instruction
stringclasses 1
value | input
stringlengths 9.92k
13.9k
| gt_item_id
stringlengths 10
10
| gt_title
stringlengths 1
301
| gt_rating
float64 1
5
| user_id
stringlengths 28
36
| user_type
stringclasses 10
values | candidate_set
stringclasses 1
value | source_domain
stringclasses 1
value | target_domain
stringclasses 2
values | candidate_count
int64 100
100
|
|---|---|---|---|---|---|---|---|---|---|---|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- David and the Worry Beast: Helping Children Cope with Anxiety | Books > Children's Books > Growing Up & Facts of Life | Rating: 2.0
- True Roots: A Mindful Kitchen with More Than 100 Recipes Free of Gluten, Dairy, and Refined Sugar: A Cookbook | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
- Princesses Wear Pants | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Happy Birthday to You! | Books > Children's Books > Literature & Fiction | Rating: 4.0
- Dr. Seuss's Happy Birthday, Baby! (Dr. Seuss Nursery Collection) | Books > Children's Books > Holidays & Celebrations | Rating: 4.0
- Underwater Dogs 2014 Wall Calendar | Books > Calendars > Animals | Rating: 4.0
### User's movies History:
- Disney Animation Collection 7: Mickey's Christmas Carol | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
- Dr. Seuss' How the Grinch Stole Christmas | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.0
- [Item: B00E9E5EEK] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B07X8YZ6V4) [Item: B07X8YZ6V4] | Unknown | Rating: 3.3
(ID: B000SW2F2Q) [Item: B000SW2F2Q] | Unknown | Rating: 4.7
(ID: B00PCVZZW0) [Item: B00PCVZZW0] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B003WJBC8K) [Item: B003WJBC8K] | Unknown | Rating: 4.7
(ID: B001S6PMY4) Across The Universe (2-disc Special Edition) Gift Set (Amazon.com Exclusive) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0777NR1CF) [Item: B0777NR1CF] | Unknown | Rating: 3.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00HLUE562) 4 Film Favorites: Guy Comedies (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0002DRDBY) The Alamo (Widescreen) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01G24WMXK) Milky Way, The | Movies & TV > Independently Distributed > Comedy | Rating: 4.5
(ID: B0029Z8K9C) Four Movies in One: Romantic Comedy (Paris Je T'Aime / The Truth About Love / My Date with Drew / Jack and Jill vs. The World) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B00F88H66K) [Item: B00F88H66K] | Unknown | Rating: 4.7
(ID: B000K2UW4C) The Driver's Seat | Movies & TV > Independently Distributed > Drama | Rating: 3.5
(ID: B07Y3V8ML2) [Item: B07Y3V8ML2] | Unknown | Rating: 2.8
(ID: B07S38BHH5) [Item: B07S38BHH5] | Unknown | Rating: 4.0
(ID: B0B8TSVCK4) [Item: B0B8TSVCK4] | Unknown | Rating: 4.7
(ID: B08CXHJ16Q) [Item: B08CXHJ16Q] | Unknown | Rating: 3.7
(ID: B006LYMILI) Rise Of The Planet Of The Apes [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B003T9WJ0S) [Item: B003T9WJ0S] | Unknown | Rating: 4.8
(ID: B009ZNUA2G) Loch Ness (Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B004IEKGZ8) [Item: B004IEKGZ8] | Unknown | Rating: 4.8
(ID: B01N7S6RGR) Black Ink Crew | Unscripted | Rating: 4.6
(ID: B0764C2G1Z) The Christmas Shepherd | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B07R4QD749) [Item: B07R4QD749] | Unknown | Rating: 4.3
(ID: B077886FMJ) [Item: B077886FMJ] | Unknown | Rating: 4.4
(ID: B07Y5N11W8) [Item: B07Y5N11W8] | Unknown | Rating: 4.8
(ID: B0052SO088) The File Of The Golden Goose | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00004CYQH) The Rocketeer Region 2 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 6303058981) A Perfect World VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B000FM7YP2) Miss Patty Cake's Egg Strava Ganza | Movies & TV > Movies | Rating: 2.1
(ID: B003V1YHBI) Bugs Bunny - Looney Tunes Christmas [Import anglais] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.8
(ID: B00DYAVWZK) Star Trek III: The Search for Spock | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07DHYNJKS) [Item: B07DHYNJKS] | Unknown | Rating: 4.7
(ID: B00BB0YYP0) Sexcula | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B08NR9THBK) The Odd Couple: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0106U8QCC) [Item: B0106U8QCC] | Unknown | Rating: 4.1
(ID: B00PHHGVOU) Disney Planes Fire & Rescue / Wildfire Air Attack Team Trainer Gift Set | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B001DD864K) Dance Moves With Ms. Jessica and Friends | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B006OFDPNO) Christmas with the King Family | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.0
(ID: B06XFKPDBM) [Item: B06XFKPDBM] | Unknown | Rating: 3.9
(ID: B001J9PJ8E) [Item: B001J9PJ8E] | Unknown | Rating: 3.7
(ID: B08M8Z9HZC) [Item: B08M8Z9HZC] | Unknown | Rating: 4.0
(ID: B07KBT4Y2H) Charlie and Me | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07HS11JNH) [Item: B07HS11JNH] | Unknown | Rating: 3.4
(ID: B0099114V0) WWE: Raw 100 - The Top 100 Moments in Raw History | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000T5MP7C) D.L. Hughley: Unapologetic | Movies & TV > HBO > All HBO Titles | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00DVKSVJ8) RED DWARF COMPLETE COLLECTION (DVD/18 DISC/1-8) RED DWARF COMPLETE COLLECTION (DVD/18 DISC/1-8) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MQSCJT4) Kiss - Black Diamond | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0188QAMJG) [Item: B0188QAMJG] | Unknown | Rating: 5.0
(ID: B00BQTL0JO) Rolling | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0002NRQSY) Eat This New York | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B008GM1FPI) [Item: B008GM1FPI] | Unknown | Rating: 4.7
(ID: B01JP77GAK) Messy Grace Small Group | Movies & TV > Movies | Rating: 4.8
(ID: B075VC2L4V) [Item: B075VC2L4V] | Unknown | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B002BLNGU2) MonsterQuest: Movie Monsters | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B09TQ8YS1V) [Item: B09TQ8YS1V] | Unknown | Rating: 4.7
(ID: B009HEGDMO) [Item: B009HEGDMO] | Unknown | Rating: 2.8
(ID: B09RTLWXVF) [Item: B09RTLWXVF] | Unknown | Rating: 4.0
(ID: B004Q3UKU2) [Item: B004Q3UKU2] | Unknown | Rating: 4.7
(ID: B0081UYVMY) [Item: B0081UYVMY] | Unknown | Rating: 4.6
(ID: B001JGKJPU) Movin' with Jack: Enhance Your Children's Learning With Brain Building Songs & Movements | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00DSR6EBG) @ Home with Hilaria Baldwin: Fit Mommy-to-be Prenatal Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00551QQHK) Making the Boys | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B008CPBLJY) [Item: B008CPBLJY] | Unknown | Rating: 3.7
(ID: B000FC2GGE) American MuscleCar: Season 3 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B09B61X8T6) [Item: B09B61X8T6] | Unknown | Rating: 4.1
(ID: B09GX8MVCL) [Item: B09GX8MVCL] | Unknown | Rating: 4.8
(ID: B004WESBX8) SKS Rifles Armorer's Course | Movies & TV > Movies | Rating: 4.5
(ID: 6305837031) The Twilight Zone - Vol. 24 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0045LB4NC) The 7 Grand Masters | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B009477C92) [Item: B009477C92] | Unknown | Rating: 4.5
(ID: B00AQMWFF0) The Jitters | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B01GU8EBSM) Chevalier | Movies & TV > Independently Distributed > Comedy | Rating: 3.4
(ID: B018300B1G) [Item: B018300B1G] | Unknown | Rating: 3.5
(ID: B005LVEFTU) Coppelia | Movies & TV > Musicals & Performing Arts > Opera | Rating: 4.2
(ID: B07H8L6YL8) Beyblade Burst | Kids | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000NHSNVS) A Piece of Eden | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01DALQ0SQ) Dead 7 | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000W4ZRGQ) [Item: B000W4ZRGQ] | Unknown | Rating: 4.8
(ID: B08DDH16WB) [Item: B08DDH16WB] | Unknown | Rating: 3.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00EIA9N1U) [Item: B00EIA9N1U] | Unknown | Rating: 3.8
(ID: B07GT3W9YY) [Item: B07GT3W9YY] | Unknown | Rating: 4.8
(ID: B004TP55PC) Venom [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B002ZO8CO0) [Item: B002ZO8CO0] | Unknown | Rating: 4.6
(ID: B00FPWX0B4) Le dernier amant romantique | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07DSKWJTR) Padmaavat Hindi Blu Ray Bollywood Movie -Sanjay Leela Bhansali Film (Padmaavati) | Movies & TV > Blu-ray > Movies | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00DSR6EBG
|
@ Home with Hilaria Baldwin: Fit Mommy-to-be Prenatal Yoga
| 5
|
AFWQD7M4525JYHUI6YMLSSRXWHVQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Housekeeper and the Professor | Books > Literature & Fiction > Contemporary | Rating: 3.0
- Miss Iceland | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Lowland (Vintage Contemporaries) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- 1066 And All That: A Memorable History of England | Books > History > Europe | Rating: 1.0
- Hamnet | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- In Five Years: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- A Girl Returned | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- At Home: A Short History of Private Life | Books > Arts & Photography > Architecture | Rating: 5.0
- A Place for Us: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Gone Girl | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- Ali MacGraw - Yoga Mind & Body [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- Pearl Harbor | Drama > Historical > Downbeat | Rating: 4.0
- Easy Pilates [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00U79SBWI) [Item: B00U79SBWI] | Unknown | Rating: 4.3
(ID: B075TYWK2P) The Disastrous Life of Saiki K.: Part One | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00NGQPY8S) Superfoods with Chef Walter Staib: Season One | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B089B7DWLP) [Item: B089B7DWLP] | Unknown | Rating: 4.5
(ID: B000HKCSSU) Hot Nude Yoga Coming Out In Hawaii For Gay & Straight Men 4 DVD Box Set Filmed In Hawaii Lead by Yoga Guru Aaron Star, Includes Documentary of the Chelsea Based Hot Nude Yoga Movement, Hours of Yoga Instruction from Athletically Challenging, to Guided Tan | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 4.2
(ID: B01AMUTBJI) [Item: B01AMUTBJI] | Unknown | Rating: 4.7
(ID: B000056BSH) Paradise Road [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00LWHJZP6) [Item: B00LWHJZP6] | Unknown | Rating: 3.9
(ID: B09H3PXVFW) [Item: B09H3PXVFW] | Unknown | Rating: 4.6
(ID: B07Q3978N5) [Item: B07Q3978N5] | Unknown | Rating: 4.6
(ID: B0842BZ3P3) [Item: B0842BZ3P3] | Unknown | Rating: 3.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0000CBXYX) Signature of God | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B006HFXFPE) Barney Movie Pack: 3-DVD Set (Jungle Friends / Animal ABCs / Let's Go On Vacation) | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.1
(ID: B015SKBK8M) [Item: B015SKBK8M] | Unknown | Rating: 4.3
(ID: B004GIJNW8) [Item: B004GIJNW8] | Unknown | Rating: 3.1
(ID: B00198X0WC) The Abyss [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B073D1XJW3) The List of Adrian Messenger [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00HNN2884) Apollo 11: First Steps On the Moon | Documentary > Ambitious > Harrowing | Rating: 4.0
(ID: B017K2C8SW) [Item: B017K2C8SW] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000UWJ2ZC) The Plow That Broke the Plains, 1936 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B07QXZYGBK) Tolkien | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B08DK32ZS1) [Item: B08DK32ZS1] | Unknown | Rating: 3.9
(ID: B09KNBSKMM) [Item: B09KNBSKMM] | Unknown | Rating: 2.6
(ID: B07KZKD15K) GORKY PARK - MOVIE [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00K169GRQ) [Item: B00K169GRQ] | Unknown | Rating: 4.6
(ID: B00NFDEPZ0) [Item: B00NFDEPZ0] | Unknown | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00004CJVX) Eye of the Tiger [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00BJLYPSC) Yugas - The Tides Of Time | Movies & TV > Movies | Rating: 4.1
(ID: B0100K5QEO) [Item: B0100K5QEO] | Unknown | Rating: 3.6
(ID: B00606P04Y) Wide Awake | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B00U53JWII) The Librarian and The Banjo | Historical > Documentary > Special Interest | Rating: 4.8
(ID: B08SHWXQ9H) Is Mindfulness Right for You? | Documentary | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6304609825) Sleeping Beauty VHS | Movies & TV > Widescreen > Kids & Family | Rating: 4.8
(ID: B00CW847QQ) [Item: B00CW847QQ] | Unknown | Rating: 4.3
(ID: B000HF0ILY) Pale Rider | Drama > Western > Dark | Rating: 4.7
(ID: B005UKJV5K) [Item: B005UKJV5K] | Unknown | Rating: 4.6
(ID: B07GL8FNVK) [Item: B07GL8FNVK] | Unknown | Rating: 4.3
(ID: B07SR7CMZ9) [Item: B07SR7CMZ9] | Unknown | Rating: 3.0
(ID: B07N6LK47H) [Item: B07N6LK47H] | Unknown | Rating: 3.4
(ID: B00O4DRZQ6) [Item: B00O4DRZQ6] | Unknown | Rating: 4.8
(ID: B08ZS3PQGD) Steps | Drama > Cerebral | Rating: 4.6
(ID: B002436WHQ) WWE: Extreme Rules 2009 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B005EW44U6) [Item: B005EW44U6] | Unknown | Rating: 4.6
(ID: B01N9JJ3DM) [Item: B01N9JJ3DM] | Unknown | Rating: 3.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01I4GM8PQ) [Item: B01I4GM8PQ] | Unknown | Rating: 3.5
(ID: B017Y3V612) [Item: B017Y3V612] | Unknown | Rating: 3.4
(ID: B07KRC9975) Bud Empire | Unknown | Rating: 5.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0091X5IWM) Four Christmases | Comedy > Drama > Charming | Rating: 4.6
(ID: B00J5G1PQS) Rugrats: Reptar Returns | Movies & TV > 3-6 Years | Rating: 4.7
(ID: 083077646X) Letters to the Church Video Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01MTZ7SVT) One Million Years B.C. [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0182W7JE2) Black Mountain Side | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B078HLL79Q) [Item: B078HLL79Q] | Unknown | Rating: 4.0
(ID: B01N4FR5F6) [Item: B01N4FR5F6] | Unknown | Rating: 3.7
(ID: B08LNJKX47) Infidel [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00GCBSFUS) [Item: B00GCBSFUS] | Unknown | Rating: 3.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0009GX1E2) 2004-2005 NBA Champions - San Antonio Spurs | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B01M15N4TZ) Call of Heroes | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B07JLTP4LF) The Snow Walker | Drama > Arthouse > Compelling | Rating: 4.6
(ID: B01IQ21ZQ6) [Item: B01IQ21ZQ6] | Unknown | Rating: 4.3
(ID: B00XV0UJNE) Maybe On Sunday - Presented by James Arrabito | Movies & TV > Movies | Rating: 5.0
(ID: B00RLKKMKA) [Item: B00RLKKMKA] | Unknown | Rating: 2.5
(ID: B0045ASBLG) Disney WOW: World of Wonder [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B000JOL1BO) Lies in the Textbooks ~ Creation Science Evangelism Seminar Part 4 | Movies & TV > Movies | Rating: 4.1
(ID: B00D3LA6AW) Silver Streak | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01AKVXYJM) [Item: B01AKVXYJM] | Unknown | Rating: 4.2
(ID: B006HFXFAY) Borgia Faith And Fear: Season 1 [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 4.6
(ID: B000KGGOY0) Passport to Europe with Samantha Brown - Episode 1: Rome, Italy | Movies & TV > Travel Channel > Passport to Europe | Rating: 4.4
(ID: B007K7IAXA) The Spiral Staircase | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B00AQD91TW) [Item: B00AQD91TW] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00004W3HA) Wallace & Gromit Gift Set VHS | Movies & TV > Animation > Stop-Motion & Clay Animation | Rating: 4.8
(ID: B00932H7FW) [Item: B00932H7FW] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B008XNV52S) The Ballad of Genesis and Lady Jaye | Movies & TV > Music Artists > Genesis | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B08QZN6LCM) [Item: B08QZN6LCM] | Unknown | Rating: 3.7
(ID: B07V3TBMZY) [Item: B07V3TBMZY] | Unknown | Rating: 3.7
(ID: B000BY9VQE) Tears of Kali | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07DGWXZ7V) [Item: B07DGWXZ7V] | Unknown | Rating: 4.5
(ID: B00005UQD6) Pandaemonium [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B093HFL46B) [Item: B093HFL46B] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B078XNQ5LY) [Item: B078XNQ5LY] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00GGF2Z7E) [Item: B00GGF2Z7E] | Unknown | Rating: 4.2
(ID: B0054DPLPW) Baseball's Greatest Games: 1992 NLCS Game 7 [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B006S8BT4E) [Item: B006S8BT4E] | Unknown | Rating: 4.4
(ID: B003AQTJIK) Lucky Luke | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B00CU6WBMW) High School DxD: The Series | Movies & TV > Blu-ray > TV | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B08QZN6LCM
|
[Item: B08QZN6LCM]
| 1
|
AHQRPT7D6MCKUAFG4E47B4DZ5WGQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Spin (Spin, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Dumbbell Training for Strength And Fitness | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 1.0
- The Men's Health Big Book of Exercises: Four Weeks to a Leaner, Stronger, More Muscular YOU! | Books > Health, Fitness & Dieting > Diets & Weight Loss | Rating: 4.0
- Head First Servlets and JSP: Passing the Sun Certified Web Component Developer Exam (SCWCD) | Books > Computers & Technology > Programming | Rating: 5.0
- Head First Html With CSS & XHTML | Books > Computers & Technology > Networking & Cloud Computing | Rating: 5.0
- Sams Teach Yourself Html 4 in 24 Hours | Books > New, Used & Rental Textbooks > Computer Science | Rating: 4.0
### User's movies History:
- Duncan Wong Yogic Arts - Awakening Level | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
- Cameron Shayne - Budokon for Beginners | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.0
- Power Yoga Total Body Dvd | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
- Bryan Kest Power Yoga Complete Collection | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B073SHF86V) [Item: B073SHF86V] | Unknown | Rating: 4.1
(ID: B002RB56WW) The Lights | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B00005N911) Prince & Pauper VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B01G7SZFHG) [Item: B01G7SZFHG] | Unknown | Rating: 4.4
(ID: B07J4921X6) [Item: B07J4921X6] | Unknown | Rating: 2.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0001Y4N26) 20th Century Masters - The Best of Asia: The DVD Collection | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.9
(ID: B008ROFRMM) [Item: B008ROFRMM] | Unknown | Rating: 4.8
(ID: B0032IPOAS) Travelview International - Jamaica | Special Interest > Documentary | Rating: 3.1
(ID: B002DJM9W8) [Item: B002DJM9W8] | Unknown | Rating: 4.6
(ID: B000GNOH6O) Changing Times | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B08BZ2DGD3) [Item: B08BZ2DGD3] | Unknown | Rating: 4.7
(ID: B002QUM4GA) Global Treasures - Topkapi - Istanbul, Turkey | International > Documentary > Special Interest | Rating: 3.6
(ID: B01L9WMFWI) [Item: B01L9WMFWI] | Unknown | Rating: 4.7
(ID: B09GCMBBZK) [Item: B09GCMBBZK] | Unknown | Rating: 4.8
(ID: B002ABY1HA) Disc Golf Learn to Play The Champions Way DVD | Movies & TV > Movies | Rating: 4.4
(ID: 630365147X) Goldfinger [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: 6301798678) Charlie Chan: At the Opera | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.2
(ID: B07WNKTRTW) Shonen Maid: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B001G7Q0Z0) Battle for the Planet of the Apes [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07CVGRGF3) [Item: B07CVGRGF3] | Unknown | Rating: 4.0
(ID: B000053VB4) Mystic Pizza | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00AO686G0) Who Framed Roger Rabbit: 25th Anniversary Edition (Two-Disc Blu-ray/DVD Combo in DVD Packaging) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0769XJZZW) [Item: B0769XJZZW] | Unknown | Rating: 3.6
(ID: B0021L8V2A) Takers | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: 6302517079) Critters 2 VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 6303447759) Star Trek - The Next Generation, Episode 64: The Offspring VHS | Movies & TV > Science Fiction & Fantasy | Rating: 5.0
(ID: B005OL8NHW) Rushfit Georges St-Pierre 8 Week Ultimate Home Training Program | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B001344YZO) [Item: B001344YZO] | Unknown | Rating: 4.7
(ID: B002UNMWTM) 20/20: Farrah Fawcett - Her Life, Her Loves, Her Legacy: 6/25/09 | Movies & TV > ABC News > 20/20 | Rating: 4.8
(ID: B004JST21W) Clannad After Story Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0916T1ZWW) [Item: B0916T1ZWW] | Unknown | Rating: 3.9
(ID: B084TDMXC8) The Witnesses | Unknown | Rating: 4.5
(ID: B08C28DQQT) [Item: B08C28DQQT] | Unknown | Rating: 4.3
(ID: B006P96T82) [Item: B006P96T82] | Unknown | Rating: 3.8
(ID: B075ZDQXQC) [Item: B075ZDQXQC] | Unknown | Rating: 2.4
(ID: B003L77G10) The Good Wife: Season 2 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B0009IWFM4) In the Face of Evil - Reagan's War in Word and Deed [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B00UXVS18Y) Fairy Tail: Collection Four - Episodes 73-96 | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B08LPKM945) [Item: B08LPKM945] | Unknown | Rating: 5.0
(ID: 1598802380) Rick Steves' Greece and Turkey | Movies & TV > Movies | Rating: 4.1
(ID: B002VY24FM) Jeanette Jenkins / The Hollywood Trainer: Bikini Bootcamp | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00E3PODUG) The Eagle Has Landed [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00GLARWIQ) Columbo: Season 5 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B08NRXQ7KY) Magic School Bus Rides Again: All About Earth | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07WCB6MQB) [Item: B07WCB6MQB] | Unknown | Rating: 4.8
