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

Input:
1st: Sound Appeal SA-100T 100W Class T Digital Audio Amplifier. Electronics. Home Audio. Sound Appeal.
2nd: Portta HDMI Mini Switch/Switcher 5 Port 5x1 v1.3 with IR Remote support 3D 1080p without Power Adapter. Electronics. Accessories & Supplies. Portta.
3rd: Dayton Audio B452 4-1/2" 2-Way Bookshelf Speaker Pair (Black). Electronics. Home Audio. Dayton Audio.
4th: Grounding Rod 4' FT 3/8" Bonded Antenna Electrode Satellite Dish TV Aerial Electrical Wire Ground / Lighting Rod with Clamp. Electronics. Accessories & Supplies. NAC...
5th: Portta Toslink 3x1 Switch/SPDIF Audio Switch 3 Port Audio Switcher with IR Remote Control 1:1 Transmission for Apple TV/Xbox/Blu-ray player/Sound Bar/Receiver/Speakers/DVD Player/Amplifier. Electronics. Accessories &...
6th: Portable AM/FM Radio - Small Radio with Alarm Clock and Sleep Timer. Electronics. Portable Audio & Video. Mifine.
7th: EAGET U9064GB USB 3.0 Flash Drive with Keyring 64GB. Electronics. Computers & Accessories. Eaget.
8th: Fosmon Digital Optical Coax to Analog RCA Audio Converter Adapter. Electronics. Television & Video. Fosmon.
9th: Anker 2-in-1 3.5mm Bluetooth Audio Transmitter Receiver/Bluetooth Car Kit, Wireless Audio Adapter for Headphones, TV, Computer/PC, MP3 / MP4 Player, iPod, iPhone, iPad, Tablets and...
10th: ONN W6 Professional Bluetooth Mp3 Player Mp4 Metal Body 8gb/fm/1.8" TFT Screen/e-book/Voice recorder/max 32gb Tf Card Supported,60 HOURS Continuous Playback,Dark blue. Electronics. Portable Audio &...
11th: Portta Audio Converter Digital Toslink/Optical SPDIF to L/R RCA Audio Converter Support 2 channel Stereo LPCM CH2.0 without Decode Function for PS3 XBox HD DVD...
12th: Portta Digital Optical Audio Switcher 4x1 SPDIF Toslink Switch Box with IR Remote Control 1:1 Transmission for Apple TV/Xbox/Blu-ray player/Sound Bar/Receiver/Speakers/DVD Player/Amplifier. Electronics. Accessories &...
13th: Insignia NS-STR514 200W Stereo Receiver With Bluetooth. Electronics. Home Audio. Insignia.
14th: Bluetooth Transmitter - iKross 3.5mm A2DP Bluetooth 3.0 Wireless Transmitter - Black for Home PC Headphone Stereo Speaker and More. Electronics. Portable Audio & Video...
15th: Nyrius NY-GS3200 5.8GHz 6 Channel Wireless Audio/Video Sender Transmitter & Receiver System with IR Remote Extender. Electronics. Television & Video. Nyrius.
16th: iKross Bluetooth 3.0 Audio Music Streaming Receiver Adapter with 3.5 mm Stereo Output. Electronics. Portable Audio & Video. iKross.
17th: ViewTV AT-163 ATSC Digital TV Converter Box and Media Player. Electronics. Television & Video. ViewTV.
18th: 75 to 300 Ohm UHF/VHF Matching Transformer. Electronics. Accessories & Supplies. Parts Express.

Options:
A: Fractal Design Venturi HF-14 Black Case Fan FD-FAN-VENT-HF14-BK. Electronics. Computers & Accessories. Fractal Design.
B: ADG Sports Aluminum Two Pistol Range Box Gun Case.  ADG Sports.
C: 1U Horizontal Rack Mount Cable Management Unit with Panel Plastic. Electronics. Accessories & Supplies. Raising Electronics.
D: Bottom's Up 15-Ounce Giraffe Handpainted Wine Glass. Home & Kitchen. Kitchen & Dining. Bottom's Up.
E: Sony BDPS3700 Streaming Blu-Ray Disc Player with Wi-Fi (Black). Electronics. Television & Video. Sony.
F: USB Supermini Keyboad Touch Pad Black with built-in. Electronics. Computers & Accessories. SolidTek.
G: Core Cardio Fitness Adjustable Jump Rope with Ball Bearing Handles and Carry Case. Sports & Outdoors. Sports & Fitness.
H: Full Tang Service No 1 Remade Kukri - Gurkha Army Issue Khukuri Knife - 10.5" Hand Forged Blade in Nepal. Sports & Outdoors. Sports &...
I: Richards Homewares Nature of Storage Canvas 24 Pocket Over the Door Shoe Organizer. Home & Kitchen. Storage & Organization. Richards Homewares.
J: Zeadio ZDV-NDA 62mm Neutral Density Photography Filter Set includes ND2 ND4 ND8 + Lens Cap + Microfiber Lens Cleaning Cloth + Bag for all 62MM...
K: Photo Plus Infrared Shutter Remote for Nikon 1 V2 V1 J2 J1 S1 D7100 D7000 D5100 D3200. Electronics. Camera & Photo. Photo Plus.
L: Lavish Home Breton Stripe Area Rug, 3'3" by 5', Black/White. Home & Kitchen. Home Dcor. Lavish Home.
M: Backpacker's Pantry Organic Blueberry Walnut Oats & Quinoa. Sports & Outdoors. Outdoor Recreation. Backpacker's Pantry.
N: koziol TWEETIE Vegetable Brush, transparent red. Home & Kitchen. Kitchen & Dining. Koziol.
O: TEK-RPI-X3: An extra-large case for your Raspberry Pi3, Pi2, or B+ (Black). Electronics. Computers & Accessories. Electrone Americas.
P: Weaver Leather Deluxe Pig Whips with Chrome Tips. Sports & Outdoors. Sports & Fitness. Weaver Leather.
Q: Quilt Set Coverlet Prewashed 3 PC Solid Color Soft All-season Stitched Pattern, Khaki, Khaki, King. Home & Kitchen. Bedding. Jackson Hole Home.
R: Yurbuds Signature Series IX-1000 In-Ear Earphones. Electronics. Headphones. Yurbuds.
S: ONE FOR ALL KAMELEON 8 Universal Remote Control. Electronics. Accessories & Supplies. One For All.
T: Design Toscano Grip the Dragon Pewter Gothic Bottle Opener. Home & Kitchen. Kitchen & Dining. Design Toscano.
Answer: E