall Hangers 100 LB Capacity Kayak Storage For Garage or Shed. Sports & Outdoors. Outdoor Recreation. RAD Sportz.
K: CAP Barbell 300-Pound Olympic Set (Includes 7 Ft Bar). Sports & Outdoors. Sports & Fitness. CAP Barbell.
L: Samsung Blu-ray DVD Disc Player With Built-in Wi-Fi 1080p & Full HD Upconversion, Plays Blu-ray Discs, DVDs & CDs, Plus CubeCable 6Ft High Speed HDMI...
M: Attractive Glass Butter Dish with Lid and Handle - Stainless Steel Butter Knife Spreader - Elegant Square Cut Design Covered Butter Keeper Serveware Dish. Home...
N: Suck UK SK MYCUP1T Cuppa Tea Hot Drinks Mug-Novelty Gift for Brew Lovers, Multi. Home & Kitchen. Kitchen & Dining. Suck UK.
O: Easton 2015 BB15MK MAKO COMP -3 BBCOR Baseball Bat. Sports & Outdoors. Sports & Fitness. Easton.
P: Copper Titanium Coated Chef Pairing and Utility Knife Set TRG. Home & Kitchen. Kitchen & Dining. Mystic Apparel/Sharper Image.
Q: ChefLand Fast Food Tray, 12 by 16-1/4-Inch, Multicolor, Set of 5. Home & Kitchen. Kitchen & Dining. ChefLand.
R: Bissell Lift-Off Cyclonic vacuum Roller Brush and Belt Kit. Home & Kitchen. Vacuums & Floor Care. Bissell.
S: Shimano Disc Brake Bleed Kit, Custom Fittings, 2012 and Newer, Free Ship. Sports & Outdoors. Outdoor Recreation. Bleed Bicycles.
T: Ader 6' Aluminum Olympic Bar.  Ader.
Answer: F