(ID: B097YXZB2C) [Item: B097YXZB2C] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B004DHU9HU) [Item: B004DHU9HU] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00AX1G2O4) [Item: B00AX1G2O4] | Unknown | Rating: 4.8
(ID: B001NUNDU0) [Item: B001NUNDU0] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000EQ5TLK) Wasabi Tuna | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00NMQE4HE) [Item: B00NMQE4HE] | Unknown | Rating: 3.9
(ID: B00QOMDY6A) [Item: B00QOMDY6A] | Unknown | Rating: 2.9
(ID: B00GV4MVEW) Doctor Who S01E01 100,000 BC | Movies & TV > BBC > All BBC Titles | Rating: 4.0
(ID: B07DJYPNP1) [Item: B07DJYPNP1] | Unknown | Rating: 3.9
(ID: B079DVYQ7J) [Item: B079DVYQ7J] | Unknown | Rating: 2.9
(ID: B000UUM8NC) Susan Harrison-Tustain's Watercolor Portrait Workshop | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B009HS4FHU) [Item: B009HS4FHU] | Unknown | Rating: 3.3
(ID: B000IFQLLE) Are You Afraid of the Dark? - Freaky Favorites - REGION 1 DVD ( 2 Disk Set ) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6300208060) Court Martial of Billy Mitchell VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00MPZX7AI) [Item: B00MPZX7AI] | Unknown | Rating: 3.5
(ID: B06Y266RCK) The Brokenwood Mysteries Series 1-3 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00020HBX2) R.O.D -The TV- (Limited Collector's Edition) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B09G565X6K) [Item: B09G565X6K] | Unknown | Rating: 2.7
(ID: B07Q1L8619) [Item: B07Q1L8619] | Unknown | Rating: 2.2
(ID: B088JP5ZZD) Torpedo: U-235 | Action > Harrowing > Intense | Rating: 3.9
(ID: B000SEJKOK) A Season in Purgatory Parts 1 & 2 | Movies & TV > Featured Categories | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000XEB160) Stargate Atlantis: Seasons 1-3 | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 3.9
(ID: B01LYCDYUW) [Item: B01LYCDYUW] | Unknown | Rating: 3.0
(ID: B000RLA1I8) [Item: B000RLA1I8] | Unknown | Rating: 4.6
(ID: B0007UZMYC) Dr. Merry's Nomad Travel Japan | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B017Y4JW80) [Item: B017Y4JW80] | Unknown | Rating: 4.2
(ID: B07ZC7XZQG) [Item: B07ZC7XZQG] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08GFX5JNZ) Pressure | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00899EO9M) [Item: B00899EO9M] | Unknown | Rating: 4.5
(ID: B07MG2TG69) [Item: B07MG2TG69] | Unknown | Rating: 4.3
(ID: B08RY3M4YM) [Item: B08RY3M4YM] | Unknown | Rating: 4.6
(ID: B00IO63RKW) [Item: B00IO63RKW] | Unknown | Rating: 4.5
(ID: B00004U0FP) The Unknown Peter Sellers | Movies & TV > Musicals & Performing Arts > Documentary | Rating: 2.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B079582G9D) [Item: B079582G9D] | Unknown | Rating: 3.8
(ID: B00LI3DNYI) [Item: B00LI3DNYI] | Unknown | Rating: 4.4
(ID: B000IZ7YK6) [Item: B000IZ7YK6] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 0783219806) The Little Rascals [DVD] | Movies & TV > Studio Specials | Rating: 4.8
(ID: B00000DMRO) Tamagotchi Video Adventures VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B00TZF2JTG) Walker, Texas Ranger: The Complete Collection | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B000056AXZ) Demetrius and the Gladiators | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B005OL8NHW
|
Rushfit Georges St-Pierre 8 Week Ultimate Home Training Program
| 5
|
AETJYDNAKWPE7NYHWWWCFHFJ353A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Strength in Numbers | Books > Biographies & Memoirs > Memoirs | Rating: 4.0
- Revenger: A John Shakespeare Mystery | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Kimura: The Triumphs and Tragedy of One of Judo's Greatest and Most Controversial Judo Champions | Books > Sports & Outdoors > Individual Sports | Rating: 3.0
- The Way of Judo: A Portrait of Jigoro Kano and His Students | Books > Sports & Outdoors > Biographies | Rating: 4.0
- The Last American Vampire | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Scaling Force: Dynamic Decision Making Under Threat of Violence | Books > Business & Money > Management & Leadership | Rating: 3.0
- A Criminal and An Irishman: The Inside Story of the Boston Mob-IRA Connection | Books > History > Americas | Rating: 2.0
### User's movies History:
- [Item: B00GOB56H6] | Unknown | Rating: 4.0
- [Item: B004VZW2VK] | Unknown | Rating: 1.0
- [Item: B0032IVUHE] | Unknown | Rating: 1.0
- [Item: B009G4JUSE] | Unknown | Rating: 3.0
- The One Eyed Soldier (1966) | Action > Adventure | Rating: 1.0
- [Item: B00ES2ICWE] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00HEXXHYC) Mid Century Modern Animation, Volume 2 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B0842WV3MK) [Item: B0842WV3MK] | Unknown | Rating: 4.7
(ID: B07P9BYVXX) [Item: B07P9BYVXX] | Unknown | Rating: 3.7
(ID: B07VDMLV7Z) Luce [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00OUNPH2O) [Item: B00OUNPH2O] | Unknown | Rating: 4.2
(ID: B001QB5SS6) Faith Like Potatoes | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0925JR3P9) Winx Club | Kids | Rating: 5.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0063E005W) Shiver of the Vampires | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B07SFG5PCD) The Days of Noah | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0079ILHOY) Braquo: Season 1 (Bilingual) | Movies & TV > TV | Rating: 4.4
(ID: B000SQXNGY) [Item: B000SQXNGY] | Unknown | Rating: 4.6
(ID: B00MB6JSPE) [Item: B00MB6JSPE] | Unknown | Rating: 4.5
(ID: B07GJBZ5H5) Gun Shy [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B001HN694K) Alice in Wonderland | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B009KBCVD4) [Item: B009KBCVD4] | Unknown | Rating: 4.7
(ID: B00E3QJ7HY) To Kill a Mockingbird | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.9
(ID: B07ZLN6LYX) [Item: B07ZLN6LYX] | Unknown | Rating: 4.5
(ID: B0031EID2E) MISTER PEEPERS COMPLETE SEASON 1 A MOVIE | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07M926M85) [Item: B07M926M85] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00G4LKZ9A) [Item: B00G4LKZ9A] | Unknown | Rating: 4.8
(ID: B01KW3DTFM) The Black Stallion Returns | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B006G6GU9M) A Warrior's Heart | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000OHZJO6) Skyjacked | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B008Y6P7XM) [Item: B008Y6P7XM] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000E3L7AK) Arjuna: Anime Legends Complete Collection [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B008DBTKG8) [Item: B008DBTKG8] | Unknown | Rating: 4.5
(ID: B0002PYT00) Jack Benny Show - Volume 2 | Movies & TV > Independently Distributed > Comedy | Rating: 3.6
(ID: B0045H8DMG) [Item: B0045H8DMG] | Unknown | Rating: 4.6
(ID: B013Y9LFHK) Family Food Challenge | Unscripted > Special Interest | Rating: 2.8
(ID: 8326813753) Powstanie Warszawskie (DVD) | Movies & TV > Movies | Rating: 3.8
(ID: B000PATNJE) The Kids Good Manners DVD | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.0
(ID: B07SZ38CK6) [Item: B07SZ38CK6] | Unknown | Rating: 4.5
(ID: B08691YNXL) [Item: B08691YNXL] | Unknown | Rating: 2.9
(ID: B0039NCKEE) [Item: B0039NCKEE] | Unknown | Rating: 4.5
(ID: B0028YW36K) Almost Heaven | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00O87J9IA) Live In Dublin | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000CNER0E) The Search for the Real Mt. Sinai | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B00AI78CAK) [Item: B00AI78CAK] | Unknown | Rating: 4.5
(ID: B017VKJZJI) [Item: B017VKJZJI] | Unknown | Rating: 4.4
(ID: 6303477194) Nicholas & Alexandra [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00J8LY5W6) [Item: B00J8LY5W6] | Unknown | Rating: 3.0
(ID: B000EQ46HI) F Troop: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00XCFDLPQ) [Item: B00XCFDLPQ] | Unknown | Rating: 4.5
(ID: B088FD5K1G) [Item: B088FD5K1G] | Unknown | Rating: 3.4
(ID: B0001CLXLM) Wee Sing Together: A Magical Musical [VHS] | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.7
(ID: B097NKCVPD) [Item: B097NKCVPD] | Unknown | Rating: 4.8
(ID: B00TCFWNEA) [Item: B00TCFWNEA] | Unknown | Rating: 3.7
(ID: B07QD3FBLW) [Item: B07QD3FBLW] | Unknown | Rating: 4.7
(ID: B019F95LHS) [Item: B019F95LHS] | Unknown | Rating: 4.5
(ID: B003916HMW) Chet Atkins Certified Guitar Player DVD As seen on PBS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B000AOEMYG) Hammett | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.8
(ID: B00005JMWP) Taking Lives - Director's Cut (Widescreen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B004HCOJZO) The Sword And The Rose | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00KG2NKOA) [Item: B00KG2NKOA] | Unknown | Rating: 3.4
(ID: B07RN319Q8) [Item: B07RN319Q8] | Unknown | Rating: 3.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B005G5NPWY) Conan The Adventurer: Season 2, Part One | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0C942RTL1) [Item: B0C942RTL1] | Unknown | Rating: 4.0
(ID: 6304353456) Kathy Ireland's Absolutely Fit VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0000ZMFDA) NASCAR - Tony Stewart - Smoke | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B000NIBUXU) Gilgamesh: Complete Collection [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B0072GOIVC) Dragon Dynasty Double Feature 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B016I7J3OM) [Item: B016I7J3OM] | Unknown | Rating: 3.9
(ID: B000KB48AM) Journey to the End of the Night | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B076KLKK3G) [Item: B076KLKK3G] | Unknown | Rating: 3.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B008JSPC4Y) [Item: B008JSPC4Y] | Unknown | Rating: 4.8
(ID: B002QOH704) [Item: B002QOH704] | Unknown | Rating: 2.3
(ID: B0B39LWXN7) Hidden Assets: Series 1 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0087KAEDI) Dragonfly Language Video Flashcards: Spanish Vocabulary Volume 1 | Movies & TV > Movies | Rating: 5.0
(ID: B08F3852MH) Mira Royal Detective | Animation > Kids | Rating: 4.7
(ID: B078B53N8B) [Item: B078B53N8B] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00433OSQM) BLUE MURDER - SERIES 5 [NON-USA Format / Import / Region 2 / PAL] | Movies & TV > TV | Rating: 4.3
(ID: B000PE0GQO) Islam: What the West Needs to Know | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B01GREI7HU) [Item: B01GREI7HU] | Unknown | Rating: 3.0
(ID: B0015MNAPE) Pride FC 34: Kamikaze | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B002OVB9Q2) Catherine Cookson's Cinder Path | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.3
(ID: B004NN5RB2) [Item: B004NN5RB2] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B006C1CMLG) Ellen Croft's Supreme Pilates ~ Supreme Buns & Thighs | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B06Y1T6H1V) Rogue One: A Star Wars Story [Blu-ray 3D] [2017] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00BI1XTFS) [Item: B00BI1XTFS] | Unknown | Rating: 4.4
(ID: B000VHVGLY) [Item: B000VHVGLY] | Unknown | Rating: 4.4
(ID: B000RWCYZK) Telephone Operator | Suspense > Drama > Action | Rating: 3.7
(ID: B07H2WQ8YN) [Item: B07H2WQ8YN] | Unknown | Rating: 4.1
(ID: B002K02Z0G) [Item: B002K02Z0G] | Unknown | Rating: 2.2
(ID: B0026KSJV4) [Item: B0026KSJV4] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00RSGIVVO
|
[Item: B00RSGIVVO]
| 3
|
AFFB623HSEV2B3OSASVS3UEDCHAA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- WrestleCrap: The Very Worst of Professional Wrestling | Books > Humor & Entertainment > Humor | Rating: 2.0
- Hitman: My Real Life in the Cartoon World of Wrestling | Books > Sports & Outdoors > Biographies | Rating: 1.0
- The Death of WCW: Wrestlecrap and Figure Four Weekly Present . . . | Books > Sports & Outdoors > Biographies | Rating: 3.0
- Wrestling's One Ring Circus: The Death of the World Wrestling Federation | Books > Sports & Outdoors > Individual Sports | Rating: 2.0
- The Hardcore Diaries | Books > Sports & Outdoors > Biographies | Rating: 2.0
### User's movies History:
- MTV's WWF Tough Enough - The First Season | Movies & TV > Featured Categories > DVD | Rating: 2.0
- The First World War - The Complete Series [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 3.0
- Superman: The Animated Series, Volume 3 (DC Comics Classic Collection) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07Z74DK1K) First Love [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000C8STR6) NOVA - Secrets of Lost Empires Set | Movies & TV > Boxed Sets > Documentary | Rating: 4.3
(ID: B00M7D841U) Gilligan's Planet: The Complete Series | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B01MTB0SRS) Paris, France: Virtual Travel | Special Interest > Contemplative > Easygoing | Rating: 2.8
(ID: B00006L90U) The Corpse Vanishes | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000JJ4DD2) Enraptured | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B01FIXX2IA) [Item: B01FIXX2IA] | Unknown | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0189HKE5Q) The Hunger Games: Mockingjay Part 2 [Blu-ray + DVD + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00EYYSRCQ) [Item: B00EYYSRCQ] | Unknown | Rating: 4.8
(ID: B00NARLOGO) Only the Strong Survive | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B018QX8AZE) [Item: B018QX8AZE] | Unknown | Rating: 4.5
(ID: B003DH7OJW) [Item: B003DH7OJW] | Unknown | Rating: 3.4
(ID: B00APKG2LQ) Becoming Jane | Drama > Romance > Charming | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0842B411L) Numb3rs (Seasons 1-4) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00006L9JR) Top 100 Taekwondo Scoring Techniques | Movies & TV > Independently Distributed > Special Interests | Rating: 4.0
(ID: B074TSWMD6) [Item: B074TSWMD6] | Unknown | Rating: 4.2
(ID: B07HGG7ZW9) [Item: B07HGG7ZW9] | Unknown | Rating: 4.5
(ID: B012BYDKJU) Nazis: A Warning from History, The (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B079VQ4T5M) Parasyte: Parts One & Two [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B005HF3EF6) [Item: B005HF3EF6] | Unknown | Rating: 4.8
(ID: B079GCHHZV) [Item: B079GCHHZV] | Unknown | Rating: 4.3
(ID: B06Y2H4YRD) Jack Taylor Collection Set 1-3 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B01MRP9MT6) [Item: B01MRP9MT6] | Unknown | Rating: 2.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09DVD5GL1) Saving Paradise | Romance > Drama | Rating: 4.1
(ID: B000059PP5) Def-Con 4: Defense Condition [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B00CR64OFC) [Item: B00CR64OFC] | Unknown | Rating: 4.8
(ID: 1573627186) Jacknife | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0001MDQ58) Map of the Human Heart | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B08Z2MDGWQ) Indiana Jones 4-Movie Collection | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B005MXQD7Y) At the Coliseum | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B002AT8KAQ) The Right Stuff | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00S89IOPS) MacGyver: The Complete Collection | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B071RY5L1R) Awakening The Zodiac | Suspense > Horror > Emotional | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08FHCC26H) [Item: B08FHCC26H] | Unknown | Rating: 4.0
(ID: B0007CEXK4) TV Classic Westerns: Legends of the Old West | Movies & TV > Boxed Sets > Television | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 0767851463) New Blood | Movies & TV > Art House & International > By Country | Rating: 3.7
(ID: B0B8T7TXNM) [Item: B0B8T7TXNM] | Unknown | Rating: 4.7
(ID: B000A2XCOY) The Self-Destruction of the Ultimate Warrior | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B096TN8TRW) Peter Rabbit / Peter Rabbit 2: The Runaway - Set | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B08SBQ618N) The Mothman Prophecies | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00BNAE48U) Dead Souls [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00NLM93W0) Musical Chairs | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000JNPJ5O) [Item: B000JNPJ5O] | Unknown | Rating: 4.5
(ID: B01GF73O18) [Item: B01GF73O18] | Unknown | Rating: 3.6
(ID: B00B14M90I) Darin Slack's Volume 1 DVD "Coaching your Quarterback" Father Son Football Fundamentals for Quarterback Instruction & Training | Movies & TV > Genre for Featured Categories > Arts & Entertainment | Rating: 3.6
(ID: B07FK92NS1) Good Witch: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B008GTR992) [Item: B008GTR992] | Unknown | Rating: 4.1
(ID: B09R6YBG2C) [Item: B09R6YBG2C] | Unknown | Rating: 3.7
(ID: B000W799NU) Harry Potter and the Chamber of Secrets (Full Screen Edition) | Movies & TV > Characters & Series > Harry Potter | Rating: 4.8
(ID: B01N9BP6BB) [Item: B01N9BP6BB] | Unknown | Rating: 4.4
(ID: B019JBYXTY) [Item: B019JBYXTY] | Unknown | Rating: 4.6
(ID: B075QZYKBK) 3 Idiotas (English Subtitled) | Comedy > Outlandish > Passionate | Rating: 4.4
(ID: 6303442382) 3 Stooges: Stop Look & Laugh | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B003DE5CGW) The Actors: Rare Films Of Evelyn Brent Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001BSBBMG) Creature from the Haunted Sea | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.4
(ID: B000FP94X4) Double Feature: Hercules and the Princess of Troy & Hercules Against the Mongols | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00RR12JP4) The New Yorker Presents | Documentary | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003OOH444) Dean Martin Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B000A1OFZK) The Last Frontier | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B071XF76K2) Walking Through History Series 1 | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B00WLRQMB6) [Item: B00WLRQMB6] | Unknown | Rating: 4.0
(ID: B00006I03S) McLintock! [DVD] | Movies & TV > John Wayne Store > All Titles | Rating: 4.5
(ID: B000G0O5DM) GERALD MCBOING BOING ADVENTURE (LIMITED EDITION) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B082FNXB3G) [Item: B082FNXB3G] | Unknown | Rating: 3.8
(ID: B07935QFYR) [Item: B07935QFYR] | Unknown | Rating: 3.4
(ID: B000NQQ4ME) Apocalypto [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B06XCQ79X2) [Item: B06XCQ79X2] | Unknown | Rating: 4.5
(ID: B07HCBX8F4) Philippa Gregory's The Real White Queen and her Rivals [BBC] [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07CXBXMQS) The Inbetweeners Movie 1&2 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0093QI5CW) [Item: B0093QI5CW] | Unknown | Rating: 4.5
(ID: B074F41Q7Z) [Item: B074F41Q7Z] | Unknown | Rating: 5.0
(ID: B01AYLHSR2) Thomas Stevens On Musicianship: Vacchiano's Rules And Beyond | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0040QYROA) The Complete Metropolis | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07MQGGKQ9) Universal Horror Collection: Vol.1 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07J496DTY) The Courtesans | Documentary > Special Interest | Rating: 3.5
(ID: B0B8RRQJZP) [Item: B0B8RRQJZP] | Unknown | Rating: 4.4
(ID: B002P73UQW) [Item: B002P73UQW] | Unknown | Rating: 4.9
(ID: 6305971781) Law & Disorder | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000053VD5) The Crocodile Hunter - Spitting Cobras of the World VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000064923) Sailor Moon Super S 6: Dark Peg [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B012BG3APW) [Item: B012BG3APW] | Unknown | Rating: 4.8
(ID: B01MTCKBZ0) [Item: B01MTCKBZ0] | Unknown | Rating: 3.5
(ID: 1415714630) Drawn Together - Season One | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B08B8WD2V4) [Item: B08B8WD2V4] | Unknown | Rating: 4.6
(ID: B00C3HD1AE) [Item: B00C3HD1AE] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000A2XCOY
|
The Self-Destruction of the Ultimate Warrior
| 2
|
AGEIIXJXOCROVKJNFIYBLLOBPYUA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Conversations with McCartney | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Two from the Heart | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Cuckoo's Calling (Cormoran Strike Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Roughing It | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Born to Run | Books > Biographies & Memoirs > Arts & Literature | Rating: 2.0
- Year of No Sugar: A Memoir | Books > Biographies & Memoirs > Professionals & Academics | Rating: 1.0
- The Giant Pop & Rock Piano Sheet Music Collection: Piano/Vocal/Guitar (The Giant Book of Sheet Music) | Books > Arts & Photography > Music | Rating: 2.0
- The Hot Zone: The Terrifying True Story of the Origins of the Ebola Virus | Books > Medical Books > Medicine | Rating: 4.0
- Saxon Algebra 1 Kit with Solution Manual 3rd Edition | Unknown | Rating: 5.0
### User's movies History:
- [Item: B06Y42Q7MM] | Unknown | Rating: 2.0
- Gilmore Girls: A Year In The Life (DVD) | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- The Wolf of Wall Street | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 1.0
- For Richer or Poorer [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Look Who's Talking Now | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Weeds: Season 1 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 1.0
- Sherlock: Season 1 | Movies & TV > BBC > All BBC Titles | Rating: 2.0
- Torchwood | Science Fiction > Fantasy > Suspense | Rating: 1.0
- Hallmark Collector's Set Vol 3 (Silent Night / In His Father's Shoes / Out of the Woods / Where There's A Will) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
