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

Input:
1st: Logitech M570 Wireless Trackball Mouse – Ergonomic Design with Sculpted Right-hand Shape, Compatible with Apple Mac and Microsoft Windows Computers, USB Unifying Receiver, Dark Gray...
2nd: HP v125w 8 GB USB 2.0 Flash Drive P-FD8GBHP125-GE. Electronics. Computers & Accessories. HP.
3rd: Sony MDR-W08L Vertical In-The-Ear Headphones. Electronics. Headphones. Sony.
4th: Sony ICD-UX81 Digital Voice Recorder with 2GB Flash Memory. Electronics. Portable Audio & Video. Sony.
5th: Sony ICF-C318 Clock Radio with Dual Alarm (Black) (Discontinued by Manufacturer). Electronics. Home Audio. Sony.
6th: Sony SRSM50/BLK Compact, Stylish, Transportable Speaker (Black) (Discontinued by Manufacturer). Electronics. Computers & Accessories. Sony.
7th: Elite Screens Tripod Series, 99-INCH 1:1, Adjustable Multi Aspect Ratio Portable Indoor Outdoor Projector Screen, 8K / 4K Ultra HD 3D Ready, 2-YEAR WARRANTY, T99NWS1...
8th: CowboyStudio 40-Inch Photo Soft Box Light Tent with 4 Chroma Key Backdrops. Electronics. Camera & Photo. CowboyStudio.
9th: Logitech USB Desktop Microphone (Black/Silver). Electronics. Computers & Accessories. Logitech.
10th: Logitech USB Desktop Microphone (Black/Silver). Electronics. Computers & Accessories. Logitech.
11th: AmazonBasics Micro-USB to USB 2.0 Cable - 6 Feet (1.8 Meters). Electronics. Computers & Accessories. AmazonBasics.

Options:
A: CamelBak 90696 Replacement Tube, Coyote. Sports & Outdoors. Outdoor Recreation. CamelBak.
B: Tendak 2.7" Car DVR Vehicle Backup Camera Recorder Dash Cam 1080P/30fps Full HD Night Vision with 170 Degree. Electronics. Car & Vehicle Electronics. Tendak.
C: Brita Tap Water Filter, Water Filtration System Replacement Filters For Faucets, Reduces Lead, BPA Free – White, 1 Count. Home & Kitchen. Kitchen & Dining...
D: Topperscot by Boelter Brands NFL Glitter Bells Ornament. Sports & Outdoors. Fan Shop. Boelter Brands.
E: Discraft Soft Banger GT Elite X Golf Disc. Sports & Outdoors. Sports & Fitness. Discraft.
F: Granite Ware F0592-2 Roaster with Nonstick Rack, 24-Pound, Brown. Home & Kitchen. Kitchen & Dining. Granite Ware.
G: NFL Oakland Raiders Soft Sided 12-Pack Cooler Bag. Sports & Outdoors. Outdoor Recreation. Kolder.
H: Platinum Grinders Herb Grinder with Pollen Catcher - Large 2.5 Inch 4 Piece, Black Aluminum. Home & Kitchen. Kitchen & Dining. Platinum Grinders.
I: Timolino VMB-25TGPB 8.6-Ounce Vacuum Metro Mug Tall with Infuser, Pastel Blue. Home & Kitchen. Kitchen & Dining. Timolino.
J: Mohawk Home Printed Indoor/ Outdoor Alexa Medallion, 8'x10', Multi. Home & Kitchen. Home Dcor. Mohawk Home.
K: 2018 Acer TravelMate P2 TMP249 14.0" HD Business Laptop Computer, Intel Core i5-6200U up to 2.80GHz, 8GB DDR4, 500GB HDD, DVD-Writer, 802.11ac, TPM 1.2, USB...
L: EVGA Z87 Stinger Haswell LGA 1150 Mini-ITX 2 DIMM Dual-Channel DDR3 2666MHz+ Motherboard (111-HW-E872-KR). Electronics. Computers & Accessories. EVGA.
M: Sony SS-B1000 5-1/4-Inch Bookshelf Speakers (Pair). Electronics. Home Audio. Sony.
N: Boelter Brands NFL Unisex Satin Etch Pint Glass Set (Pack of 2), 16-Ounce. Sports & Outdoors. Fan Shop. Boelter Brands.
O: Philips DVDR3506 Hi-Def 1080p Up-Conversion DVD Player/Recorder. Electronics. Television & Video. Philips.
P: Olympus B-40SU Ni-MH Battery and Charger Set. Electronics. Camera & Photo. Olympus.
Q: Panasonic RFSW200R Shockwave Metal AM/FM Silver and Black Arm Band Radio (Discontinued by Manufacturer). Electronics. Portable Audio & Video. Panasonic.
R: MoKo Bluetooth Keyboard Cover Case for Microsoft Surface RT / Surface Pro / Surface 2 / Surface Pro 2 10.6 inch HD Windows 8 /...
S: Spectrum Diversified Magazine Rack, Wall Mount, Black. Home & Kitchen. Home Dcor. Spectrum Diversified.
T: InterDesign Linus Spice Organizer Rack – 3-Tiered Storage for Kitchen Pantry, Cabinet, Countertops - Large, Clear. Home & Kitchen. Kitchen & Dining. InterDesign.
Answer: M