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

Input:
1st: HP 2.4 GHz Wireless Optical Mouse Sonoma Red. Electronics. Computers & Accessories. HP.
2nd: Generic Yellow Deluxe Hybrid Premium Rugged Hard Soft Case Skin Cover for iPod Touch 4th Gen. Electronics. Portable Audio & Video. Generic.
3rd: Flexi Soft Gel Skin Case for Apple iPod Touch 4th Generation - Zebra Print (Purple). Electronics. Portable Audio & Video. Generic.
4th: Amazon 5W USB Charger (also compatible with other android and iOS devices). Electronics. eBook Readers & Accessories. Amazon.
5th: Marware jurni Kindle Fire Case Cover, Black (will not fit HD or HDX models). Electronics. Computers & Accessories. Marware.
6th: Moshi iVisor AG Screen Protection for Kindle Fire (Anti-Glare) - Bubble Free Installation (will not fit HD or HDX models). Electronics. Computers & Accessories. Moshi.
7th: Deluxe Carrying Storage Pouch. Electronics. GPS, Finders & Accessories. Hearing Aid Battery Club.
8th: Unique Diamante Protective Case for iPod touch 4 (Phoenix Tail). Electronics. Portable Audio & Video. Generic.
9th: OfficeLead Tecknet Ultra-Thin Wireless Bluetooth Keyboard Case Cover with Auto Wake/Sleep mode, Multi-Angle Stand and 360 Degree Rotation Design (US Keyboard Layout) (iPad Mini 4,...
10th: Kindle Fire Skin Kit/Decal - Leopard (will not fit HD or HDX models). Electronics. Computers & Accessories. DecalGirl.
11th: Leaper Casual Laptop Backpack School Bag Shoulder Bag Travel Daypack Handbag. Electronics. Computers & Accessories. Leaper.

Options:
A: HDE 28 LED Flexible Neck Lamp USB Powered Gooseneck Reading Light Bright Energy Efficient LED Lighting. Electronics. Computers & Accessories. HDE.
B: Tibetan Monastery Incense -40 Sticks. Home & Kitchen. Home Dcor.
C: ASICS Women's Intensity Single Tab Running Socks (3 Pack). Sports & Outdoors. Sports & Fitness. ASICS.
D: Alera ALESW59PO36SR Stackable Posts For Wire Shelving, 36" High, Silver (Pack of 4). Home & Kitchen. Storage & Organization. Alera.
E: Bay Valley Parts 6-Cell 11.1V 4800mAh New Replacement Laptop Battery for ACER:Aspire 5534,Aspire 5538,Aspire 5810T. Electronics. Computers & Accessories. CBD®.
F: ASUS Z170-K ATX DDR4 Motherboards. Electronics. Computers & Accessories. Asus.
G: Rachael Ray Tools and Gadgets Lazy Slotted Spoon, Green. Home & Kitchen. Kitchen & Dining. Rachael Ray.
H: Nickelodeon PWPB-0392-B Paw Patrol Kids Dinnerware Sets, 3 Piece Boy. Home & Kitchen. Kitchen & Dining. Nickelodeon.
I: Phoenix Down 50/50 Feather/Down Standard Pillow. Home & Kitchen. Bedding. BBInfinite.
J: Case Logic VNC-15 15.4-inch Value Slimline Laptop Case (Black). Electronics. Computers & Accessories. Case Logic.
K: WickedHD 7 Inch High Resolution Rotating Color TFT LCD Rear View Camera Display Monitor with Remote Control and Mounting Bracket. Electronics. Car & Vehicle Electronics...
L: Bath Frieze Deliso Stripe Shag 3-Piece Bath Set, Chocolate. Home & Kitchen. Bath. Bathfrieze.
M: Kate Posh I Love You Grandma, Grammie Engraved Picture Frame, Grandma & Me Gifts, New Grandma, New Baby, Mother's Day, Grandparent's Day (4x6-Horizontal). Home &...
N: Monster 300 Silver and Blue 500 Watt Amp Kit (MPC P300 BAP500). Electronics. Car & Vehicle Electronics. Monster.
O: wall26 3 Piece Canvas Print - Contemporary Art, Modern Wall Decor - Black and White Manhattan Skyline and Brooklyn Bridge - Giclee Artwork - Gallery...
P: PanSaver EZ Clean Multi-Use Cooking Bags Slow Cooker Liners, 25 Count. Home & Kitchen. Kitchen & Dining. PanSaver.
Q: KHOMO: Pack of 2pcs Super Long 6ft (SIX Feet!) USB Data Charging Cable for Asus Eee Pad Transformer Prime TF101 TF201 (High Quality Rubberized Cable,...
R: Sony MDRE9LP/ORG Ear Buds. Electronics. Headphones. Sony.
S: Polaroid 2x3 Premium ZINK Zero Photo Paper 30-Pack - Compatible with Polaroid Snap / SnapTouch Instant Print Digital Cameras & Polaroid ZIP Mobile Photo Printer...
T: JML Blanket, Flannel Fleece Blanket Full Size 79" x 80" - Plush Soft Anti-Static, Wrinkle, Fade and Shed Resistant, Warm and Hypoallergenic Printed Travel Camping...
Answer: S