- The Holiday | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002GSXKNI) 4 Film Favorites: Blade Collection (Blade / Blade II / Blade: Trinity / Blade: House of Chthon) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B01L91MEIE) Little Busters Ex | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B079FNPV3Q) Stranger Fruit | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.6
(ID: B08N8QMBKT) [Item: B08N8QMBKT] | Unknown | Rating: 3.9
(ID: B00NB8K6FC) [Item: B00NB8K6FC] | Unknown | Rating: 4.7
(ID: B071ZR1C71) [Item: B071ZR1C71] | Unknown | Rating: 4.7
(ID: B002NUULNQ) Blood: The Last Vampire | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0BSWT39VJ) PAW Patrol: Aqua Pups | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B01M3T1RTL) [Item: B01M3T1RTL] | Unknown | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00PE4KSHM) The Lion King 3: Hakuna Matata [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B010NDZJ4A) Alvin and the Chipmunks Meet Frankenstein | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07D6W2PWT) [Item: B07D6W2PWT] | Unknown | Rating: 4.9
(ID: B00AMSQBRQ) Airplane / Airplane 2 The Sequel (DBFE) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01LE81PHI) [Item: B01LE81PHI] | Unknown | Rating: 3.2
(ID: B00FYA8NIW) [Item: B00FYA8NIW] | Unknown | Rating: 4.5
(ID: B001TL4UQE) The Poseidon Adventure/Blackbeard | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B0007LIP9K) Rowan Atkinson Is Mr. Bean: The Whole Bean, Vol. 3 | Movies & TV > Movies | Rating: 5.0
(ID: B09VFSB83G) [Item: B09VFSB83G] | Unknown | Rating: 5.0
(ID: B019HYBLRA) [Item: B019HYBLRA] | Unknown | Rating: 4.7
(ID: B08DN9Y9CK) The Invaders: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07RTGBG93) Le Doulos (Special Edition) aka The Finger Man | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B071CWKD1Q) [Item: B071CWKD1Q] | Unknown | Rating: 4.5
(ID: 6304907656) The Dirty Dozen | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0013D1X36) [Item: B0013D1X36] | Unknown | Rating: 4.7
(ID: B09NTYY92P) [Item: B09NTYY92P] | Unknown | Rating: 3.4
(ID: B08111ZYSJ) [Item: B08111ZYSJ] | Unknown | Rating: 4.7
(ID: B00007L4OE) Swept Away [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B005FM4568) [Item: B005FM4568] | Unknown | Rating: 4.7
(ID: B004YSDUBK) [Item: B004YSDUBK] | Unknown | Rating: 4.7
(ID: B07HXP3M27) First Man (DVD + Digital Copy) [2018] | Movies & TV > Digital Copy | Rating: 4.4
(ID: B06W56PNHY) [Item: B06W56PNHY] | Unknown | Rating: 4.7
(ID: B00LMHRDLE) [Item: B00LMHRDLE] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0000VLL70) Pensionat Oskar | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 2.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000FKP0RS) Invest Hist:napoleon's Mass | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B006OOMO96) Rivals | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: 6304238134) Grand Theft Auto | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B07CJ24MP4) Battle at Versailles | Special Interest > Documentary | Rating: 5.0
(ID: B01IUVQVXK) [Item: B01IUVQVXK] | Unknown | Rating: 3.6
(ID: B00AA7O9G4) [Item: B00AA7O9G4] | Unknown | Rating: 4.4
(ID: B016P0GXZE) Adulterers | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B001399PE4) Lahaina: Waves of Change | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B00SSRFPFM) [Item: B00SSRFPFM] | Unknown | Rating: 4.4
(ID: B00595W44Q) Darkness Falls [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00CBIC1H4) The Visitor | Movies & TV > Independently Distributed > Drama | Rating: 3.8
(ID: B018M30PHO) THE MONSTER CHRONICLES: TIKTIK [DVD] [UK Import] | Movies & TV > Movies | Rating: 3.4
(ID: B0031YPN4K) Bob Ross: Seascape with Lighthouse | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B00MZ3VEAK) Dare to Discipline | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00CZDU4MO) [Item: B00CZDU4MO] | Unknown | Rating: 4.2
(ID: B00CU6WB40) Adored, The Romance Art | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00BG66B82) Dancing At The Blue Iguana | Drama > Atmospheric > Downbeat | Rating: 4.1
(ID: B004HG04TU) [Item: B004HG04TU] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B004WE01YA) Beauty and the Beast (Five Disc Combo: Blu-ray 3D / Blu-ray / DVD / Digital Copy) [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00HUNPMLW) [Item: B00HUNPMLW] | Unknown | Rating: 3.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07814TTXY) Underworld 5 Movie Gift Set [SteelBook] Blu-ray + Digital | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B081WQQSVM) Batman and Harley Quinn Triple Feature (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0769WYW2N) [Item: B0769WYW2N] | Unknown | Rating: 3.7
(ID: B0BX2WHJN4) [Item: B0BX2WHJN4] | Unknown | Rating: 4.3
(ID: B0032ZOXYO) Prenatal Vinyasa Yoga & Short Forms | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0000687F5) Taboo | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000XCMJOA) Robin Hood (SE) [Italian Edition] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.9
(ID: B075X3VX4X) [Item: B075X3VX4X] | Unknown | Rating: 4.8
(ID: 0790740907) National Lampoon's Vacation | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B003HIJ7PG) [Item: B003HIJ7PG] | Unknown | Rating: 4.4
(ID: B0893RB9XN) Doris Day Essentials Classics Collection | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01FNATR8W) [Item: B01FNATR8W] | Unknown | Rating: 3.9
(ID: B0001KCI5E) Two's Company - Complete Series 1 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B005XB8T54) The World God Only Knows: Season 1 | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B003K7C6VQ) Real Story: Escape From Alcatraz | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B004N8NGLA) [Item: B004N8NGLA] | Unknown | Rating: 3.7
(ID: B0095FYOP8) Wimbledon [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0009UC7OS) I Love Lucy - Seasons 1-5 | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.8
(ID: B00IQ41RV8) [Item: B00IQ41RV8] | Unknown | Rating: 3.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B006K1ANV4) Peep & The Big Wide World: Finders Keepers | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 6302555191) Equalizer-Memories of Manon | Movies & TV > Movies | Rating: 4.0
(ID: B004AW2NRW) [Item: B004AW2NRW] | Unknown | Rating: 4.3
(ID: B0007514E4) How to Conquer Online Poker | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000VRJ37I) The McCartney Years | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00VV3C1OS) VICTOR BORGE The SmorgasBORGE Volume 2 7 DVD's | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00QZL1L9W) [Item: B00QZL1L9W] | Unknown | Rating: 3.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00IEO62Y2) [Item: B00IEO62Y2] | Unknown | Rating: 4.3
(ID: B00MQLQGKO) Life of Pi/Black Swan/The Descendants/Crazy Heart | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: B001R921LE) Ray Boltz ~ Songs from the Potter's Feld | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 188591878X) Ballet by Frederick Wiseman (Home Use) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B006RXPUR2) [Item: B006RXPUR2] | Unknown | Rating: 4.5
(ID: B008RYMZXG) Left Behind Bible Prophecy : Complete Series - The Rapture , Tribulation , Daniel , Isaiah , Ezekiel , Olivet Discourse , Israel , Armageddon , False New Age : 6 Disc Box Set - 14 Hours | Movies & TV > TV | Rating: 3.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000VRJ37I
|
The McCartney Years
| 4
|
AGNQFZQT5XASRQ7Q7AISUUV4GQVA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Vagos, Mongols, and Outlaws: My Infiltration of America's Deadliest Biker Gangs | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- The Secrets of My Life | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
- Kathy Griffin's Celebrity Run-Ins: My A-Z Index | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- The People vs Muhammad - Psychological Analysis | Books > History > World | Rating: 5.0
- Outlaw Platoon: Heroes, Renegades, Infidels, and the Brotherhood of War in Afghanistan | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
### User's movies History:
- Vice Principals: The Complete First Season DVD + Digital HD | Movies & TV > HBO > All HBO Titles | Rating: 5.0
- [Item: B06XYTPWHP] | Unknown | Rating: 5.0
- WWE: Ultimate Warrior: Always Believe (DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00101WC1S) Russ Meyer Cleavage Collection: Finders Keepers, Lovers Weepers/Good Morning and Goodbye/Common-Law Cabin | Movies & TV > Movies | Rating: 3.5
(ID: B07YSW66PG) [Item: B07YSW66PG] | Unknown | Rating: 4.1
(ID: B00E4YPBVG) The Overbrook Brothers | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B005NHZALE) Brighton Rock | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B082VXY3N4) The Prince of Tides (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B074T6M3JX) [Item: B074T6M3JX] | Unknown | Rating: 4.7
(ID: B0163ZJ26S) [Item: B0163ZJ26S] | Unknown | Rating: 4.0
(ID: B00C1C1EFA) [Item: B00C1C1EFA] | Unknown | Rating: 4.6
(ID: B002XCPU7Q) [Item: B002XCPU7Q] | Unknown | Rating: 4.3
(ID: B00ZWZE4OG) NOFX: Backstage Passport 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B086QDW426) [Item: B086QDW426] | Unknown | Rating: 4.3
(ID: B0026KWTS8) The Beast Stalker | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B007SPPFKA) Arne Dahl: Misterioso [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B004DNRKCG) From Mao to Mozart | Documentary > Music Videos and Concerts | Rating: 4.5
(ID: B00004SH4M) Goldfinger Region 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B009RTI3VI) [Item: B009RTI3VI] | Unknown | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000EUMMM0) Pride Fighting Championships: Total Elimination 2005 [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B00890VALQ) [Item: B00890VALQ] | Unknown | Rating: 3.5
(ID: B0057ER1HE) Ironclad | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0B6F48L99) [Item: B0B6F48L99] | Unknown | Rating: 4.6
(ID: B0143DSVMI) [Item: B0143DSVMI] | Unknown | Rating: 4.7
(ID: B00NMNQ0YW) [Item: B00NMNQ0YW] | Unknown | Rating: 4.6
(ID: B000E0OBJM) The Best of Unsolved Mysteries | Movies & TV > Boxed Sets > Documentary | Rating: 4.5
(ID: B01MATDGCD) [Item: B01MATDGCD] | Unknown | Rating: 4.3
(ID: B0094MFITS) [Item: B0094MFITS] | Unknown | Rating: 4.8
(ID: 0736070001) Nick Bollettieri DVD Collection | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B00N45UAZS) [Item: B00N45UAZS] | Unknown | Rating: 4.7
(ID: B073HKT2N8) You Only Live Once [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00GBUQOR6) [Item: B00GBUQOR6] | Unknown | Rating: 4.7
(ID: 6302281636) Disney's Talespin - Imagine That! VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 2.7
(ID: B0792FQ8D2) Cannibal Farm | Movies & TV > Disc on Demand | Rating: 3.3
(ID: B00CVMK2JY) [Item: B00CVMK2JY] | Unknown | Rating: 4.6
(ID: B002TOFC3A) Belle & Sebastian - La Serie Completa 52 Episodios Belle & Sebastian Complete serie 52 Episodes *Ntsc/region 1 & 4 Dvd. latin America Mexico - No English options | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00A16XZGO) [Item: B00A16XZGO] | Unknown | Rating: 4.5
(ID: B000IHY9UC) Boot Camp Total - Body Blast | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B002OOWKSU) Bored to Death: Season 1 | Movies & TV > HBO > All HBO Titles | Rating: 4.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07XK2Z7JG) [Item: B07XK2Z7JG] | Unknown | Rating: 4.7
(ID: B00511DI9I) Scary Movie 1-3 Box Set [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B008O178PW) Born To Love You - Coco Martin, Angeline Quinto -Filipino DVD 2012 | Movies & TV > Movies | Rating: 3.8
(ID: B000HKMI94) Gallivants: Another Ant's Life | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00Y2OE0UG) [Item: B00Y2OE0UG] | Unknown | Rating: 3.2
(ID: B0036BRBOS) Mega Piranha | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B007G8SE9S) Brothers (2009) - The Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B01I6ISIH4) [Item: B01I6ISIH4] | Unknown | Rating: 4.2
(ID: B000V6LSMC) Sci Fi Trash-O-Rama | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 2.6
(ID: B08MQTC4TM) [Item: B08MQTC4TM] | Unknown | Rating: 4.6
(ID: B002FU8J10) Agatha Christie's Poirot: Murder Mysteries Collection | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.6
(ID: B00DY06XOA) [Item: B00DY06XOA] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0060CWX3O) [Item: B0060CWX3O] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07BLJ4MD7) I Can Only Imagine | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.9
(ID: B0018RCN54) Samurai 7: Box Set (Viridian Collection) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B014PCART2) [Item: B014PCART2] | Unknown | Rating: 4.7
(ID: B001CAWM9O) Fiddlin My Way Kenny Baker DVD | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B009UYFDRM) High Spirits | Movies & TV > Movies | Rating: 4.7
(ID: B077MHZQVT) [Item: B077MHZQVT] | Unknown | Rating: 4.0
(ID: B002ZHKZD8) The Bourne Ultimatum [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 0965621626) Teamwork: A Dog Training Video for People with Disabilities | Movies & TV > Independently Distributed > Special Interests | Rating: 3.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000NJMJWA) Heathcliff: Fish Tales | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B000LC46R0) Chinese For Children Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B003F1QVU4) Our Little Girl [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B017OP7XPS) [Item: B017OP7XPS] | Unknown | Rating: 4.6
(ID: B017T72Z3Q) [Item: B017T72Z3Q] | Unknown | Rating: 4.7
(ID: B086R947B8) [Item: B086R947B8] | Unknown | Rating: 4.6
(ID: B00020BW4G) Touching the Void | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B099P58LC9) Midnight in the Switchgrass | Action > Suspense > Gritty | Rating: 3.9
(ID: B08CM6PDML) The Tax Collector Steelbook 4K UHD | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B0BHXL48GF) Love in the Limelight | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0769ZG321) [Item: B0769ZG321] | Unknown | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07H7XRG2Z) [Item: B07H7XRG2Z] | Unknown | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00LFF8NKS) [Item: B00LFF8NKS] | Unknown | Rating: 4.6
(ID: B0756MKNX8) [Item: B0756MKNX8] | Unknown | Rating: 3.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00P74CXKY) Live in Tallin 2013 | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: 630018188X) Sometimes a Great Notion [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01E7RQ5R8) [Item: B01E7RQ5R8] | Unknown | Rating: 4.6
(ID: B0001OXPQQ) Hollywood Tough Guys | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000UJWCR0) Reader's Digest Great National Parks: Grand Canyon / Yellowstone / Yosemite [Boxed Set] | Movies & TV > Movies | Rating: 4.0
(ID: B00083FZFO) Gun Fury | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B0B789X44W) [Item: B0B789X44W] | Unknown | Rating: 3.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00BQLA2C8) [Item: B00BQLA2C8] | Unknown | Rating: 3.5
(ID: B08CWG65CR) InterReflections [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B005I64U34) Green Lantern | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00009W8OZ) Sholay | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B01MSXF7RA) [Item: B01MSXF7RA] | Unknown | Rating: 4.5
(ID: B0B8PHQ6VC) [Item: B0B8PHQ6VC] | Unknown | Rating: 4.2
(ID: B001JJIZZ8) [Item: B001JJIZZ8] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0792FQ8D2
|
Cannibal Farm
| 1
|
AFQPBBMYC2PSOMQZK5WTALWPXF5A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Venice Sketchbook: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Educated: A Memoir | Books > Biographies & Memoirs > Community & Culture | Rating: 4.0
- Théâtre de la Mode: Fashion Dolls: The Survival of Haute Couture | Books > Arts & Photography > Performing Arts | Rating: 4.0
- At Home: A Short History of Private Life | Books > Arts & Photography > Architecture | Rating: 2.0
- In the Woods (Dublin Murder Squad, Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Good German (Bestselling Backlist) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Nightingale: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Fifth Gospel: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B0791ZWXTP] | Unknown | Rating: 3.0
- [Item: B014F4LLZY] | Unknown | Rating: 4.0
- Lovejoy | Comedy > Drama | Rating: 5.0
- [Item: B00TG8HOZG] | Unknown | Rating: 5.0
- [Item: B00ZPRFHCE] | Unknown | Rating: 5.0
- Lovejoy | Drama | Rating: 5.0
- Lovejoy | Comedy > Drama | Rating: 5.0
- [Item: B00N8LQCMI] | Unknown | Rating: 5.0
- [Item: B007WPM9TQ] | Unknown | Rating: 4.0
- [Item: B00E3P3SPC] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B001AI1Q5E) Travel With Kids - London | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 2.8
(ID: B003K48HHQ) A Hobo's Christmas with Bonus CD: Christmas Magic | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000U63ZDS) Psych | Suspense > Comedy | Rating: 4.7
(ID: B008DWG0TW) Die 12 Cellisten der Berliner Philharmoniker - Anniversary Concert & Documentary | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B09R6WFD2L) [Item: B09R6WFD2L] | Unknown | Rating: 3.0
(ID: B07TPYXPK7) The Rise Of Jordan Peterson | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00006LSFW) Father Ted: Complete Boxed Set | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00E21QTL2) From Here to Eternity [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000SMQN0G) Yoga for Golfers: More Power & Distance [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.5
(ID: B00IRX2NL6) [Item: B00IRX2NL6] | Unknown | Rating: 3.1
(ID: B003MACCBA) [Item: B003MACCBA] | Unknown | Rating: 4.4
(ID: B001HUHBDG) Kung Fu Panda - Wrapped and Ready for Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0000ALPHS) The Man Who Saved Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07S1D6YQP) [Item: B07S1D6YQP] | Unknown | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00BUXRV8A) [Item: B00BUXRV8A] | Unknown | Rating: 4.4
(ID: B01MU19WQ6) [Item: B01MU19WQ6] | Unknown | Rating: 3.5
(ID: B01LWIWKHA) [Item: B01LWIWKHA] | Unknown | Rating: 2.1
(ID: B07QHQGS8V) Cherokee Creek Special Collectors Edition Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 3.6
(ID: B00030LNVM) Swish -- A Guide to Great Basketball Shooting | Movies & TV > Independently Distributed > Sports | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6303467687) Carmen Sandiego: Date With Carmen VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07Z277267) [Item: B07Z277267] | Unknown | Rating: 2.7
(ID: B07RKFQWV9) [Item: B07RKFQWV9] | Unknown | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01MDO3APB) [Item: B01MDO3APB] | Unknown | Rating: 4.7
(ID: B004OD77PA) Miracle At St. Anna | Drama > Action > Compelling | Rating: 4.6
(ID: B001CC7PKS) Daredevil (Director's Cut) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01ESEF6LQ) [Item: B01ESEF6LQ] | Unknown | Rating: 3.8
(ID: B078WFWHF7) [Item: B078WFWHF7] | Unknown | Rating: 3.9
(ID: B0012I9O7O) [Item: B0012I9O7O] | Unknown | Rating: 4.5
(ID: B006FG9DKQ) Lunopolis | Science Fiction | Rating: 4.4
(ID: 0780623983) Wag the Dog (Widescreen Edition) [VHS] | Movies & TV > Widescreen > Comedy | Rating: 4.5
(ID: B002TMQLCI) Transformers: Revenge of the Fallen (Single Disc) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B000OQF30C) Karl Gotch's Conditioning for Combat Sport Deluxe Expanded Set | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B001VX74X6) [Item: B001VX74X6] | Unknown | Rating: 4.6
(ID: B004TWP8H0) Clubland – Workout of Your Life [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B079NC9C5L) Wonderful World of Puppies & Kittens (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B00EOLA61Y) [Item: B00EOLA61Y] | Unknown | Rating: 4.4
(ID: B07JG1G1BM) [Item: B07JG1G1BM] | Unknown | Rating: 4.8
(ID: B00AR02K10) He Knows My Name ~ "Live" Music From Family Worship Center (CD & DVD) | Movies & TV > Movies | Rating: 4.4
(ID: B007RHWWBE) The Crusades. Lecture 1 of 6. Journey to Jerusalem. | Documentary > Special Interest | Rating: 4.1
(ID: B01C42FMVI) Flash Gordon - Saviour of the Universe Edition Warcraft Fandango Cash Version | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0009U7LNU) The Emperor's New Clothes [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B0043GVE6G) Return to Fantasy Island | Movies & TV > TV | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00FWMVVF4) Leave It To Beaver: Season 1 | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B00E3OYT3S) [Item: B00E3OYT3S] | Unknown | Rating: 4.3
(ID: B08DTBW5QG) Finding The Funk | Historical > Documentary > Music Videos and Concerts | Rating: 4.5
(ID: B00EEXPDTM) [Item: B00EEXPDTM] | Unknown | Rating: 4.2
(ID: B071DT8SH5) DISNEY MICKEY AND THE ROADSTER RACERS: MINNIE'S HAPPY HELPERS (HOME VIDEO) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B007HMCQ6A) Ator The Fighting Eagle (widescreen) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.5
(ID: B07R5VX1RH) [Item: B07R5VX1RH] | Unknown | Rating: 3.2
(ID: B001DTCKB4) [Item: B001DTCKB4] | Unknown | Rating: 4.3
(ID: B003DC1KVA) [Item: B003DC1KVA] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B001QOGYFY) Whiteout [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.3
(ID: B014DMSHNW) Storm of the Century Includes 6 Bonus Movies | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00VQRFDFI) Escape from East Berlin | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: 6303418708) 500 Nations 3: Clash of Cultures | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01N0O60U6) [Item: B01N0O60U6] | Unknown | Rating: 4.6
(ID: B079NQDC6S) [Item: B079NQDC6S] | Unknown | Rating: 3.7
(ID: B09JG2PFS7) [Item: B09JG2PFS7] | Unknown | Rating: 1.6
