Instruction: Rank the items in options and predict the user's next purchase from the listed options by analyzing her historical purchases.

Input:
1st: BLACK+DECKER 4-Slice Toaster, Traditional Square, Black with Stainless Steel Accents, TR1400SB. Home & Kitchen. Kitchen & Dining. Black & Decker.
2nd: Kup Keeper Coffee & Espresso Pod Holder, Coffee Mug Storage Basket by Boston Warehouse. Home & Kitchen. Kitchen & Dining. Boston Warehouse.
3rd: Tovolo Vented, Easy Grip, Collapsible Microwave Cover, 10.5 Inch, Red. Home & Kitchen. Kitchen & Dining. Tovolo.
4th: Beistle 57829 5-Pack Playing Card Whirls, 3-Feet 4-Inch. Home & Kitchen. Event & Party Supplies. Beistle.
5th: Richards Homewares Open End Trouser Hangers, Set of Nine (Black) (6.5" H x 14.5" W x 0.5" D - each). Home & Kitchen. Storage &...
6th: Winco 1/2 Size Pan 2 1/2" (NSF). Home & Kitchen. Kitchen & Dining. Winco.
7th: Winware 8 Qt Stainless Steel Roll-Top Chafer, Gold Accent. Home & Kitchen. Kitchen & Dining. Winware.
8th: Batman Reversible Pillowcase. Home & Kitchen. Bedding. Batman.
9th: Mildew Free Waterproof Vinyl Shower Curtain Liner - Frosted. Home & Kitchen. Bath. Italian Collection.
10th: Makartt Universal Clear Nail Polish Organizer Holder for 48 Bottles Adjustable Dividers Space Saver. Home & Kitchen. Bath. MAKARTT.

Options:
A: AquaTouch Gemstone Vinyl Bath Mat, Clear 15' x 27'. Home & Kitchen. Bath. Ginsey Home Solutions.
B: Axis PET0493 HDMI/Coax Wall Plate, White. Electronics. Accessories & Supplies. AXIS.
C: Zeckos Ram Head Bust Sculptural Wall Hanging. Home & Kitchen. Home Dcor. Zeckos.
D: Best Yoga Mat Strap - 100% Premium Cotton Yoga Mat Sling Harness with EZFix D-Rings - Fits all Yoga Mats. Guaranteed. Sports & Outdoors. Sports...
E: Concealable And Reusable Cruise Flask Kit - Sneak Alcohol Anywhere - 1 x 8 oz + 1 funnel. Home & Kitchen. Kitchen & Dining. Cruise...
F: Jack Lalanne's JLSS Power Juicer Deluxe Stainless-Steel Electric Juicer. Home & Kitchen. Kitchen & Dining. Jack LaLanne.
G: VinoGrotto Large Pallet Wall-Mounted Wine Rack (Espresso Walnut Finish), Espresso Walnut. Home & Kitchen. Kitchen & Dining. VinoGrotto.
H: MoKo Carrying Case for Amazon Tap, Premium Vegan PU Leather Bag Cover Sleeve Skins for Amazon Tap Portable Speaker, with Holding Strap & Carabiner, Floral...
I: [Apple MFi Certified] Vibe® Lightning Cable for iPhone 6 / 6 Plus, 5s / 5c / 5, iPad Air 4 iPad Mini Retina, iPod Nano...
J: Syba 3.5" Internal USB 2.0 Hub Mounts into 3.5" Slot or Use Externally Components (SD-U2HUB-4). Electronics. Computers & Accessories. IO Crest.
K: CAT EYE H-34 Flex Tight Universal Mount. Sports & Outdoors. Outdoor Recreation. CAT EYE.
L: Solo Herald 15.6 Inch Rolling Laptop Catalog Case with Dual Combination Locks. Electronics. Computers & Accessories. SOLO.
M: Star Wars 15233 C3P0 Earbuds. Electronics. Headphones. Star Wars.
N: Sterling James Co. It's My FING Birthday White Satin Sash - Funny Birthday Party Supplies and Decorations- 21st Birthday. Home & Kitchen. Event & Party...
O: Wacom Bamboo Stylus for iPadTablets - CS100K. Electronics. Computers & Accessories. Wacom.
P: 3x Nikon Digital SLR D5200 Camera Premium Clear LCD Screen Protector Cover Guard Shield Film Kits (Package by GUARMOR). Electronics. Camera & Photo. GUARMOR.
Q: Logickeyboard keyboard Compatible with Final Cut Pro X- macOS 10 or later - Part: LKBU-FCPX10-M89-US. Electronics. Computers & Accessories. Logickeyboard.
R: ThisWear 30th Birthday Decoration Gift Beer Bottle Coolie Made 1989 2 Pack Black. Home & Kitchen. Kitchen & Dining. ThisWear.
S: 4YourHome Washable Reusable Pre Motor Filter Designed to Fit DC16 Hand Held Vacuum Compare to Dyson Part # 912153-01. Home & Kitchen. Vacuums & Floor...
T: Skyline Furniture Walnut Hill Storage Bench in Gerber Cherry Fabric. Home & Kitchen. Furniture. Skyline Furniture.
Answer: E