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: Dirt Devil Vacuum Cleaner Dynamite Plus Corded Bagless Upright Vacuum with Tools M084650 RED. Home & Kitchen. Vacuums & Floor Care. Dirt Devil.
2nd: Good Cook Bradshaw International 21085 Nutcracker, 5 inches, Metal. Home & Kitchen. Seasonal Dcor. Good Cook.
3rd: SlipX Solutions Clear Extra Long Bath Mat Adds Non-Slip Traction to Tubs & Showers - 30% Longer Than Standard Mats! (200 Suction Cups, 39" Long...
4th: Tumbler Home Shake It Free Shaker - Moisture Proof Glass Salt and Pepper Shakers. Home & Kitchen. Kitchen & Dining. Tumbler Home.

Options:
A: Ten One Design Pogo Sketch Stylus for iPad, iPhone, and iPod touch (Silver). Electronics. Computers & Accessories. Ten One Design.
B: Best Car Dash Cam Camera Bundle by SAFECAM with Free 32GB Memory Card - Full 1920 x 1080P HD Video Camcorder - Accident Auto Detection...
C: Beauty Flower Ceramic Knife/best Home Kitchen Tool/4 Pieces of Package/6"chef's,4"slicing,3"paring. Home & Kitchen. Kitchen & Dining. BeautyFlower.
D: Western Digital Caviar SE (WD3200AAJS) 320GB 8MB Cache 7200RPM SATA 3.0Gb/s 3.5" Internal Desktop Hard Drive [Certified Refurbished]- w/ 1 Year Warranty. Electronics. Computers &...
E: SYLVANIA Load Equalizer, (Pack of 2). Electronics. Accessories & Supplies. Sylvania.
F: Le Creuset Original Lever Replacement Screw. Home & Kitchen. Kitchen & Dining. Screwpull.
G: ISLE Cruiser Soft Top Stand Up Paddle Board (4.5" Thick) SUP Package | Includes Adjustable Paddle, Center Carry Handle, Center Fin, Non Slip Deck. Sports...
H: JJC DLP-3 Lens Pouch DLP-3 Heavy-Duty, Water-Resistant Deluxe Lens Pouch, Black (DLP-3). Electronics. Camera & Photo. JJC.
I: Iwuudi(TM) Multi-purpose Stainless Steel Wire Clips /Metal Clips Holders (Set of 20) (Stainless Steel). Home & Kitchen. Heating, Cooling & Air Quality. Iwuudi.
J: ItCoolParts® 3 Pack For iPhone 6 / 6 Plus Waterproof Case, LifeProof Case, Generic Replacement Headphone Wires Adapter [Black / 3pcs]. Electronics. Accessories & Supplies...
K: NC Star Essential Gun Smith Tool Kit. Sports & Outdoors. Sports & Fitness. NcSTAR.
L: Warne Scope Mounts 20MOA Extended Skeletonized 30mm MSR Mount, Tactical Gray. Sports & Outdoors. Sports & Fitness. Warne Scope Mounts.
M: DHP Parsons Modern Coffee Table, Black Wood Grain. Home & Kitchen. Furniture. DHP.
N: Bethany Lowe Spooky Ghost Dog Halloween Figurine. Home & Kitchen. Home Dcor. Bethany Lowe.
O: FIRM ABS Women's Perfomance Running Yoga Gym Workout Athletic Sport Shorts. Sports & Outdoors. Sports & Fitness. FIRM ABS.
P: Vivitar DVR880HD-LICHD Digital Video Recorder Video Camera with 2-Inch LCD Screen (Black). Electronics. Camera & Photo. Vivitar.
Q: Fotasy HEW63 Bayonet Lens Hood for Canon EF-S 18-55mm f/3.5-5.6 IS STM Lens, 100% Replaces Canon EW-63C, with Premier Cleaning Cloth. Electronics. Camera & Photo...
R: UDAP Bear Spray With Camo Hip Holster. Sports & Outdoors. Outdoor Recreation. Udap.
S: 8GB 2X4GB Memory RAM for Dell Precision Workstation R5400, T5400, T7400 240pin PC2-5300 667MHz DDR2 FBDIMM Memory Module Upgrade. Electronics. Computers & Accessories. Memory Giant.
T: WMA + MP3 Player Sunglasses 2GB - Stereo Sound Effect. Electronics. Portable Audio & Video. REI.
Answer: M