(ID: B09P9QGX4Y) [Item: B09P9QGX4Y] | Unknown | Rating: 3.7
(ID: B00FX58Y9Q) LEGO Star Wars: The Yoda Chronicles | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B01KGS011I) [Item: B01KGS011I] | Unknown | Rating: 4.2
(ID: B002DU39S0) Coraline | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B003B6OPNI) [Item: B003B6OPNI] | Unknown | Rating: 4.2
(ID: B08NDVKRTW) Trafficked: A Parent's Worst Nightmare | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00U5UNC4Q) [Item: B00U5UNC4Q] | Unknown | Rating: 4.7
(ID: B01BG7RLCA) WWE: Payback 2016 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00J8N07BW) A Knight's Tale [Blu-Ray] [Region Free] (English audio. English subtitles) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: 0767837762) Finding Graceland | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00683WVDC) What's in the Bible? Church Edition V4 - CLOSEOUT PRICE Old Package | Movies & TV > Christian Movies & TV | Rating: 4.4
(ID: B00A4Y0I4A) [Item: B00A4Y0I4A] | Unknown | Rating: 3.0
(ID: B00F91G8R4) [Item: B00F91G8R4] | Unknown | Rating: 4.7
(ID: B00006JIUO) The Santa Barbara Video Tours DVD | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B004FN26LY) Solitary Confinement | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004X7VRG2) Dual Survival Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07BRNXT89) Demon | Suspense > Drama > Cerebral | Rating: 3.6
(ID: B00G1FQ1L0) [Item: B00G1FQ1L0] | Unknown | Rating: 4.4
(ID: B00D1NAVL6) [Item: B00D1NAVL6] | Unknown | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07B14J4CL) All I Wish [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000N3STWA) A Sunday Day in Hell | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000LXGQNQ) Fiddler on the Roof (2-disc Collector Edition) | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.8
(ID: B00001O2GJ) The Marx Brothers: Boxed Set (Animal Crackers / Horse Feathers / Duck Soup) | Movies & TV > Boxed Sets > Comedy | Rating: 4.1
(ID: B00RNELHU8) A Most Violent Year [Blu-ray + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B07P6829MG) [Item: B07P6829MG] | Unknown | Rating: 3.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B018V8TAPI) [Item: B018V8TAPI] | Unknown | Rating: 3.4
(ID: B00MWP7086) Family Ties: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000U63ZDS
|
Psych
| 5
|
AHBGKQLHDUGIN5ORNCRTXHQ242VA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Medical Examiner: A Women's Murder Club Story (BookShots) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- 14th Deadly Sin (A Women's Murder Club Thriller, 14) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Foxcatcher: The True Story of My Brother's Murder, John du Pont's Madness, and the Quest for Olympic Gold | Books > History > Americas | Rating: 5.0
- Sycamore Row | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Confessions: The Private School Murders (Confessions, 2) | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
### User's movies History:
- Vera Ultimate Collection Sets 1-6 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- Shetland: Season 3 [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- Prime Suspect: The Complete Collection | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 5.0
- Too Big to Fail | Movies & TV > HBO > All HBO Titles | Rating: 5.0
- Jersey Boys [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Bio:bette Davis:if Looks Cou | Movies & TV > A&E Home Video > All A&E Titles | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000I2J7A4) Manilow Live! | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.6
(ID: 0780615603) Monster Mash | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B00008NFR3) The Unsaid | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.4
(ID: B077ZHNDNF) New Queer Visions: Men from the Boys | LGBTQ | Rating: 3.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B004EBB3CK) Mahjongg For Beginners | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000V5W8C2) [Item: B000V5W8C2] | Unknown | Rating: 4.5
(ID: B000EXDSBG) House of Strangers | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B003BHG972) Totally Nude Warm-Up & Stretch | Movies & TV > Genre for Featured Categories > Fantasy | Rating: 3.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00ENP6IKY) Christmas LIVE! | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000GAKQEY) Jack Frost | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: B01D7A93CU) Psycho-Pass: The Movie [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0764Q3MMS) Rehab Addict | Unscripted > Documentary > Special Interest | Rating: 4.6
(ID: B005K7XGTA) Born Bad Uncut [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B00IVLR9LI) Stalingrad [3D + Blu-ray] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00488WPRQ) The Life of David Gale | Drama > Suspense > Cerebral | Rating: 4.6
(ID: B00AHEDAQ0) Sessions, The | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00KM478RW) Diana Krall: Live in Paris | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B007GUHVRC) [Item: B007GUHVRC] | Unknown | Rating: 4.3
(ID: B00176I93G) Don Giovanni [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
(ID: B00NMS1SW6) Great Adventurers: David Livingstone - Journey to the Heart of Africa | Documentary | Rating: 4.0
(ID: B0060D1B2C) [Item: B0060D1B2C] | Unknown | Rating: 4.8
(ID: B0006HU2Y6) Santa Claus Conquers the Martians | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B077QWJBBN) [Item: B077QWJBBN] | Unknown | Rating: 1.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000034DDI) Johns | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B009OHY64Q) Three Stars | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B01B3PQCDO) [Item: B01B3PQCDO] | Unknown | Rating: 4.2
(ID: B004GIV25O) [Item: B004GIV25O] | Unknown | Rating: 4.1
(ID: B00HDG4X5M) Rufus Wainwright: Live from the Artists Den [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B076B4D5SP) [Item: B076B4D5SP] | Unknown | Rating: 4.5
(ID: B003EI0MQC) Light Up Bunny Ears | Movies & TV > Movies | Rating: 2.8
(ID: B00ATXIIGG) The Great Magician | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B004HEK4OM) Horror 4 Film Pack (Drive Thru / Creep / Boy Eats Girl / Tamara) | Movies & TV > Movies | Rating: 4.7
(ID: B0002235LC) Beverly Hills 90210 - The Pilot Episode | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00005B1ZO) Fushigi Yugi - The Mysterious Play: Box Set 3 - OVA [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: B07PH641XN) [Item: B07PH641XN] | Unknown | Rating: 3.6
(ID: B00V4RGZSY) Team Umizoomi: Umi Space Heroes | Movies & TV > Movies | Rating: 4.8
(ID: B072KTD891) [Item: B072KTD891] | Unknown | Rating: 4.6
(ID: B009NUUBBQ) Octopussy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 1929266286) Blessed: First Reconciliation DVD Set | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000NUYJW2) [Item: B000NUYJW2] | Unknown | Rating: 4.8
(ID: B008Y7DGDE) [Item: B008Y7DGDE] | Unknown | Rating: 4.6
(ID: B00HUTB2RY) Fibber McGee and Molly Double Feature | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B006YP4FMY) Don 2 (2011) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.4
(ID: B002EP8FAG) Eyewitness: Reptile | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B0001IM9AA) Big Business | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000OCY7VC) The Fountain (Full Screen Edition) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B002C13L8I) DVD-A Merry Heart Doeth Good Like A Medicine V3 | Movies & TV > Movies | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B087J28769) [Item: B087J28769] | Unknown | Rating: 4.0
(ID: B00HS0QNCE) [Item: B00HS0QNCE] | Unknown | Rating: 4.3
(ID: B075FLVB84) Batman & Superman 9-Film Set (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0000844L0) Iron Neck Li | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B018BZ3UWU) [Item: B018BZ3UWU] | Unknown | Rating: 4.7
(ID: B004Z2ECX0) Sandburg's Lincoln | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002394Z6Q) El Sacerdote | Movies & TV > Movies | Rating: 4.2
(ID: B00Y7IJCY6) [Item: B00Y7IJCY6] | Unknown | Rating: 4.8
(ID: B00M0ZRD30) Men Of The Fighting Lady | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: 0783225946) Conan the Destroyer [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B00004T11C) Crimewave (L.A. Takedown) (Region 2) | Movies & TV > Movies | Rating: 4.3
(ID: B0006SST0O) Fighting With Kit Carson - 12 chapter movie serial | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.4
(ID: B07NKWL97M) Donizetti: Il Castello di Kenilworth [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: 0310894395) Taking Responsibility for Your Life: Because Nobody Else Will | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0053ZTZYO) [Item: B0053ZTZYO] | Unknown | Rating: 4.7
(ID: B01CALQRJO) Thomas and Friends - Friends Help Out - Includes 11 Stories | Movies & TV > Movies | Rating: 3.9
(ID: B008UDXBLE) Fog and Crimes: Series 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 6301978595) Wings of Eagles | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B074T2D4X9) [Item: B074T2D4X9] | Unknown | Rating: 4.0
(ID: B001GKJ27U) Super Troopers [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00IPDJN0W) Puccini: Turandot [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B0071KVQO6) [Item: B0071KVQO6] | Unknown | Rating: 3.9
(ID: 0792106989) The Man Who Shot Liberty Valance [VHS] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B0009X08XC) Mindy Mylrea: Cycle Challenge | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00DU3ZN0Q) [Item: B00DU3ZN0Q] | Unknown | Rating: 2.9
(ID: B00819GFHO) [Item: B00819GFHO] | Unknown | Rating: 4.2
(ID: B07C8ZPQGY) The Blacklist - Season 05 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0172OI53K) [Item: B0172OI53K] | Unknown | Rating: 4.5
(ID: B00G908WSM) [Item: B00G908WSM] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B006W4KVK2) Adventures in Lalaloopsy Land: The Search for Pillow | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00JY7WZ0S) [Item: B00JY7WZ0S] | Unknown | Rating: 3.6
(ID: B000LC55DE) Freddie Mercury: Lover of Life, Singer of Songs | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.1
(ID: B0017H413M) Basic First Aid Training | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.8
(ID: B01AKR86G2) [Item: B01AKR86G2] | Unknown | Rating: 4.1
(ID: B0015VDNSE) [Item: B0015VDNSE] | Unknown | Rating: 4.4
(ID: B01I4C1ZJU) Power Rangers Dino Thunder: The Complete Series | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B007QYB3XQ) Jazzercise: Latin Live | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00DA5JKHG) [Item: B00DA5JKHG] | Unknown | Rating: 2.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000EXDSBG
|
House of Strangers
| 5
|
AFOPGK53CEYANAECBEDKCBDTJWKA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Beyond the Shadow of Night | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Khaybar, Minnesota (The Wilder Bunch Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Disappeared (A Joe Pickett Novel Book 18) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Darkest Thread (The Flint K-9 Search And Rescue Mysteries Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- Two by Two | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Blood Test (An Alex Delaware Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The River Is Dark (A Liam Dempsey Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Old Southern Apples: A Comprehensive History and Description of Varieties for Collectors, Growers, and Fruit Enthusiasts, 2nd Edition | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 5.0
### User's movies History:
- [Item: B0719N8BZN] | Unknown | Rating: 4.0
- [Item: B00J8C18TS] | Unknown | Rating: 3.0
- Hachi: A Dog's Tale | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B003TTEUQY) [Item: B003TTEUQY] | Unknown | Rating: 4.8
(ID: B0046S0LCE) [Item: B0046S0LCE] | Unknown | Rating: 4.8
(ID: B00HGJBLHE) [Item: B00HGJBLHE] | Unknown | Rating: 3.7
(ID: B0030MO9ZC) REFUSENIK | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: 6302769051) Unforgiven | Movies & TV > Movies | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00P4IMXE4) Cheek to Cheek - Live [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B078C538FB) The Soultangler (Special Edition) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: 162033433X) Andean Spinning | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00GAFG094) MASH Up Conditioning TEMPO DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B004YI0H0C) Secrets of the Dead: World's Biggest Bomb | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0009IORBQ) My Nights are More Beautiful Than your Days | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00UGPFKL8) The Sword in the Stone (45th Anniversary Special Edition) by Walt Disney Video | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.4
(ID: B009PK899K) [Item: B009PK899K] | Unknown | Rating: 3.3
(ID: B00NQE6X3A) A Walk Among the Tombstones | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01A4XUGK6) [Item: B01A4XUGK6] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003BJN5ZE) The Actors: Rare Films Of Clara Bow Vol.2 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01IDVY0KS) [Item: B01IDVY0KS] | Unknown | Rating: 3.6
(ID: B01C6AXHZG) [Item: B01C6AXHZG] | Unknown | Rating: 3.3
(ID: B087PK1P9G) [Item: B087PK1P9G] | Unknown | Rating: 4.8
(ID: B0006J6158) Gilligan's Island - The Complete First and Second Seasons [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B07CZ76GLH) [Item: B07CZ76GLH] | Unknown | Rating: 3.3
(ID: B00751MJYW) [Item: B00751MJYW] | Unknown | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01MRVZ7RY) Framed | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00005N8AM) Bellydance Fitness for Beginners - Basic Moves & Fat Burning | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B00AKIP9XA) Inbred | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.2
(ID: B0764MXTTX) [Item: B0764MXTTX] | Unknown | Rating: 4.3
(ID: B000294ENI) D.O.A. (1950) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B00EPOHRDU) Ephraim's Rescue | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B000X0BRC2) On The Right Track (1981) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00005U0JX) Lagaan: Once Upon a Time in India | Movies & TV > Movies | Rating: 4.1
(ID: B0854ML277) Ghost Adventures | Unscripted > Horror | Rating: 4.7
(ID: B01KIWR1R4) [Item: B01KIWR1R4] | Unknown | Rating: 4.0
(ID: B003ZD9E1U) Michael Douglas Film Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0062B1RGM) [Item: B0062B1RGM] | Unknown | Rating: 4.6
(ID: B0126KTPKC) [Item: B0126KTPKC] | Unknown | Rating: 4.1
(ID: B00006JU7T) Serpico (1973) | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: B004FSQ5X4) Rage (Rabia) | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.2
(ID: B007227I54) [Item: B007227I54] | Unknown | Rating: 4.3
(ID: B005GLXBAE) Bethenny Ever After | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00198X0UO) Back to the Future 25th Anniversary Trilogy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00OUF4TEY) How to Build a Hand Puppet and Rod Puppet Part 1 - Understructure | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B000NVRONC) Understanding Qigong: Volume Four - Four Seasons Qigong DVD | Movies & TV > Independently Distributed > Documentary | Rating: 5.0
(ID: B000N3AXQU) Rocky Balboa | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07J3B7DQ9) Halloween (2018) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00A2H9I5E) Old Goats | Movies & TV > First to Know > Movies | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001LM64E2) Moses, Prince of Egypt | Movies & TV > Animation | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00CHIEOKK) [Item: B00CHIEOKK] | Unknown | Rating: 4.6
(ID: B000LJ78VO) [Item: B000LJ78VO] | Unknown | Rating: 4.3
(ID: B012AN18PU) Northern Limit Line [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00DA5K3NQ) [Item: B00DA5K3NQ] | Unknown | Rating: 2.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 1571323848) Barney's Night Before Christmas VHS | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.7
(ID: B006YDOB3E) Delicious Pauses: Negative Space in Movement | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B01ASF4C6E) [Item: B01ASF4C6E] | Unknown | Rating: 3.5
(ID: B07DH8HQPQ) [Item: B07DH8HQPQ] | Unknown | Rating: 3.8
(ID: B0007YXRCW) Seinfeld: Season 4 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.9
(ID: B00QF32U2C) The Aquabats! Super Show! | Comedy > Animation > Kids | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0711QRM39) [Item: B0711QRM39] | Unknown | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0716J9CZ7) Someone Else | Comedy > Drama > Charming | Rating: 2.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00AEBBA40) Stepford Wives, The (2004) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B002NNY8AK) The Immortal Yi Soon Shin Korean TV drama Dvd boxset with English subtitle (Korean version All NTSC) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B0063FGF14) My Little Pony Friendship Is Magic: The Friendship Express | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01LYRDNFJ) Mystery Science Theater 3000, Vol. 4 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00DJJZ1JO) [Item: B00DJJZ1JO] | Unknown | Rating: 3.7
(ID: B003KI6XSM) The Imaginarium of Doctor Parnassus | Science Fiction > Suspense > Emotional | Rating: 4.5
(ID: B00APQHHDC) [Item: B00APQHHDC] | Unknown | Rating: 4.4
(ID: 6301798708) Drums Along the Mohawk | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B088N8ZRKN) House of Hummingbird [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B002W9IDGA) [Item: B002W9IDGA] | Unknown | Rating: 3.2
(ID: 6303144640) Dr. Seuss: The Cat in the Hat Sing-Along Classics VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B000063VBV) A Place to Be Loved | Movies & TV > Movies | Rating: 4.1
(ID: B01A7OO7DO) [Item: B01A7OO7DO] | Unknown | Rating: 4.8
(ID: B000ZM1FXO) [Item: B000ZM1FXO] | Unknown | Rating: 4.3
(ID: B001024T4A) Specials: Comedy Central Stand-Up | Comedy > Arts, Entertainment, and Culture | Rating: 4.3
(ID: 6302901677) The Franchise Affair | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00157S18U) Grand Canyon Mule Ride | Movies & TV > Movies | Rating: 4.6
(ID: B00YMIQYQU) [Item: B00YMIQYQU] | Unknown | Rating: 4.7
(ID: B00BQE6HZG) [Item: B00BQE6HZG] | Unknown | Rating: 3.7
(ID: B000WBALBA) Greg Garrison Presents The Dean Martin Celebrity Roasts: Men of the Hour: Dan Haggerty & George Washington | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B004MYH08U) The Green Hornet [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B0081LCSLO) Luggage of the Gods! | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B07PR1DDTC) Nicholas and Alexandra: The Letters | Arts, Entertainment, and Culture | Rating: 4.3
(ID: B000EHSVR8) The Seven-Ups [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0B5PQLPW3) [Item: B0B5PQLPW3] | Unknown | Rating: 3.8
(ID: B009NY455U) [Item: B009NY455U] | Unknown | Rating: 4.4
(ID: B00CKKLK8Y) [Item: B00CKKLK8Y] | Unknown | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00EPOHRDU
|
Ephraim's Rescue
| 3
|
AEZK7CPUDUNZFVDFYYM4K6HNEPQA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Swerve: How the World Became Modern | Books > Arts & Photography > History & Criticism | Rating: 5.0
- Night Train to Lisbon: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Summer Book (New York Review Books Classics) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Girl in the Spider's Web: A Lisbeth Salander novel, continuing Stieg Larsson's Millennium Series | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- The Republic of Pirates: Being the True and Surprising Story of the Caribbean Pirates and the Man Who Brought Them Down | Books > Biographies & Memoirs > True Crime | Rating: 5.0
### User's movies History:
- [Item: B0B8JQCYJR] | Unknown | Rating: 2.0
- [Item: B09SNZL1Z3] | Unknown | Rating: 1.0
- [Item: B09V536PRC] | Unknown | Rating: 3.0
- A Girl Walks Home Alone At Night (English Subtitled) | Suspense > Horror > Eerie | Rating: 2.0
- [Item: B01M4FCC11] | Unknown | Rating: 1.0
- [Item: B005KGOX98] | Unknown | Rating: 2.0
- [Item: B00OVVKARM] | Unknown | Rating: 4.0
- [Item: B00KG2OQ5W] | Unknown | Rating: 1.0
- [Item: B000PUV1ZI] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00G7QPTR0) Life Is But A Dream | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: 6303972837) Where Angels Go Trouble Follows | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B001T9O68S) To Hell and Back | Movies & TV > Disc on Demand | Rating: 3.0
(ID: B000WCBULO) Underdog | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B000065UHI) Zardoz | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01IS0EAYA) [Item: B01IS0EAYA] | Unknown | Rating: 4.4
(ID: B09K2DV8F3) No Time to Die | Action > Suspense | Rating: 4.5
(ID: B01EGH3BE4) [Item: B01EGH3BE4] | Unknown | Rating: 4.4
(ID: B0013TNP3G) Anthony Robbins Mastering Influence | Movies & TV > Movies | Rating: 1.0
(ID: B09PQYY8V6) Bull | Suspense > Horror > Action | Rating: 3.8
(ID: B007UR1OHO) [Item: B007UR1OHO] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B005DTGB0G) Lifetime Double Feature: His & Her Christmas/ Will You Merry Me? [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B008Z6D846) [Item: B008Z6D846] | Unknown | Rating: 4.6
(ID: B09BPYNP8G) [Item: B09BPYNP8G] | Unknown | Rating: 3.9
(ID: B08L9BPBJR) Spell | Suspense > Horror > Atmospheric | Rating: 4.3
(ID: B0009HMTKI) Greetings | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00O2QWGG4) They Call Me Mr. Tibbs | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0073DPCNC) [Item: B0073DPCNC] | Unknown | Rating: 4.1
(ID: 142280089X) I PROMISE with DR. GARY SMALLEY (6 Video Lessons for Small Groups) How 5 Commitments Determine the Destiny of Your Marrige | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0082SIKW2) El Chavo Del 8 | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0013XZ6XE) Atonement | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B01MS0O24V) [Item: B01MS0O24V] | Unknown | Rating: 4.0
(ID: B01LZUNSEO) [Item: B01LZUNSEO] | Unknown | Rating: 3.3
(ID: B006GZR376) [Item: B006GZR376] | Unknown | Rating: 3.1
(ID: B00287Z1D4) Pokemon: All Stars Box Set 2 | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B003Z6YM2S) Planet of the Apes / The X-Files: Fight The Future (Double Feature) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B008EGZFP2) Check it Out! | Comedy > Talk Show and Variety | Rating: 4.7
(ID: B094X2KQXN) [Item: B094X2KQXN] | Unknown | Rating: 3.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01LTHZEUI) Teen Mom 2, Season 7 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000U5MVXY) 20 Million Miles to Earth (50th Anniversary Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07QFYN7C7) [Item: B07QFYN7C7] | Unknown | Rating: 3.9
(ID: B096X37X58) [Item: B096X37X58] | Unknown | Rating: 4.2
(ID: B079P5X8C3) [Item: B079P5X8C3] | Unknown | Rating: 3.8
(ID: B00011D1RC) Grand Hotel (Snap case) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: 912363703X) Star Wars Jedi Academy 5 Books Collection Set Return of the Padan Phantom Bully | Movies & TV > Movies | Rating: 4.8
(ID: B01GW72SUO) [Item: B01GW72SUO] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B06XD67C87) Kid's Animated History with Pipo: A Time Compass | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B09LRP31T6) Marvel Studios Shang-Chi and the Legend of the Ten Rings - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01CF1RORS) [Item: B01CF1RORS] | Unknown | Rating: 3.3
(ID: B008MYW6ZS) Learn to Float: Jump Back & Jump Thru [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B00MYN8P94) [Item: B00MYN8P94] | Unknown | Rating: 4.7
(ID: B0053TRRNG) Wide Open | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.2
(ID: B00MFDZGIQ) [Item: B00MFDZGIQ] | Unknown | Rating: 4.7
(ID: B00NJK2BZ0) Reckless | Drama | Rating: 4.6
(ID: B00004TJH0) The '70s | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B07TMRSBKH) Shaun of the Dead / Hot Fuzz / The World's End Trilogy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0B7CL246R) Bandit | Suspense > Drama > Action | Rating: 4.1
(ID: B07J35QCYD) Death Note / Death Note: The Last Name Double Feature [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B002Y0MQ4C) [Item: B002Y0MQ4C] | Unknown | Rating: 4.3
(ID: 6304354398) Def Comedy Jam: More All Stars - Volume 3 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B002BAW66S) Sonic German Beatdown (DVD) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B00CWLDM8C) [Item: B00CWLDM8C] | Unknown | Rating: 4.8
(ID: B00KXAP00C) Afflicted | Horror > Suspense > Frightening | Rating: 4.1
(ID: B00IN3L0PK) A Matter of Trust: The Bridge to Russia: The Concert (Blu-Ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B012F93MC6) Enemy at the Gate | Documentary > Military and War | Rating: 3.6
(ID: B016KABNI6) [Item: B016KABNI6] | Unknown | Rating: 3.2
(ID: B081ZFB1VK) [Item: B081ZFB1VK] | Unknown | Rating: 4.6
(ID: B00G4E0772) NBA Champions 1999: Spurs | Documentary > Special Interest | Rating: 4.8
(ID: B002R27QS8) Passport to Adventure: Big Sky Country Montana | Documentary > Special Interest | Rating: 3.6
(ID: B002WQJJ8E) The Office Seasons 1-5 Individual Box Set DVD [DVD] | Movies & TV > TV | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B002ZRX9GI) [Item: B002ZRX9GI] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000EQ5UI2) The Matador (Full Screen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B008V6R9JU) [Item: B008V6R9JU] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6304467532) The Godfather, Part III VHS | Movies & TV > Widescreen > Drama | Rating: 4.6
(ID: B07FF6JFCG) [Item: B07FF6JFCG] | Unknown | Rating: 4.5
(ID: B09K5KGQSG) [Item: B09K5KGQSG] | Unknown | Rating: 2.6
(ID: B0000A4GAB) Kracker Jack'd | Movies & TV > Genre for Featured Categories > Comedy | Rating: 2.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07N7T3KT9) Past Obsessions | Suspense > Drama > Bold | Rating: 4.1
(ID: B00XX0GAIK) [Item: B00XX0GAIK] | Unknown | Rating: 4.3
(ID: B001CMPRXA) Deja Vu | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00Q4F754E) [Item: B00Q4F754E] | Unknown | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00VVXI6OM) [Item: B00VVXI6OM] | Unknown | Rating: 4.3
(ID: B01N0079VE) Eternal Zero - Eien no Zero (All Region DVD. Japanese Movie w. English Sub) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07957NNK4) [Item: B07957NNK4] | Unknown | Rating: 4.9
(ID: B009DEHF9S) Bol Bachchan | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B078RMM1NY) [Item: B078RMM1NY] | Unknown | Rating: 5.0
(ID: B00005JPS8) Iron Man (Ultimate 2 Disc Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B01N9SFZ00) [Item: B01N9SFZ00] | Unknown | Rating: 2.7
(ID: B00HUNOS2G) [Item: B00HUNOS2G] | Unknown | Rating: 4.7
(ID: B07NRWN9GM) [Item: B07NRWN9GM] | Unknown | Rating: 5.0
(ID: B015GU3T0G) [Item: B015GU3T0G] | Unknown | Rating: 4.1
(ID: B001ICUVPI) Preschool Prep & Sight Words 7 DVD Pack (Meet the Letters, Meet the Numbers, Meet the Shapes, Meet the Colors, Meet the Sight Words 1, Meet the Sight Words 2, Meet the Sight Words 3) | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B077THFBVQ) [Item: B077THFBVQ] | Unknown | Rating: 4.1
(ID: B09DMTNJPV) Desperado 1995 El Mariachi 1993 Once upon a Time in Mexico - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B07S65F89B) [Item: B07S65F89B] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09K2DV8F3
|
No Time to Die
| 2
|
AEKEHPM77AUQHUX7YZOCSA2DQCGQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Asymmetry: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Cousin Bella - The Whore of Minsk | Books > Biographies & Memoirs > Community & Culture | Rating: 5.0
- A Tidewater Morning: Three Tales from Youth | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Angel Esmeralda: Nine Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 1.0
- Freedom | Books > Literature & Fiction > Literary | Rating: 1.0
- When Pride Still Mattered : A Life Of Vince Lombardi | Books > Sports & Outdoors > Biographies | Rating: 2.0
### User's movies History:
- [Item: B09ML341D8] | Unknown | Rating: 3.0
- The Tomorrow War | Suspense > Drama > Compelling | Rating: 1.0
- [Item: B076DN8R5M] | Unknown | Rating: 1.0
- [Item: B001TH44VY] | Unknown | Rating: 2.0
- [Item: B08B1WCZTH] | Unknown | Rating: 1.0
- [Item: B00Q9WA3XW] | Unknown | Rating: 1.0
- [Item: B00QQW1VJA] | Unknown | Rating: 1.0
- [Item: B07T8K9YSH] | Unknown | Rating: 1.0
- [Item: B00MU6AVQU] | Unknown | Rating: 3.0
- [Item: B07W4VRC8J] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B007Q4GN3G) [Item: B007Q4GN3G] | Unknown | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00005RFHG) Blue Moon | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B0001P1BR0) On the Beach | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0050331L2) Change of Life | Drama > LGBTQ | Rating: 3.2
(ID: B003H2CR0E) [Item: B003H2CR0E] | Unknown | Rating: 2.5
(ID: B00609ABXQ) Yakitate!! Japan Complete Anime Series | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00V7WS214) [Item: B00V7WS214] | Unknown | Rating: 1.7
(ID: B01IUB60KE) [Item: B01IUB60KE] | Unknown | Rating: 4.0
(ID: B00AHNTA88) Poldark - Complete Series - 10-DVD Box Set [ NON-USA FORMAT, PAL, Reg.0 Import - Spain ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B074CP5WLX) Republic of Doyle | Comedy > Suspense > Drama | Rating: 4.4
(ID: B07CBQFGX4) Neck Isolation Exercise and Stretch Workout DVD to Lessen Pain, Increase Strength, Improve Flexibility and Range of Motion with Physical Therapist Aaron Wright | Movies & TV > TV | Rating: 4.0
(ID: B001L5EYYG) Elsker dig for evigt (A Corazon Abierto aka Open Hearts) | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B00493E1GI) [Item: B00493E1GI] | Unknown | Rating: 4.6
(ID: B01CUW9FS8) Blue Mountain State: The Rise Of Thadland | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07V9PR8NQ) [Item: B07V9PR8NQ] | Unknown | Rating: 4.7
(ID: B0037E8HOC) Peacock | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B002KOSDJO) [Item: B002KOSDJO] | Unknown | Rating: 3.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0752HBQMY) Shot Caller | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B076R74CV4) [Item: B076R74CV4] | Unknown | Rating: 3.7
(ID: B08GFX3NKL) Miracle on 34th Street | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01HQP18TS) [Item: B01HQP18TS] | Unknown | Rating: 4.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01BW9SNQ0) Pokémon the Series: XY Kalos Quest Set 1 (DVD) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B07GZY2MLP) [Item: B07GZY2MLP] | Unknown | Rating: 4.6
(ID: B071L462CB) [Item: B071L462CB] | Unknown | Rating: 4.3
(ID: B001298BPY) Ordet | Movies & TV > Movies | Rating: 4.4
(ID: B07CDVZ45W) Rise of the Guardians (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0192BVYGQ) [Item: B0192BVYGQ] | Unknown | Rating: 4.6
(ID: B0053O8AGY) Midsomer Murders: Set 18 (Small Mercies / The Creeper / The Great and the Good) | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.8
(ID: B000G6BLYC) To Be or Not to Be | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01NCJ1J7X) [Item: B01NCJ1J7X] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B009CFZE4G) [Item: B009CFZE4G] | Unknown | Rating: 4.6
(ID: B00AY08F5S) [Item: B00AY08F5S] | Unknown | Rating: 3.7
(ID: B08RSWJ9WL) [Item: B08RSWJ9WL] | Unknown | Rating: 4.5
(ID: B0049PAB3I) [Item: B0049PAB3I] | Unknown | Rating: 4.6
(ID: B00001IVFT) CNN's Millennium VHS | Movies & TV > Boxed Sets > Documentary | Rating: 3.9
(ID: 630015467X) Velveteen Rabbit VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B01FTB9974) Dragon Ball Z | Science Fiction > Suspense > Comedy | Rating: 4.9
(ID: B006O3TJY0) The Charge of the Light Brigade [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B003LSTBE4) Curse of the Cannibal Confederates | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.6
(ID: B087LBTDFK) [Item: B087LBTDFK] | Unknown | Rating: 4.2
(ID: B000WOYSCA) His Girl Friday | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B081TN91YN) [Item: B081TN91YN] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00DXN670I) [Item: B00DXN670I] | Unknown | Rating: 3.3
(ID: B003J7HO5K) Crush | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B003UBCDTW) Thomas & Friends: Thomas' Halloween Adventures / Percy’s Ghostly Trick (Double Feature) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0049AF6VU) Chuggington: Chuggers To The Rescue | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00KQ82JKA) DC Supervillains Justice League: Masterminds of Crime (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.4
(ID: B01N0QBHHS) [Item: B01N0QBHHS] | Unknown | Rating: 3.2
(ID: 1558908641) Good Will Hunting | Movies & TV > Movies | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B008FIPQOE) Karate-Robo Zaborgar | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.3
(ID: B008L0YN22) Sherlock Holmes - TV Miniseries Collection | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.1
(ID: B002JCSO46) CenterStage: Bernie Mac | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B07K8262PD) [Item: B07K8262PD] | Unknown | Rating: 2.8
(ID: B09PQ9DQH5) [Item: B09PQ9DQH5] | Unknown | Rating: 3.7
(ID: B01D5FMJY6) [Item: B01D5FMJY6] | Unknown | Rating: 3.8
(ID: B0002PUFWG) The Joey Bishop Show - The Complete Second Season | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B000S6GIIE) [Item: B000S6GIIE] | Unknown | Rating: 4.6
(ID: 6304819773) Frisk | Movies & TV > Movies | Rating: 2.3
(ID: B000641A04) Juegos De Guerra | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00CA4S1XW) Groucho Marx TV Classic: 3-Disc Collector's Set | Movies & TV > Boxed Sets > Comedy | Rating: 4.5
(ID: B0721LC2Q2) [Item: B0721LC2Q2] | Unknown | Rating: 3.8
(ID: B0017VG622) The Best of Radiohead | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B001MZVZJW) The Golden Age of Silent Films COLLECTOR'S EMBOSSED TIN! | Movies & TV > Classics > Silent Films | Rating: 3.7
(ID: B0026Q9XO0) [Item: B0026Q9XO0] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B008Y7GTFQ) [Item: B008Y7GTFQ] | Unknown | Rating: 4.5
(ID: B07SNGLXTG) [Item: B07SNGLXTG] | Unknown | Rating: 4.3
(ID: B005ND6KWG) Doctor Who: The Evil of the Daleks | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B001O549FW) Danton (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.4
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B003DZ3AJW) [Item: B003DZ3AJW] | Unknown | Rating: 3.0
(ID: B07MCXWJBV) Luisa Spagnoli | Movies & TV > TV | Rating: 4.5
(ID: B011U0EI60) [Item: B011U0EI60] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B002SH61UG) [Item: B002SH61UG] | Unknown | Rating: 2.3
(ID: B01I4M2OCM) [Item: B01I4M2OCM] | Unknown | Rating: 4.8
(ID: B003EVAG4C) Fist of Legend | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07MZ78X1S) [Item: B07MZ78X1S] | Unknown | Rating: 3.2
(ID: B001NTIBMG) [Item: B001NTIBMG] | Unknown | Rating: 4.4
(ID: B09JGHYW9H) [Item: B09JGHYW9H] | Unknown | Rating: 3.8
(ID: 6317853290) South Park: Seasons 11-15 | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B07XW8BGK9) John Crist: I Got Questions | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B0038RSJ0U) Hamlet (2009) (BBC) | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.6
(ID: B00J59XLF8) [Item: B00J59XLF8] | Unknown | Rating: 4.3
(ID: B08T1D6SQM) [Item: B08T1D6SQM] | Unknown | Rating: 4.6
(ID: B00006AUHS) Rough Magic [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B001GPOSCY) Get Smart (Single-Disc Full Screen Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B000URDDUC) Peanuts: I Want a Dog for Christmas, Charlie Brown | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B08RSWJ9WL
|
[Item: B08RSWJ9WL]
| 2
|
AFUDA5EB7YYBXVV7W5ENOVHLRSYQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Torpedo Juice: A Novel (Serge Storms) | Books > Humor & Entertainment > Humor | Rating: 1.0
- The Enemy (Jack Reacher, No. 8) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Quiller Memorandum | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Down and Dirty Pictures: Miramax, Sundance, and the Rise of Independent Film | Books > Humor & Entertainment > Movies | Rating: 2.0
- The Annotated Sherlock Holmes: The Four Novels and Fifty-Six Short Stories Complete | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- The Complete Sherlock Holmes | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 1.0
- Planetary: Crossing Worlds | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
### User's movies History:
- Saturday Night Live - The Best of Tracy Morgan | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
- Nero Wolfe - The Complete First Season | Movies & TV > A&E Home Video > All A&E Titles | Rating: 2.0
- Mr. Bean - The Whole Bean (Complete Set) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.0
- Millennium - The Complete First Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Blazing Saddles | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 5.0
- Returner | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Disinformation: The Complete Series | Movies & TV > Independently Distributed > Documentary | Rating: 3.0
- Chappelle's Show - Season 1 Uncensored | Movies & TV > Boxed Sets > Comedy | Rating: 4.0
- Pirates of the Caribbean: The Curse of the Black Pearl (Two-Disc Collector's Edition) | Movies & TV > Walt Disney Studios Home Entertainment > Live Action | Rating: 2.0
- The Tick: The Entire Series | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B003RIBQNM) Tom Petty - Classic Albums: Damn the Torpedoes | Movies & TV > Musicals & Performing Arts > Documentary | Rating: 4.6
(ID: B00I4GW8AC) [Item: B00I4GW8AC] | Unknown | Rating: 3.9
(ID: B078TPQKYF) [Item: B078TPQKYF] | Unknown | Rating: 4.4
(ID: B00O2FQYY0) [Item: B00O2FQYY0] | Unknown | Rating: 3.8
(ID: B000LXGVXQ) Profile at Speed: Enduro Kart Racer | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004CNIZJY) The Strength and Power Water Workout Water Aerobics DVD with Karen Westfall [DVD] … | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B000BCKFWK) Sin City - Unrated (Two-Disc Collector's Edition) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.6
(ID: 1592803768) New Money-Making Trading Systems: Advanced Results from 6 Simple, Proven Strategies By Steve Palmquist | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B077ZG55RP) Arrow: Season 3 + Season 4 (2-Pack/B2B/DVD) | Movies & TV > TV | Rating: 4.6
(ID: B06XCL5D1R) [Item: B06XCL5D1R] | Unknown | Rating: 3.9
(ID: B007MJ1JSE) [Item: B007MJ1JSE] | Unknown | Rating: 4.3
(ID: B001990LNC) Picket Fences - Season 2 | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B0050MB3RM) Dalziel & Pascoe: Season 4 | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: 1598036971) The Neuroscience of Everyday Life | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B0B5NCYLZW) [Item: B0B5NCYLZW] | Unknown | Rating: 3.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003VADRYC) Colossal Squid | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B072HBYW9R) [Item: B072HBYW9R] | Unknown | Rating: 4.4
(ID: B002SH61TW) [Item: B002SH61TW] | Unknown | Rating: 3.0
(ID: B00TFV8ZCU) Ghost in the Shell: Arise - Border 4: Ghost Stands Alone (Original Japanese Version) | Science Fiction > Animation > Anime | Rating: 4.7
(ID: B00AKGG7QA) Emily Bronte's Wuthering Heights (1992) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001EBYM9Y) The Devil's Advocate | Suspense > Drama > Dark | Rating: 4.7
(ID: B07YZV4YH6) [Item: B07YZV4YH6] | Unknown | Rating: 4.2
(ID: B01B2755K4) Angie Tribeca | Unscripted > Comedy > Action | Rating: 4.5
(ID: B00CD594WA) [Item: B00CD594WA] | Unknown | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000056KE9) The Fantasticks [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004FK5E6Q) De Viaje Con El Sr.Sapo Y Vera-En Vivo | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00PRX640A) [Item: B00PRX640A] | Unknown | Rating: 4.6
(ID: B071Y5G4X6) The Mummy of Tutankhamun (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B0B5WSXGV4) [Item: B0B5WSXGV4] | Unknown | Rating: 4.1
(ID: B001R1SQUC) [Item: B001R1SQUC] | Unknown | Rating: 4.5
(ID: B07NQKK6K6) [Item: B07NQKK6K6] | Unknown | Rating: 4.4
(ID: B07M9CV7TX) The Hive | Science Fiction > Suspense > Scary | Rating: 3.3
(ID: B000TVNW6Y) [Item: B000TVNW6Y] | Unknown | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003JOPHDY) Ace of Cakes: The Complete Fifth Season | Movies & TV > TV | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000UYINWI) Prospecting Skills That Work - How to Set More Appointments and Close More Sales - Seminars On Demand Sales Training, Appointment Setting, Business Training Video - Speaker Warren Greshes - Includes Streaming Video Streaming Audio + MP3 Audio | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: 6303506259) Murders in the Zoo [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B003Y9FB12) Seattle Mariners Classic Commercials, Volume 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B016DIWXG6) Touched by an Angel: I Will Walk With You | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.9
(ID: B0058OINBQ) Puzzle of HIV, The | Special Interest > Documentary > Cerebral | Rating: 4.2
(ID: 0767087283) Horatio Hornblower Collector's Edition | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B06XDMGD8H) [Item: B06XDMGD8H] | Unknown | Rating: 3.1
(ID: B074SGJHCN) Blade Runner [4K UHD] [Blu-ray] [2017] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B001QIP5A0) IMAX: Deep Sea / Into the Deep | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00DYQO288) [Item: B00DYQO288] | Unknown | Rating: 4.3
(ID: B007KXZCSU) [Item: B007KXZCSU] | Unknown | Rating: 4.4
(ID: 0972043314) Icons Of Evolution | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.1
(ID: B07L43ZZD1) [Item: B07L43ZZD1] | Unknown | Rating: 3.8
(ID: B00005Q3Z4) Tchaikovsky - The Nutcracker / Cojocaru, Putrov, Dowell, Yoshida, Cope, The Royal Ballet | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B000PC6YTO) Rising Damp - Series 4 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000QUEQBI) Shooter | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0007Y8ALK) The Mystery Science Theater 3000 Collection, Vol. 7 (The Killer Shrews / Hercules Against the Moon Men / Hercules Unchained / Prince of Space) | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 6305944539) James Brown: House of Blues [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.1
(ID: B00V17N9KE) [Item: B00V17N9KE] | Unknown | Rating: 3.9
(ID: B00BW7V81K) Sean Connery 007 Ultimate Edition 2 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B008I74KIA) Funny Face [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00C36KPG8) [Item: B00C36KPG8] | Unknown | Rating: 3.7
(ID: B003RB79QW) [Item: B003RB79QW] | Unknown | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001P5S6FU) [Item: B001P5S6FU] | Unknown | Rating: 4.8
(ID: B00F2D1DV0) [Item: B00F2D1DV0] | Unknown | Rating: 4.2
(ID: B005HVWVOK) Yu Yu Hakusho - Season 4 (Classic) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B074J685N3) Harriet the Spy | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00JP5QTR4) [Item: B00JP5QTR4] | Unknown | Rating: 4.4
(ID: B00M115G96) Are You Afraid of the Dark?: Season 3 | Movies & TV > Disc on Demand | Rating: 4.8
(ID: B000IZ6FUQ) [Item: B000IZ6FUQ] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000051S3O) The Incredible Adventures of Wallace and Gromit [VHS] | Movies & TV > Animation > Stop-Motion & Clay Animation | Rating: 4.8
(ID: B06XCCJT7W) [Item: B06XCCJT7W] | Unknown | Rating: 4.9
(ID: 6304466153) Von Richthofen & Brown VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B003VDY7XE) [Item: B003VDY7XE] | Unknown | Rating: 4.7
(ID: B002WKXRE2) [Item: B002WKXRE2] | Unknown | Rating: 3.6
(ID: B07CRR4BQL) [Item: B07CRR4BQL] | Unknown | Rating: 4.1
(ID: B003CF4MTU) [Item: B003CF4MTU] | Unknown | Rating: 4.5
(ID: B001J35FQG) [Item: B001J35FQG] | Unknown | Rating: 3.7
(ID: B00AJCRJXA) Richard Gere Triple Feature (3pk) | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: B078YFQDK6) [Item: B078YFQDK6] | Unknown | Rating: 4.3
(ID: B00480OCWU) Goober And The Ghost Chasers | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00606P09O) Next Stop Wonderland | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07FPNHT42) [Item: B07FPNHT42] | Unknown | Rating: 5.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00004WG8F) Doctor Who - Timelash VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.0
(ID: B000BY9FU6) C.O.P.S. [DVD] | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.5
(ID: B000ME127O) Balto/ Balto 2 - Wolf Quest/ Balto 3 - Wing Of Change (3 Pack) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B00AHSGM3Y) [Item: B00AHSGM3Y] | Unknown | Rating: 2.8
(ID: B001K2KM96) Doctor Who: The Androids of Tara (Story 101, The Key to Time Series Part 4) (Special Edition) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00B774V96) [Item: B00B774V96] | Unknown | Rating: 4.4
(ID: B07958KDM1) [Item: B07958KDM1] | Unknown | Rating: 4.5
(ID: B077KCTZWY) Jeff Ross Roasts the Border: Live From Brownsville, Texas | Unknown | Rating: 4.1
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0007Y8ALK
|
The Mystery Science Theater 3000 Collection, Vol. 7 (The Killer Shrews / Hercules Against the Moon Men / Hercules Unchained / Prince of Space)
| 4
|
AFOX5KGKIX3XT67BGBK5DNGU2QSA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Greater Journey: Americans in Paris | Books > History > Americas | Rating: 1.0
- Insects and Flowers: The Art of Maria Sibylla Merian | Books > Arts & Photography > History & Criticism | Rating: 1.0
- Secrets of the Soil : New Solutions for Restoring Our Planet | Books > Religion & Spirituality > Occult & Paranormal | Rating: 2.0
- The Secret Hour: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Wesley the Owl: The Remarkable Love Story of an Owl and His Girl | Books > Science & Math > Biological Sciences | Rating: 5.0
### User's movies History:
- [Item: B00BS4N946] | Unknown | Rating: 1.0
- [Item: B006885LZM] | Unknown | Rating: 5.0
- [Item: B001EBTQ6S] | Unknown | Rating: 3.0
- [Item: B003NRWVMC] | Unknown | Rating: 5.0
- [Item: B003VPK1DW] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B001608ZXC) Popeye The Sailor 1933-1938 Exclusive Tin [DVD] | Movies & TV > Movies | Rating: 5.0
(ID: B01LTI95A2) The Incredible Dr. Pol Season 10 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002ZG97RY) Green Zone [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00P80Y71K) Alien Abduction | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B004UBXLHY) [Item: B004UBXLHY] | Unknown | Rating: 4.5
(ID: B013FCLEIG) I Love Lucy: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B00FJNPJ1I) [Item: B00FJNPJ1I] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07SS6KS5W) [Item: B07SS6KS5W] | Unknown | Rating: 5.0
(ID: B002P3NH6E) Brazilian Jiu Jitsu Purple Belt Requirements: Gateway to the Advanced Game | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B003FBO9EY) [Item: B003FBO9EY] | Unknown | Rating: 3.4
(ID: B00LXDQ872) Zombie Isle | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B01N5Q2UQJ) xXx: Return Of Xander Cage | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.5
(ID: B007SAWAJO) [Item: B007SAWAJO] | Unknown | Rating: 3.3
(ID: B00ICXM1UE) Saratov Approach DVD | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00004WGAG) Duel of the Champions | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B00CE2FUUW) [Item: B00CE2FUUW] | Unknown | Rating: 3.6
(ID: B0002I83UY) 411 VM (The Bam Issue) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0036BDQ7E) TCM Greatest Classic Film Collection: War (Battle of the Bulge / The Dawn Patrol / Gunga Din / Operation Pacific) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B001FB6ZG6) Humboldt County | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00AKYCWMU) Ouran High School Host Club Live Action Movie DVD with English Subtitle (NTSC All Regin) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B00445W3BQ) [Item: B00445W3BQ] | Unknown | Rating: 3.0
(ID: B0073XNYXC) SHOWGIRLS 2: Penny's From Heaven | Suspense > Comedy > Drama | Rating: 2.7
(ID: B005IF7AZK) A Turtle's Tale: Sammy's Adventures | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0B6BNLZ6V) The Edge of Adventure with Adam Asher: Nicaragua | Documentary > Special Interest | Rating: 5.0
(ID: B00J5PKQN2) [Item: B00J5PKQN2] | Unknown | Rating: 4.4
(ID: B08LXB8LSQ) [Item: B08LXB8LSQ] | Unknown | Rating: 4.2
(ID: 6303393896) The Legend of Tom Dooley | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B001F6Q372) Classic Films Triple - A Night To Remember/The Red Shoes/Caesar and Cleopatra [Import anglais] | Movies & TV > Movies | Rating: 3.9
(ID: 6305255261) WWF: Capital Carnage 1998 VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.7
(ID: 0767823788) Shadrach | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B003JQZY8A) Secret Agent AKA Danger Man: The Complete Collection (Slimline Packaging) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07B97PLLZ) Exploitation: Women's Descent Into Hell | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.0
(ID: 6303608345) Reboot:Wizards, Warriors and a Word VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B075RY1RTZ) [Item: B075RY1RTZ] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000A2XC7Q) Victory at Sea | Movies & TV > Boxed Sets > Documentary | Rating: 4.6
(ID: B00J821E3S) [Item: B00J821E3S] | Unknown | Rating: 4.3
(ID: B00ERUY640) [Item: B00ERUY640] | Unknown | Rating: 4.3
(ID: B00B42QONA) [Item: B00B42QONA] | Unknown | Rating: 4.7
(ID: B000FIHNAM) The Complete History of America [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.0
(ID: B001UXTIZE) Law & Order: Special Victims Unit - The Ninth Year | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.9
(ID: B000VHXBIA) [Item: B000VHXBIA] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B008RKQMEI) [Item: B008RKQMEI] | Unknown | Rating: 4.2
(ID: B000JX0GA2) [Item: B000JX0GA2] | Unknown | Rating: 4.5
(ID: B001CGCOM8) Innocents Betrayed by Aaron Zelman | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08DK33K64) [Item: B08DK33K64] | Unknown | Rating: 4.3
(ID: B002XZDOT4) [Item: B002XZDOT4] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01N8XS3AZ) [Item: B01N8XS3AZ] | Unknown | Rating: 3.5
(ID: B00IE419J0) Genius on Hold | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: 1440321493) Painting Realistic Landscapes in Pastel - Water & Reflections | Movies & TV > Movies | Rating: 4.5
(ID: B0035JHYGQ) Tenderness | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B00M0BVB0U) [Item: B00M0BVB0U] | Unknown | Rating: 4.6
(ID: B06Y5S477B) [Item: B06Y5S477B] | Unknown | Rating: 4.4
(ID: B07RRVFKYC) [Item: B07RRVFKYC] | Unknown | Rating: 4.8
(ID: 6301760360) Nestor the Long Eared Christmas Donkey VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B0BSB3SSDL) The Belle Starr Story [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001KKU98W) Rockpalast: West Coast Legends, Vol. 2 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B00DZILTZO) Bryan Adams: Live at Sydney Opera House | Movies & TV > Movies | Rating: 4.6
(ID: B000JEZCP0) Fun-To-Know - Computer & Internet - Step by Step for Beginners | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 1.0
(ID: B077NPTR7M) [Item: B077NPTR7M] | Unknown | Rating: 2.2
(ID: B01L3IJRZ6) [Item: B01L3IJRZ6] | Unknown | Rating: 4.6
(ID: B0018UU01K) Dear John (Käre John) [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01KIZKJBQ) [Item: B01KIZKJBQ] | Unknown | Rating: 4.8
(ID: B00A1AEM0S) Mrs Brown's Boys / Brendan O'Carroll - The Mother of All Box Sets | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B08GSLWGRQ) [Item: B08GSLWGRQ] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0015QWZAQ) Brooklyn Bridge - Season 1 | Movies & TV > First to Know > Television | Rating: 3.0
(ID: B08HSVXWWL) [Item: B08HSVXWWL] | Unknown | Rating: 4.6
(ID: B00A5IX64Y) [Item: B00A5IX64Y] | Unknown | Rating: 4.2
(ID: B013W7LREK) Applesauce [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000062XG8) Marilyn Monroe - The Diamond Collection II (Don't Bother to Knock / Let's Make Love / Monkey Business / Niagara / River of No Return) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B01C6ECDT8) [Item: B01C6ECDT8] | Unknown | Rating: 4.1
(ID: B008BJTQ7A) Holy Flying Circus | Movies & TV > Blu-ray > TV | Rating: 4.2
(ID: B000063K43) Drift [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B01LXES9K1) [Item: B01LXES9K1] | Unknown | Rating: 3.3
(ID: B07YBKR527) [Item: B07YBKR527] | Unknown | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00JKE4WP6) Mrs Brown's Boys D'Movie [Blu-ray] [2014] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B0036SLOKS) [Item: B0036SLOKS] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00EY8BD0A) [Item: B00EY8BD0A] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0083LDBB8) Challenge of the Trail, Skills of the Mountain Man 1820-1840 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00EREZ43S) [Item: B00EREZ43S] | Unknown | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B001TJKVS2) Bullet For A Badman [DVD] | Movies & TV > Movies | Rating: 4.2
(ID: B01ID2HDRO) [Item: B01ID2HDRO] | Unknown | Rating: 4.5
(ID: B017AOY4WS) [Item: B017AOY4WS] | Unknown | Rating: 4.8
(ID: B0973872XB) The X-Files: The Complete Seventh and Eighth Seasons (Season 7 / Season 8) 2-Pack DVD Collection | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
(ID: B00005B3HQ) In the Best Interest of the Children [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B004BA40BK) [Item: B004BA40BK] | Unknown | Rating: 4.1
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B017AOY4WS
|
[Item: B017AOY4WS]
| 5
|
AG7BORSEEDR7IAIAQBCWMSWW4WTQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- They Thought They Were Free: The Germans, 1933-45 | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Apocalypse 2012: A Scientific Investigation into Civilization's End | Books > Religion & Spirituality > Religious Studies | Rating: 1.0
- Out: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Politically Incorrect Guide to Global Warming (and Environmentalism) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
- Our Endangered Values: America's Moral Crisis | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
### User's movies History:
- Waiting for God: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Black Books - The Complete First Series [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- The Kingdom - Series One (Riget) | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B084J8W419) Master Casters | Documentary | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00QF30OHA) [Item: B00QF30OHA] | Unknown | Rating: 4.6
(ID: B089T9YKCP) [Item: B089T9YKCP] | Unknown | Rating: 4.5
(ID: B0002OXV0A) CHUCK NORRIS Fists of Steel /No mission is impossible for America's #1 Action Star [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B06W9P6V6P) [Item: B06W9P6V6P] | Unknown | Rating: 4.3
(ID: B000LVOVYY) Visions of The Sea, DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.8
(ID: B004NWPY5C) Fat Girl (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B002SOYTJE) [Item: B002SOYTJE] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00E4Q6TEW) Hitler: The Rise of Evil Features | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: 6304369204) The Toxic Avenger Unrated Director's Cut VHS | Movies & TV > Cult Movies > Comedy | Rating: 4.4
(ID: B009JZV60U) [Item: B009JZV60U] | Unknown | Rating: 4.2
(ID: 6317643881) The Americans: The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07S2DF2JG) [Item: B07S2DF2JG] | Unknown | Rating: 4.1
(ID: B00109KN6G) 20 Minute Yoga Makeover: Sculpted Buns & Thighs [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07RGXBWGQ) The Polar Bear Club | Drama | Rating: 5.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0001I55P6) Charlie, the Lonesome Cougar | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B00005QCW5) Henry Rollins: Up For It [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000YTJX64) [Item: B000YTJX64] | Unknown | Rating: 4.2
(ID: B013HS2AHW) Dark Was the Night [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B004W02M8M) [Item: B004W02M8M] | Unknown | Rating: 3.6
(ID: B005STRJPM) Feudin', Fussin' and A-Fightin' | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B001J4OWSC) Papa Se Volvio Loco | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B07D3CZNK5) [Item: B07D3CZNK5] | Unknown | Rating: 4.6
(ID: B0BXHLSDFJ) Winnie the Pooh: Blood and Honey | Movies & TV > Blu-ray > Movies | Rating: 3.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009UHHN4A) [Item: B009UHHN4A] | Unknown | Rating: 4.3
(ID: B009OL78RO) [Item: B009OL78RO] | Unknown | Rating: 4.6
(ID: B07GJFS339) Saturday Morning Cartoons: 1960s-1980s Collection [DVD] | Movies & TV > Movies | Rating: 4.7
(ID: B004C6UG48) The Guilt of Janet Ames | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B0014L6Z7Q) Mac and Me | Movies & TV > Movies | Rating: 4.7
(ID: B00T06DVVA) [Item: B00T06DVVA] | Unknown | Rating: 4.4
(ID: B0019GO56Y) Crocodile Dundee | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B000056N8C) Run the Wild Fields [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00P2S249U) Forbidden Hollywood Collection Volume 8 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B01LWU3OHE) [Item: B01LWU3OHE] | Unknown | Rating: 3.7
(ID: B000E0LLP4) Event Horizon [Import USA Zone 1] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B014G08OC0) Pp:gotta /kids Tv Bag/set Dvd | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00KG2S4AU) [Item: B00KG2S4AU] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0032U453I) [Item: B0032U453I] | Unknown | Rating: 3.6
(ID: B00061F6SO) Columbo Collector's Edition: Any Old Port In A Storm | Movies & TV > Featured Categories | Rating: 4.5
(ID: B0727PL3N3) [Item: B0727PL3N3] | Unknown | Rating: 3.7
(ID: B0064J60LY) Leapfrog: Phonics Farm | Animation > Special Interest > Cerebral | Rating: 4.8
(ID: B00LOCL804) The Last Supper | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00D69IDLU) [Item: B00D69IDLU] | Unknown | Rating: 4.6
(ID: B000FDF7E6) Balance & Coordination Exercises for Seniors | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B077ZJ6V1S) Celtic Woman: Homecoming: Live From Ireland | Movies & TV > Music Artists > Celtic Woman | Rating: 4.7
(ID: 6301449142) Bringing Up Baby/Colorized [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07QV8QP23) Berlin Station | Suspense > Drama | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07JZ8DZQC) [Item: B07JZ8DZQC] | Unknown | Rating: 4.0
(ID: B008I74FQW) Jungle Junction [Region 2] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 3.9
(ID: B001S4FSWC) [Item: B001S4FSWC] | Unknown | Rating: 4.4
(ID: B00004R83O) The Iron Giant | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B06WW629FD) [Item: B06WW629FD] | Unknown | Rating: 4.4
(ID: B004BN2UT6) WWII In HD: The Air War | Movies & TV > Educational | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07TVDN1NQ) [Item: B07TVDN1NQ] | Unknown | Rating: 3.0
(ID: B00K0MM4AM) Under The Skin [Blu-ray + Digital] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00M0BVB0U) [Item: B00M0BVB0U] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B007HJC4G0) [Item: B007HJC4G0] | Unknown | Rating: 4.5
(ID: 6303916228) Desperado | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00WFHHGTE) Intense Body Blast , Pilates Interval Training 3 DVD Set | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B0136J8WY2) [Item: B0136J8WY2] | Unknown | Rating: 4.9
(ID: B07S64DRF7) [Item: B07S64DRF7] | Unknown | Rating: 4.8
(ID: B086PNRR1Y) Monk: The Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00NGAJB2O) Coldwater | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07V9K735W) [Item: B07V9K735W] | Unknown | Rating: 4.2
(ID: B00006JDW0) Undisputed [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B005ZCSTB0) [Item: B005ZCSTB0] | Unknown | Rating: 4.3
(ID: B07BZ1W1XX) [Item: B07BZ1W1XX] | Unknown | Rating: 5.0
(ID: B000H6SXMO) NHL Greatest Moments [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B005W2BWPS) Hetalia: World Series 1 - Season Three | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B00X4Z4162) Cow and Chicken (Season 2) - 2-DVD Set ( Cow & Chicken - Season Two (13 Episodes) ) [ NON-USA FORMAT, PAL, Reg.4 Import - Australia ] | Movies & TV > TV | Rating: 4.7
(ID: B07KZGKS1M) Trust: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B0733Y1TSM) Geographically Desirable | Comedy > Romance | Rating: 3.5
(ID: B003LZNG5W) Follow Me... (An HD Mountain Bike Film) | Movies & TV > Featured Categories | Rating: 4.8
(ID: B01GDUBXF6) [Item: B01GDUBXF6] | Unknown | Rating: 4.5
(ID: B00CAYSRXQ) Sons of Anarchy: Cast & Creators Live at PALEYFEST | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: 6302587301) Real Malcolm X:Intimate Portrait [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B076T2VCVD) San Andreas (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B097STBS3V) Necessary Roughness [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00E858QD6) [Item: B00E858QD6] | Unknown | Rating: 4.5
(ID: B084H5GTLZ) [Item: B084H5GTLZ] | Unknown | Rating: 4.0
(ID: B00991167C) The Firm: Flat Abs Solution | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B078RXCYQM) [Item: B078RXCYQM] | Unknown | Rating: 3.2
(ID: B006QSSEGM) [Item: B006QSSEGM] | Unknown | Rating: 2.9
(ID: B002AK9URM) Nature's Grave | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B002SRSHF8) Fireplace/Marine Aquarium | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00K0MM4AM
|
Under The Skin [Blu-ray + Digital]
| 5
|
AHX4LU7RGJGRHPA2POHVNYYKHKJQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Witness | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Official High Times Cannabis Cookbook: More Than 50 Irresistible Recipes That Will Get You High | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 4.0
- Swansong (DI Nick Dixon Crime Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Gone The Next (Roy Ballard Mysteries Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Gray Matter (Thomas Prescott Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Lies to Die for (Max Larkin Detective Series Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Crooked Man: A Hard-Boiled but Humorous New Orleans Mystery (Tubby Dubonnet Series #1) (The Tubby Dubonnet Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Slow Curve on the Coquihalla (A Hunter Rayne Highway Mystery, Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- The Man in the High Castle | Suspense > Drama > Historical | Rating: 5.0
- [Item: B003AZCYCE] | Unknown | Rating: 3.0
- [Item: B01CH2IDDE] | Unknown | Rating: 2.0
- [Item: B00RSGIVVO] | Unknown | Rating: 5.0
- [Item: B01EIM5SCU] | Unknown | Rating: 5.0
- [Item: B00MR9VDDA] | Unknown | Rating: 4.0
- [Item: B01J4SRJFW] | Unknown | Rating: 5.0
- [Item: B01J4SST1K] | Unknown | Rating: 5.0
- [Item: B00EC7W70S] | Unknown | Rating: 3.0
- [Item: B01AB17IGQ] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00AWMEA0M) [Item: B00AWMEA0M] | Unknown | Rating: 3.6
(ID: B004A304YU) Time Of Gypsies (Dom Za Vesanje) - Emir Kusturica (NTSC all regions) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: 1598039571) Scientific Secrets for Self-Control | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B06W5Q3VQ4) [Item: B06W5Q3VQ4] | Unknown | Rating: 3.2
(ID: B006BQFETE) [Item: B006BQFETE] | Unknown | Rating: 4.6
(ID: B073FSXKB9) El Jardin De Bronce | Suspense > Horror > Drama | Rating: 3.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01JTOYW56) [Item: B01JTOYW56] | Unknown | Rating: 4.8
(ID: B00FZJWBIA) [Item: B00FZJWBIA] | Unknown | Rating: 4.9
(ID: B000W8OM86) Secrets of Egypt's Lost Queen | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B001JXPCGO) The Ultimate Peter Tosh Experience | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0070EUHAM) The Greatest Player Ever | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B00I3MPDP4) [Item: B00I3MPDP4] | Unknown | Rating: 4.6
(ID: B08528QHHM) [Item: B08528QHHM] | Unknown | Rating: 4.5
(ID: B00005YUP5) Cave Girl [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B00DUFCMTE) Forging Basics | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.4
(ID: B001GSJC86) [Item: B001GSJC86] | Unknown | Rating: 3.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01081S2DM) The Walking Dead - Season 1-5 [DVD] [2015] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B08MN28GT1) A Call to Spy [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B071WL62P5) [Item: B071WL62P5] | Unknown | Rating: 4.0
(ID: B08DKN8NBH) Tijuana Jackson: Purpose Over Prison | Comedy > Charming > Coarse | Rating: 4.3
(ID: B07Q616FC1) [Item: B07Q616FC1] | Unknown | Rating: 3.7
(ID: B00CRFQU6E) Nickelodeon Favorites: Rootin Tootin Wild West | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00P8RUOCO) King's Row | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07FDVCMFG) Wm-Solo-Star Wars Story | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0938H48TS) [Item: B0938H48TS] | Unknown | Rating: 4.7
(ID: B0058I9DZM) Goldrush: A Real Life Alaskan Adventure | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B017UGY048) [Item: B017UGY048] | Unknown | Rating: 4.7
(ID: B00GK51YU4) [Item: B00GK51YU4] | Unknown | Rating: 4.7
(ID: B008F0QBGO) What to Do When Someone Dies | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B087LSP7V7) [Item: B087LSP7V7] | Unknown | Rating: 4.5
(ID: B009651VO4) [Item: B009651VO4] | Unknown | Rating: 3.8
(ID: B00KL5JKUU) [Item: B00KL5JKUU] | Unknown | Rating: 4.6
(ID: B081D78RZB) Frozen Doublepack Blu-ray [2019] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B00JF0V88E) The Avengers - Complete Collection [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00DPH7S0K) Royal Space Force [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00UJ5MRWK) [Item: B00UJ5MRWK] | Unknown | Rating: 4.2
(ID: B005IGV7DK) Teepa Snow Alzheimer's Dementia DVD "The Journey of Dementia" Caregiver Training Video for Family and Non-Professional Caregivers and Healthcare Professionals and Teachers | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002TZVPJE) [Item: B002TZVPJE] | Unknown | Rating: 4.7
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B005SAYSI2) [Item: B005SAYSI2] | Unknown | Rating: 4.5
(ID: B00005O5JP) Haxan Witchcraft Through the Ages VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.1
(ID: B06ZYM3N4K) [Item: B06ZYM3N4K] | Unknown | Rating: 4.8
(ID: B0009WIE1Q) Tootsie's Orchid Lounge / Willie Nelson, Roger Miller, Kris Kristofferson | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00LMBNXRS) [Item: B00LMBNXRS] | Unknown | Rating: 4.2
(ID: B00PSLQYWE) [Item: B00PSLQYWE] | Unknown | Rating: 4.9
(ID: B0041ONFOE) Year of Getting to Know Us | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B078MN6XQR) [Item: B078MN6XQR] | Unknown | Rating: 4.7
(ID: B00BUGZX50) FLASHBACK | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B01MRWSO9Z) [Item: B01MRWSO9Z] | Unknown | Rating: 3.9
(ID: B003ZTDZVO) ESPN Films 30 for 30: Little Big Men | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B071RH55SW) [Item: B071RH55SW] | Unknown | Rating: 4.4
(ID: B005MRN3L4) MEDIC - 44 Episodes from The Groundbreaking Hospital Series | Movies & TV > Boxed Sets > Drama | Rating: 4.2
(ID: B002P6NQDA) The Story Lady, Jessica Tandy, A Feature Films for Families DVD | Movies & TV > Movies | Rating: 4.3
(ID: B00KHLPR6O) [Item: B00KHLPR6O] | Unknown | Rating: 4.6
(ID: B08QDRSSZ1) Mannequin | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B004J713KQ) Kids In The Hall, The: Complete Series Megaset | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07KH8W762) Blaze and the Monster Machines: Robot Riders | Movies & TV > Movies | Rating: 4.8
(ID: B001LRTT5I) Appaloosa | Movies & TV > Movies | Rating: 4.4
(ID: B001T4Y1BK) Volunteers for Verdi | Movies & TV > Musicals & Performing Arts > Classical | Rating: 5.0
(ID: B07JFHMBCZ) [Item: B07JFHMBCZ] | Unknown | Rating: 4.4
(ID: B003EQN630) Instant Expert: The Mayflower | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07BQLK1WW) The China Hustle | Documentary > Cerebral > Compelling | Rating: 4.3
(ID: B002JC9RKG) [Item: B002JC9RKG] | Unknown | Rating: 4.4
(ID: B004YDSNOY) The Kennedys [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00O1SJF6W) [Item: B00O1SJF6W] | Unknown | Rating: 4.9
(ID: B009T6E4MG) French Kiss [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01ENS3GAK) 4th Man Out - Special Edition | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0035JLW46) [Item: B0035JLW46] | Unknown | Rating: 4.6
(ID: B000KJTFF2) Tokko, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01AK5V4UO) [Item: B01AK5V4UO] | Unknown | Rating: 4.6
(ID: B00II7CP7I) Veronica Mars | Movies & TV > Movies | Rating: 4.7
(ID: B002RTG402) Death of a Salesman | Drama > Historical > Downbeat | Rating: 4.5
(ID: B00432GY2Y) Jane Fonda's Workout Light Super Band w/ Jeanette Jenkins Resistance Training DVD | Movies & TV > TV | Rating: 4.5
(ID: B07Q31S9VG) [Item: B07Q31S9VG] | Unknown | Rating: 2.8
(ID: B0000DZ6N3) Uptown Girls | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B073R8KJK5) [Item: B073R8KJK5] | Unknown | Rating: 2.7
(ID: B07LDMRT97) Bleed Out | Documentary | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07L6RJR1L) [Item: B07L6RJR1L] | Unknown | Rating: 4.3
(ID: B00RJ1DP32) The Only Thrill | Drama > Romance > Emotional | Rating: 3.6
(ID: B077S7ZK5L) Voyage of the Southern Sun (movie) | Movies & TV > Movies | Rating: 5.0
(ID: B015IVNNP4) [Item: B015IVNNP4] | Unknown | Rating: 4.4
(ID: B00MASEK74) Doctor Who | Science Fiction > Drama > Adventure | Rating: 4.8
(ID: B005ER6SOQ) Nazareth - Live | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: 6301871766) Highlights of the 1988 Summer Olympics - Seoul (NBC Sports) [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B0973872XB) The X-Files: The Complete Seventh and Eighth Seasons (Season 7 / Season 8) 2-Pack DVD Collection | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00FZK149Q) [Item: B00FZK149Q] | Unknown | Rating: 4.3
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B0716M7R4P) [Item: B0716M7R4P] | Unknown | Rating: 4.4
(ID: B01LOKCY6M) [Item: B01LOKCY6M] | Unknown | Rating: 3.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00UJ5MRWK
|
[Item: B00UJ5MRWK]
| 3
|
AFVJSKAHNHHRMQXOGGLI4GKWVMEA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Art 2015 Gallery Calendar | Books > Calendars > Arts | Rating: 3.0
- Cute Overload Page-A-Day Calendar 2011 | Books > Humor & Entertainment > Humor | Rating: 3.0
- Eden's Outcasts: The Story of Louisa May Alcott and Her Father | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- My Sister's Keeper: A Novel (Wsp Readers Club) | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- Ya-Yas in Bloom | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- A Patriot's Handbook: Songs, Poems, Stories, and Speeches Celebrating the Land We Love | Books > Literature & Fiction > History & Criticism | Rating: 5.0
### User's movies History:
- The Office: Season 2 | Movies & TV > Award Winners in Movies & TV > Emmy Central | Rating: 5.0
- Rudolph the Red-Nosed Reindeer & the Island of Misfit Toys [DVD] | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Two Brothers (Widescreen Edition) | Movies & TV > Movies & TV Holiday Wishlist | Rating: 5.0
- Top of the World Tour Live | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000CJ2E5I) The Lighthorsemen | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0842B7GCK) [Item: B0842B7GCK] | Unknown | Rating: 4.8
(ID: B0091X0YFS) [Item: B0091X0YFS] | Unknown | Rating: 4.7
(ID: B0007WFUDI) Biography: Dalai Lama - The Soul of Tibet (A&E Archives) | Movies & TV > A&E Home Video > Biography | Rating: 4.6
(ID: B00IZ8TYY2) [Item: B00IZ8TYY2] | Unknown | Rating: 3.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01MDP2529) [Item: B01MDP2529] | Unknown | Rating: 4.4
(ID: B003G7160W) Worlds Toughest Fixes: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B005ZVIP2Y) Start The Revolution Without Me | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0015FWQL0) Grindhouse Trailer Classics | Movies & TV > Movies | Rating: 4.4
(ID: B003YKYX7Y) The Courageous Heart of Irena Sendler | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00C1C0O60) [Item: B00C1C0O60] | Unknown | Rating: 3.9
(ID: B00B8KZ0YC) [Item: B00B8KZ0YC] | Unknown | Rating: 4.6
(ID: B07N163M82) [Item: B07N163M82] | Unknown | Rating: 3.0
(ID: B07ZW98NCL) A Million Little Pieces [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B073VYSWSD) [Item: B073VYSWSD] | Unknown | Rating: 3.7
(ID: B00062RCBW) Star Trek The Next Generation - The Complete Seasons 1-7 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B074N9JH3B) [Item: B074N9JH3B] | Unknown | Rating: 3.2
(ID: B0006Z2KQQ) Good Clean Fun! Bananas - Jeff Allen as stated on cover | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00DW664ZO) Holliston | Comedy > Horror > Drama | Rating: 4.6
(ID: B00AY7TPN2) [Item: B00AY7TPN2] | Unknown | Rating: 4.3
(ID: B07F1DTY9Y) [Item: B07F1DTY9Y] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B09F7TC4DW) [Item: B09F7TC4DW] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07G9MDDSQ) Vitamania: The Sense and Nonsense of Vitamins | Documentary | Rating: 3.9
(ID: B00AA7P166) [Item: B00AA7P166] | Unknown | Rating: 4.7
(ID: B019YM1SV4) [Item: B019YM1SV4] | Unknown | Rating: 4.6
(ID: B076VY91FJ) Jeepers Creepers Collection [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.1
(ID: B00VE6XS1M) [Item: B00VE6XS1M] | Unknown | Rating: 3.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07QZ4WY2N) [Item: B07QZ4WY2N] | Unknown | Rating: 4.8
(ID: B00R9HWZX2) The Night They Raided Minsky's [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B002UNMW7O) The Boondock Saints II: All Saints Day | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B006CAV1V4) [Item: B006CAV1V4] | Unknown | Rating: 4.1
(ID: B07YLBM2GJ) [Item: B07YLBM2GJ] | Unknown | Rating: 4.2
(ID: B07B78W1V9) [Item: B07B78W1V9] | Unknown | Rating: 3.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B008WJ3PUS) [Item: B008WJ3PUS] | Unknown | Rating: 3.9
(ID: B01LTICMYS) Jane the Virgin, Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: 6305320799) Carousel [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B00D0K025K) [Item: B00D0K025K] | Unknown | Rating: 4.2
(ID: B002R2JK9G) [Item: B002R2JK9G] | Unknown | Rating: 4.5
(ID: B01FDZX238) [Item: B01FDZX238] | Unknown | Rating: 3.0
(ID: B00004D37N) To Sir, with Love [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.9
(ID: B0030CSWQO) [Item: B0030CSWQO] | Unknown | Rating: 4.8
(ID: B000WGX28Y) Buckdancing for Beginners: The Basics of Southern | Movies & TV > Movies | Rating: 5.0
(ID: B000KG5HUC) Wildlife - The Art of Robert Bateman | Movies & TV > Educational | Rating: 4.5
(ID: B000RAK27E) Vertical Step Party Turn & Burn Workout with Katina Hunter [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00V37CE2Q) Mortdecai [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00C6F60QA) For Richer or Poorer | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00L3ZB69K) Sundays and Cybele (The Criteiron Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00B0W5RPU) BearCity 2: The Proposal | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00O2HUP16) [Item: B00O2HUP16] | Unknown | Rating: 4.9
(ID: B00006AUKZ) The Real Eve: 5 Billion People From One Woman (Discovery Channel) [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01M0BIRIN) [Item: B01M0BIRIN] | Unknown | Rating: 3.2
(ID: B003CS28UC) Defenders of the Earth - The Complete 65 Episode Series | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0B8S6K5LH) [Item: B0B8S6K5LH] | Unknown | Rating: 4.0
(ID: B09WX4RCJ9) Jailhouse Rock (Deluxe Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B079P978HY) The Strange Ones | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000UWJ48C) The Cape, 1963 | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B072YVJ9P6) [Item: B072YVJ9P6] | Unknown | Rating: 4.3
(ID: 0793966736) Lost In Space: The Derelict VHS | Movies & TV > TV | Rating: 4.5
(ID: B0B1443NM1) [Item: B0B1443NM1] | Unknown | Rating: 4.4
(ID: B00YSBFPHU) Batman Unlimited: Monster Mayhem (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0002V7P4G) Tai Chi For Back Pain | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07C31K8LN) [Item: B07C31K8LN] | Unknown | Rating: 4.1
(ID: 6305752672) WCW Halloween Havoc 1999 VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: 6301959728) The Fall of the Roman Empire EP mode VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B01EBGY09U) [Item: B01EBGY09U] | Unknown | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00068S3U0) Vanishing Wilderness [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B07T3JQ4NY) Sorcerer Hunters: Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B002QGAO20) Wing Chun Series Trapping Hands | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B000062UHQ) The Method-T'ai Chi, Beginner's Level [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B0007WQGRC) Race With the Devil | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07KPN4KB4) [Item: B07KPN4KB4] | Unknown | Rating: 4.2
(ID: B000XFVINU) Maria La Del Barrio | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B01730DP2O) [Item: B01730DP2O] | Unknown | Rating: 4.3
(ID: B00006FI53) Honey I Blew Up the Kid | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B06XP6PGQQ) [Item: B06XP6PGQQ] | Unknown | Rating: 3.9
(ID: B08X4NGVBX) [Item: B08X4NGVBX] | Unknown | Rating: 4.4
(ID: B08SBL8TTP) [Item: B08SBL8TTP] | Unknown | Rating: 3.8
(ID: B003F3NDOE) Ugly Betty: The Complete Fourth and Final Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07KBT4ZST) American Experience: The Swamp DVD | Movies & TV > PBS > All | Rating: 4.1
(ID: B00064ALK4) Rick Steves Europe DVD: Germany, Swiss Alps and Travel Skills | Movies & TV > Movies | Rating: 4.4
(ID: B002GYWYYI) Ben (1972) | Movies & TV > Movies | Rating: 4.4
(ID: B007GGD4XQ) [Item: B007GGD4XQ] | Unknown | Rating: 4.8
(ID: B00U5MJU8G) Redemption of the Heart | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00JKYCF5U) [Item: B00JKYCF5U] | Unknown | Rating: 3.4
(ID: B000QTBD6U) Martin | Comedy > Drama > Romance | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0B1443NM1
|
[Item: B0B1443NM1]
| 5
|
AEFOUOVN43CDAWXVMYNWY6FJENVQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Book of Spies: A Novel (The Judd Ryder Books 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Order to Kill: A Novel (Mitch Rapp Book 15) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Gender Experiment: A Medical Military Speculative Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Once Dead (The Rho Agenda Inception Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Lions of Lucerne (The Scot Harvath Series Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Covert Reich | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B0188NMZ9O] | Unknown | Rating: 4.0
- [Item: B00HZ3C4N6] | Unknown | Rating: 3.0
- Marvel's The Avengers | Science Fiction > Adventure > Ambitious | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00005NOO7) The Complete Sam Kinison [DVD] | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B000O77SPE) Fantastic Four (Two-Disc Special Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B07V9KGP3L) [Item: B07V9KGP3L] | Unknown | Rating: 4.0
(ID: B00B1LM76M) Full House: The Complete Seasons 7&8 (2-Pack) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B018SZ2LAK) [Item: B018SZ2LAK] | Unknown | Rating: 3.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000MR1V22) [Item: B000MR1V22] | Unknown | Rating: 4.7
(ID: B06XKQK67V) Live in Japan Summer Sonic 2014 | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00W3D1DQ2) [Item: B00W3D1DQ2] | Unknown | Rating: 4.5
(ID: B09T9XTH8V) [Item: B09T9XTH8V] | Unknown | Rating: 4.6
(ID: B07M9LLLPM) [Item: B07M9LLLPM] | Unknown | Rating: 1.2
(ID: B01MYBFAB7) [Item: B01MYBFAB7] | Unknown | Rating: 1.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0096E79HS) Globe Trekker - Puerto Rico | Movies & TV > Movies | Rating: 4.6
(ID: B00TJIUM02) The Burning Dead | Movies & TV > Disc on Demand | Rating: 3.2
(ID: B000VLCCFO) ABC News Primetime North Korea: Inside the Shadows | Movies & TV > ABC News > Primetime | Rating: 4.5
(ID: B01KP47VVQ) [Item: B01KP47VVQ] | Unknown | Rating: 5.0
(ID: B07KPL72N3) [Item: B07KPL72N3] | Unknown | Rating: 3.8
(ID: B0012OX7D0) Macon County Line | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01LZUDJDS) The Wild Life [Blu-ray + DVD + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07S8YCY4Y) [Item: B07S8YCY4Y] | Unknown | Rating: 2.9
(ID: B0773XB2ZW) Front of the Class | Drama > Feel-good > Inspiring | Rating: 4.8
(ID: B00HWIBCQY) La Cage Aux Folles | Comedy > Thrilling | Rating: 4.4
(ID: B001MKVUKQ) [Item: B001MKVUKQ] | Unknown | Rating: 3.7
(ID: B000Q6774K) The Muppet Show: Season 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B019J8R358) Sisters | Movies & TV > Today's Deals > Universal Studios Featured Deals | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08286LQJJ) [Item: B08286LQJJ] | Unknown | Rating: 3.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0125PLULU) Road to Austin | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07BHZLP7W) [Item: B07BHZLP7W] | Unknown | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00GQ4QAE4) [Item: B00GQ4QAE4] | Unknown | Rating: 4.3
(ID: B01G4AUKVI) [Item: B01G4AUKVI] | Unknown | Rating: 1.9
(ID: B000GJ0LEU) The Wind in the Willows / A Tale of Two Toads | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.7
(ID: B07H7X3K1F) [Item: B07H7X3K1F] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000E3LCWI) Bernstein in London: Verdi Requiem | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0000524FE) Space 1999, Set 1 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00003L9CH) Birdy | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B09YNF5SBK) Blue Bloods: The Twelfth Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B077MYFLH2) Attack on Titan: Season Two [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00A5IX6GC) [Item: B00A5IX6GC] | Unknown | Rating: 4.2
(ID: B09LL4LL3N) [Item: B09LL4LL3N] | Unknown | Rating: 4.1
(ID: B07BKSMF5N) [Item: B07BKSMF5N] | Unknown | Rating: 3.9
(ID: B001NRZEBY) Count Dracula and His Vampire Bride ("The Satanic Rites of Dracula") (1974) | Horror > Fantastic > Terrifying | Rating: 4.1
(ID: B00114KUYK) Santo Contra Los Asesinos de Otros Mundos [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.9
(ID: B091D8VWHL) [Item: B091D8VWHL] | Unknown | Rating: 4.9
(ID: B06XX2XT8J) Whitney "Can I Be Me" [DVD] | Movies & TV > Movies | Rating: 4.5
(ID: B07H7S5MHV) [Item: B07H7S5MHV] | Unknown | Rating: 3.5
(ID: B00E9E5EEK) [Item: B00E9E5EEK] | Unknown | Rating: 4.7
(ID: B07Y2FMYJC) [Item: B07Y2FMYJC] | Unknown | Rating: 4.2
(ID: B0055Q0WJ8) Black Bread [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B01D0NBXOU) Embrace Of The Serpent | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B002E7GCMC) Beast of the City | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00EQF80SE) [Item: B00EQF80SE] | Unknown | Rating: 4.3
(ID: B00GQ0Y6ZS) The Big Bang Theory | Young Adult Audience > Comedy > Romance | Rating: 4.9
(ID: B00JVFRLEI) Detective Story DVD-R | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.8
(ID: B0011E7JBW) [Item: B0011E7JBW] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000I9WWEA) [Item: B000I9WWEA] | Unknown | Rating: 4.6
(ID: B00H7E3T5K) Maleficent | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07HCHFZKV) The Professionals Mk I [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00O8NQG3K) [Item: B00O8NQG3K] | Unknown | Rating: 4.7
(ID: B008IG09KE) WWE: Night of Champions 2012 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00OX80Z00) A Free Bird | Comedy | Rating: 3.4
(ID: B01KC107FO) [Item: B01KC107FO] | Unknown | Rating: 4.4
(ID: B003EQ490E) Mickey Mouse Clubhouse: Mickey's Adventures in Wonderland [DVD + Retro Badge] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B072FNHP46) [Item: B072FNHP46] | Unknown | Rating: 4.6
(ID: B016V982FS) When Calls the Heart Complete Season 2 10-DVD Collector's Edition | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B003MXEGCK) [Item: B003MXEGCK] | Unknown | Rating: 4.7
(ID: B0002JANFG) Run Baby Run | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6302990130) Evil Under the Sun [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0019F02VC) Prodigal Son DVD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B06Y65LBG3) Sled Dog Soldiers | Faith and Spirituality > Documentary | Rating: 4.5
(ID: B000CCBCH6) Comedy Central Presents: Southern Gents of Comedy | Movies & TV > The Comedy Central Store > Comedy Central Presents | Rating: 4.7
(ID: B005YVNIWM) [Item: B005YVNIWM] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B09R4GB35C) [Item: B09R4GB35C] | Unknown | Rating: 3.9
(ID: B00000G3MX) Kundun (Widescreen Edition) [VHS] | Movies & TV > Widescreen > Art House & International | Rating: 4.8
(ID: B013VTMWR0) Donizetti: L'Elisir d'amore (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000WB08OK) The Hee Haw Collection - 7 Disc Set | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0000E6FOK) John Mayall and the Bluesbreakers - 70th Birthday Concert | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00AWHDFIU) Rolling Thunder [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B001QZJJVY) [Item: B001QZJJVY] | Unknown | Rating: 3.1
(ID: B07SXCTTHS) [Item: B07SXCTTHS] | Unknown | Rating: 3.1
(ID: B00N2K2378) K2: Siren of the Himalayas | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B00V32AD6A) [Item: B00V32AD6A] | Unknown | Rating: 4.9
(ID: B000OPP9Y8) Holy Bible: Complete King James Version Bible on DVD narrated by Alexander Scourby | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B000LPS35I) Television's Funniest Foul-Ups | Movies & TV > Independently Distributed > Comedy | Rating: 3.2
(ID: B00080ZG10) The Aviator (2004) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07RFV5MPN) [Item: B07RFV5MPN] | Unknown | Rating: 4.0
(ID: B01J6VU814) [Item: B01J6VU814] | Unknown | Rating: 3.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000E6FOK
|
John Mayall and the Bluesbreakers - 70th Birthday Concert
| 5
|
AHOZOUBX5VNOEKKO5KFT43HEPPPA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- 1Q84: A novel | Books > Science Fiction & Fantasy > Fantasy | Rating: 1.0
- Intel Wars: The Secret History of the Fight Against Terror | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Singularity Is Near: When Humans Transcend Biology | Books > Computers & Technology > Computer Science | Rating: 1.0
- Bicycle Diaries | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- Ghost Wars: The Secret History of the CIA, Afghanistan, and Bin Laden, from the Soviet Invasion to September 10, 2001 | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Human Factor: Inside the CIA's Dysfunctional Intelligence Culture (Encounter Broadsides) | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- American Prometheus: The Triumph and Tragedy of J. Robert Oppenheimer | Books > Biographies & Memoirs > Historical | Rating: 5.0
### User's movies History:
- L.A. Confidential | Suspense > Drama > Gritty | Rating: 5.0
- [Item: B01EIM5NGG] | Unknown | Rating: 4.0
- [Item: B07GDRKPGX] | Unknown | Rating: 5.0
- Blade Runner 2049 | Science Fiction > Fantasy > Atmospheric | Rating: 4.0
- Whiplash [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- [Item: B001OGWY1W] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00Q89N3IS) Before I Go To Sleep | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00J1SSIRY) [Item: B00J1SSIRY] | Unknown | Rating: 4.9
(ID: B009Y38DYO) [Item: B009Y38DYO] | Unknown | Rating: 4.2
(ID: B01GWCFLN0) The Pacifier (Full Screen Edition) by Walt Disney Home Entertainment by Adam Shankman | Movies & TV > Movies | Rating: 4.8
(ID: B01LC032VK) [Item: B01LC032VK] | Unknown | Rating: 2.9
(ID: B001D261SY) Firm: 500 Calorie Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B08KHQSPDR) Frankie Drake Mysteries: Complete Seasons 1, 2 & 3 (9 DVDs) + Complimentary Cast Guide | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00006IUK6) Overkill: Wrecking Everything - An Evening in Asbury Park [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002XAFMTE) When Angels Come to Town [Region 2] | Movies & TV > Movies | Rating: 4.8
(ID: B00DYQARDM) Secrets of the Dead | Historical > Documentary > Military and War | Rating: 3.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0001WTVZC) Globe Trekker: Paris City Guide | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B001CIOCLC) Priceless | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.6
(ID: B00AE2IO3E) [Item: B00AE2IO3E] | Unknown | Rating: 4.2
(ID: B07BS625LV) [Item: B07BS625LV] | Unknown | Rating: 4.5
(ID: B0B8TFL82Q) [Item: B0B8TFL82Q] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 6301967364) Outer Limits: Bellero Shield | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.2
(ID: B000EXDS0C) NYPD Blue - The Complete Fourth Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00MQVSE2W) Breaking Amish: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B013OULTS4) [Item: B013OULTS4] | Unknown | Rating: 4.4
(ID: B078HJD6YC) [Item: B078HJD6YC] | Unknown | Rating: 4.9
(ID: B001TITGCA) Suddenly - In COLOR! Also Includes the Original Black-and-White Version which has been Beautifully Restored and Enhanced! | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B08VJ4LTVH) [Item: B08VJ4LTVH] | Unknown | Rating: 4.5
(ID: B08BDZ5QKW) Cinema Paradiso [4K Ultra HD / UHD] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B002PACQEQ) [Item: B002PACQEQ] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000980GWU) Wake [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B09RW5Y1WQ) [Item: B09RW5Y1WQ] | Unknown | Rating: 4.0
(ID: B0000695JG) The Entity [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01IAM20UW) [Item: B01IAM20UW] | Unknown | Rating: 2.5
(ID: B08JVNXQD4) My Summer Of Love / Summer Lover (2 Disc DVD Set) Starring: Natalie Press, Emily Blunt, Paddy Considine, Avalon Barrie, Lyudmila Shiryaeva, Bogdan Stupka (Director: Robert Crombie) | Movies & TV > Movies | Rating: 3.7
(ID: B000HEZEU0) Gravitation: The Complete TV Series | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B007C8RZRO) Nifty Fifties - 50 Movie Pack: Cyrano de Bergerac - The Lady Says No - The Man with the Golden Arm - The Snows of Kilimanjaro - The Last Time I Saw Paris - The Jackie Robinson Story - The Conquest of Everest - Beneath the 12-Mile Reef + 42 more! | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01011KJKI) Before all Others | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.9
(ID: B07FMNN7GW) Grace and Frankie Seasons 3-4 (DVD) | Movies & TV > TV | Rating: 4.8
(ID: B087FXDT4F) [Item: B087FXDT4F] | Unknown | Rating: 4.6
(ID: B079Q86D6L) [Item: B079Q86D6L] | Unknown | Rating: 4.3
(ID: B003RDMLV8) Careless and Imprudent: Extreme Street Bikes | Movies & TV > Boxed Sets > Sports | Rating: 3.9
(ID: B074J612CS) Some Kind of Wonderful | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B076MG35P9) [Item: B076MG35P9] | Unknown | Rating: 4.8
(ID: B08DSYPKNZ) Christmas Crush NTSC/0 | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.3
(ID: B09XFGKPVG) [Item: B09XFGKPVG] | Unknown | Rating: 4.1
(ID: B00W4EZGFE) Europe's Last Stand: America's Final Warning - Part 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B008LU8PE4) Keith Lemon: The Film | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B06ZXZFZ41) [Item: B06ZXZFZ41] | Unknown | Rating: 4.5
(ID: B00K5LXL1Y) [Item: B00K5LXL1Y] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00BQK4XMO) BeetleBorgs Metallix: Season Two - Volume One | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B096CH422P) [Item: B096CH422P] | Unknown | Rating: 4.8
(ID: 0784011516) Suicide Kings [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B000GGTOV4) PCN Tours Gettysburg Battlewalks: The Wiekert, Trostle, and Klingle Farms | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001GRYM7I) [Item: B001GRYM7I] | Unknown | Rating: 4.2
(ID: B09WZ3BK5P) Boomerang [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000FIHNAW) 666: The Child | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07BFGDRYJ) Rurouni Kenshin Trilogy ( Rurôni Kenshin: Meiji kenkaku roman tan / Rurôni Kenshin: Kyôto taika-hen / Rurôni Kenshin: Densetsu no saigo-hen ) ( Ruroun [ NON-USA FORMAT, PAL, Reg.4 Import - Australia ] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00I9F9XOC) [Item: B00I9F9XOC] | Unknown | Rating: 4.4
(ID: B088YQ42GZ) [Item: B088YQ42GZ] | Unknown | Rating: 4.5
(ID: B000ICM5MG) Rocky (Two-Disc Collector's Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0038WU0UW) Tarzan - 1985 (Hindi Film / Bollywood Movie / Indian Cinema / DVD) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 0976708531) Pressure Cooking, A Fresh Look: Delicous Dishes in Minutes | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0983Y4V15) Paranormal | Suspense > Drama > Atmospheric | Rating: 2.1
(ID: B00LYHXH2G) Guilty of Romance: Special Edition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00FWLU8CW) [Item: B00FWLU8CW] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001OW2L00) The Joy Of Music: Television Series with Diane Bish | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.9
(ID: B08JHS9PD3) [Item: B08JHS9PD3] | Unknown | Rating: 4.3
(ID: B00B98YU5S) [Item: B00B98YU5S] | Unknown | Rating: 3.7
(ID: 193506391X) Abraham-Hicks Special Subjects DVD 9 - Health & Well-Being | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07DS2FH7B) [Item: B07DS2FH7B] | Unknown | Rating: 4.6
(ID: B07BHY5JFJ) [Item: B07BHY5JFJ] | Unknown | Rating: 3.2
(ID: B00FZW95AO) [Item: B00FZW95AO] | Unknown | Rating: 4.6
(ID: B00IFRVGX0) Alaska State Troopers Season 5 | Movies & TV > Disc on Demand | Rating: 4.9
(ID: B08FT5XBCR) [Item: B08FT5XBCR] | Unknown | Rating: 4.4
(ID: B0033W6BYG) [Item: B0033W6BYG] | Unknown | Rating: 4.9
(ID: B00020HBZU) Wolf's Rain - Leader of the Pack | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B004HL5PDK) [Item: B004HL5PDK] | Unknown | Rating: 4.1
(ID: B08HNHNRJF) Alice in Paris | Special Interest | Rating: 3.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00008PHD1) Maya Lin - A Strong Clear Vision | Movies & TV > Docurama > Art & Artists | Rating: 4.5
(ID: B00QGFEBDK) Aqui Entre Nos | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.9
(ID: B00W1SICIQ) How to Build Awesome Fingerpicking Instrumentals | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00DKFV5Z6) [Item: B00DKFV5Z6] | Unknown | Rating: 4.0
(ID: B009MYLSGU) [Item: B009MYLSGU] | Unknown | Rating: 3.6
(ID: B0001M2C3U) The Total Singer (Deluxe Set) | Movies & TV > Independently Distributed > Special Interests | Rating: 3.6
(ID: B003I4HHI8) [Item: B003I4HHI8] | Unknown | Rating: 4.8
(ID: B00005OATS) Verdi - Requiem / Henri-Georges Clouzot · Herbert von Karajan - L. Price · Cossotto · Pavarotti | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07DS2FN5V) [Item: B07DS2FN5V] | Unknown | Rating: 3.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000P0J0E2) TALES FROM THE CRYPT: S6 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01M3Y5YOF) [Item: B01M3Y5YOF] | Unknown | Rating: 3.6
(ID: B0007Z0OL8) Team America:World Police [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B076MG35P9
|
[Item: B076MG35P9]
| 4
|
AHZ5Y6EHYJIZNRURXH5FE5EZL2IA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Big Book of Backing Tracks: 200 High-Quality Play-Along Tracks in All Styles | Books > Arts & Photography > Music | Rating: 2.0
- Amped: The Illustrated History of the World's Greatest Amplifiers | Books > Arts & Photography > Music | Rating: 5.0
- George Washington's Secret Six: The Spy Ring That Saved the American Revolution | Books > History > Americas | Rating: 4.0
- Switching to the Mac: The Missing Manual, Lion Edition (Missing Manuals) | Books > Computers & Technology > Hardware & DIY | Rating: 2.0
- Proof of Heaven: A Neurosurgeon's Journey into the Afterlife | Books > Medical Books > Medicine | Rating: 3.0
- Shanghai Girls: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Swerve: How the World Became Modern | Books > Arts & Photography > History & Criticism | Rating: 3.0
### User's movies History:
- The Imaginarium of Doctor Parnassus [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Fantastic Beasts: The Crimes of Grindelwald (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 2.0
- [Item: B07H817S6H] | Unknown | Rating: 5.0
- [Item: B01J94A5GQ] | Unknown | Rating: 4.0
- Hiccups: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 5.0
- CORNER GAS: SEASON 1 | Movies & TV > Featured Categories > Prime Video | Rating: 5.0
- Longmire: Season 3 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 5.0
- There Be Dragons | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 2.0
- The Lone Ranger (Blu-ray + DVD + Digital Copy) | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- 1 The Movie | Movies & TV > Blu-ray > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000ZJ2ZR2) The Voyeur (Director's Cut) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00ZSBABAK) [Item: B00ZSBABAK] | Unknown | Rating: 3.9
(ID: B00TSW9Y94) State of Affairs: Season One | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00402FGJE) MGM Movie Collection: 6 Film Noir (Choose Me / Everybody Wins / Love at Large / Mulholland Falls / Stormy Monday / China Moon) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B011ECVTY8) Pistols 'n' Petticoats: Volume 1 | Movies & TV > TV | Rating: 3.9
(ID: B00D7AM5XU) Prince Of Darkness (Collector's Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B09WZS9VW1) MatchMaker Mysteries 3-Movie Collection: A Killer Engagement, A Fatal Romance & The Art of the Kill | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B004Z4ZZ66) CONFORMATION BIOMECHANICS: The Building Blocks of Conformation - Dr. Deb Bennett, Ph.D. | Movies & TV > Movies | Rating: 4.0
(ID: B00ATLJWVS) [Item: B00ATLJWVS] | Unknown | Rating: 4.0
(ID: B01HIYS0S4) [Item: B01HIYS0S4] | Unknown | Rating: 3.7
(ID: B007K7ICE2) Golgo 13: Collection 4 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B00QROIQ2M) [Item: B00QROIQ2M] | Unknown | Rating: 4.6
(ID: B001B504LI) The Uninvited (1944) | Movies & TV > First to Know > Movies | Rating: 4.8
(ID: B004KPS90E) [Item: B004KPS90E] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B08CBLC83M) [Item: B08CBLC83M] | Unknown | Rating: 4.1
(ID: 6317550433) THE NUTCRACKER AND THE FOUR REALMS | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B000PATNJE) The Kids Good Manners DVD | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.0
(ID: B00OLDJVOI) [Item: B00OLDJVOI] | Unknown | Rating: 4.7
(ID: B00FA7VLHY) [Limited] Harry Potter Blu-ray Complete Set [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00B5AAW9I) Fringe: The Complete Series (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 6302439361) Inner Circle | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B01GUOXZSI) Peter Gabriel - Secret World Live by Peter Gabriel | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00UITXKTG) Ray Donovan: The Second Season | Movies & TV > Award Winners in Movies & TV > Emmy Central | Rating: 4.8
(ID: B01E7V16LO) [Item: B01E7V16LO] | Unknown | Rating: 2.9
(ID: B0002CX12A) Tainted Vampires Collection: Troma Triple B-Header, Vol. 2 | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B00004W21V) The Vicar of Dibley, Vol. 5 - Autumn & Winter [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00MR9WQ4A) [Item: B00MR9WQ4A] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000E991KW) Secrets of UFOs: Roswell UFO Crash [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B0042242CE) [Item: B0042242CE] | Unknown | Rating: 3.2
(ID: B07H8PX43G) [Item: B07H8PX43G] | Unknown | Rating: 4.6
(ID: B00SDAMATI) The Hanging Gale | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0B7K8KPTF) Watcher | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B003PJ3GJ0) The Midnight Horror Collection: Flesh Eating Zombies Series | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B08S6NRMRW) [Item: B08S6NRMRW] | Unknown | Rating: 4.8
(ID: B0006H31B2) Hood Rats | Movies & TV > Independently Distributed > Drama | Rating: 3.2
(ID: B000A2X5YG) Pilates for Any Body | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B001DNF9I6) The Mask Of Dimitrios | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.9
(ID: B072JZQBDT) Transformers: The Last Knight | Science Fiction > Adventure > Downbeat | Rating: 4.6
(ID: B000053UZL) Hollow Man | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B0002LJU80) Rainy Dog | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00000G3MI) Terminal Velocity | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00013D4EA) The White Dove (aka Holubice) (1960) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00Q048RMI) Dance Off the Inches: Hip Hop Party Pack Kit | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0009AM5I6) Verdi: La Traviata (Special Edition with Highlights CD) | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B08C1G5P6N) [Item: B08C1G5P6N] | Unknown | Rating: 4.2
(ID: B007R9YQF2) [Item: B007R9YQF2] | Unknown | Rating: 3.2
(ID: B002NLU0AY) Supernatural | Science Fiction > Suspense > Horror | Rating: 4.9
(ID: B009RNK128) Maya | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B000067A7P) Vanished Without a Trace | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.2
(ID: B004DHVF0U) Tyler Perry's Meet the Browns - The Play | Comedy > Drama > Passionate | Rating: 4.8
(ID: B00A9Y3176) [Item: B00A9Y3176] | Unknown | Rating: 4.5
(ID: B008Y6U908) [Item: B008Y6U908] | Unknown | Rating: 3.3
(ID: B01J2OA9XM) [Item: B01J2OA9XM] | Unknown | Rating: 4.5
(ID: B07JZBRGG6) Crazy Rich Asians (4K Ultra HD + Blu-ray) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B009VB7UBG) Guys and Dolls | Comedy > Romance > Feel-good | Rating: 4.7
(ID: B01ATCA7OM) Nova: Himalayan Megaquake | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01M5E6V7T) [Item: B01M5E6V7T] | Unknown | Rating: 5.0
(ID: B075ZGKR1Z) Wagner: The Flying Dutchman | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0781Z5LV2) McMafia [DVD] [2017] | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B0B8NHF1RY) [Item: B0B8NHF1RY] | Unknown | Rating: 4.2
(ID: B00005JLMU) Ikiru (The Criterion Collection) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00EL6ABH6) The Fitzgerald Family Christmas [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07HYNL2TN) [Item: B07HYNL2TN] | Unknown | Rating: 4.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B077MXFYKW) [Item: B077MXFYKW] | Unknown | Rating: 4.5
(ID: B01G9KAILU) [Item: B01G9KAILU] | Unknown | Rating: 2.2
(ID: B005CXOGB4) STL Cardinals 2011 Official World Series Championship Film | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00009PY10) Poison: Nothing But A Good Time! - Unauthorized [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B014Y1O3Z8) [Item: B014Y1O3Z8] | Unknown | Rating: 4.0
(ID: B000VJHM74) Alaska: Spirit of the Wild | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000QGE82E) Hard Ground / The Trail To Hope Rose | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.1
(ID: B001FDPUYC) Hallmark The Runaway Hall of Fame Drama | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B000083C45) Nighty Nights (Nighty Night/Nighty Night 2) [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.6
(ID: B003Y2KA88) [Item: B003Y2KA88] | Unknown | Rating: 4.6
(ID: B004VFML84) [Item: B004VFML84] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B097CLSTRP) [Item: B097CLSTRP] | Unknown | Rating: 2.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B006T5ZE7O) Another Happy Day | Comedy > Drama | Rating: 3.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000EPR8EW) Bastards / Svolochi - (Russian Import - PAL DVD) | Movies & TV > Movies | Rating: 3.4
(ID: B00AA2KBNE) [Item: B00AA2KBNE] | Unknown | Rating: 4.4
(ID: B00MA5KL2U) Battleship | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00EW0LS3C) [Item: B00EW0LS3C] | Unknown | Rating: 2.8
(ID: B01FKTTLVY) Fire and Tropical Fish 2 DVD Set - Fireplace and Tropical Aquarium | Movies & TV > Movies | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B075ZZNDPS) [Item: B075ZZNDPS] | Unknown | Rating: 3.8
(ID: B0014ABBGW) Nude Plus | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B001EZE5BU) Johnny Depp Triple Feature | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B008LU8O7M) My Neighbour Totoro (1988) ( Tonari no Totoro ) ( My Neighbor Totoro ) (Blu-Ray & DVD Combo) [ NON-USA FORMAT, Blu-Ray, Reg.B Import - United Kingdom ] | Movies & TV > Blu-ray > Movies | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00B5AAW9I
|
Fringe: The Complete Series (Blu-ray)
| 5
|
AGJJC3UVE2J5TFAG5AGCIFSMKZIA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Supreme Justice (Reeder and Rogers Thriller) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Bird Eater | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Descending Son | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Max Brand Megapack | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Line (Witching Savannah Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Inside of a Dog: What Dogs See, Smell, and Know | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 4.0
- The Complete Idiot's Guide to Ventriloquism | Books > Arts & Photography > Performing Arts | Rating: 2.0
- Worlds Torn Asunder - A Holocaust Survivor’s Memoir of Hope and Resilience | Books > History > World | Rating: 3.0
- The Collected Works of Willa Cather (Unexpurgated Edition) (Halcyon Classics) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Remnant - The Jewish Resistance in WWII (The Jewish History Novel Series Book 3) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B0084OTWAI] | Unknown | Rating: 5.0
- [Item: B002UJRM64] | Unknown | Rating: 3.0
- [Item: B000JQYE34] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01BCNHTIO) [Item: B01BCNHTIO] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B082MTMP9P) [Item: B082MTMP9P] | Unknown | Rating: 3.1
(ID: B06VX466VH) XX | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.4
(ID: B00C58TGQ4) [Item: B00C58TGQ4] | Unknown | Rating: 4.3
(ID: B0094LUH4A) Way We Were, The | Drama > Passionate > Sad | Rating: 4.6
(ID: B01LXP5K15) [Item: B01LXP5K15] | Unknown | Rating: 2.6
(ID: B00KEFJ9IA) [Item: B00KEFJ9IA] | Unknown | Rating: 4.2
(ID: B00BNAE138) MADtv: Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B081GSYYKG) [Item: B081GSYYKG] | Unknown | Rating: 4.9
(ID: B09156515Q) The Originals The Complete Series Seasons 1-5 | Movies & TV > Movies | Rating: 4.7
(ID: B01A7IJP9Q) [Item: B01A7IJP9Q] | Unknown | Rating: 4.7
(ID: 1561763810) My Name Is Abbie | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.5
(ID: B015DCO79O) [Item: B015DCO79O] | Unknown | Rating: 4.8
(ID: B01MYZ4NII) Yu-Gi-Oh! Arc V Season 1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B0747ZYC1B) [Item: B0747ZYC1B] | Unknown | Rating: 3.8
(ID: B0B6MSMKC5) [Item: B0B6MSMKC5] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00CDZSG60) Be Careful With My Heart Vol 3 Filipino TV Series | Movies & TV > Miniseries | Rating: 5.0
(ID: B073SFLHFT) [Item: B073SFLHFT] | Unknown | Rating: 4.6
(ID: B07NJ4Q9XT) [Item: B07NJ4Q9XT] | Unknown | Rating: 4.6
(ID: B0000C24LV) Holiday Affair | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B08HQXHHX3) [Item: B08HQXHHX3] | Unknown | Rating: 4.7
(ID: B004ZKKL1O) The Angry Beavers: Seasons 1 & 2 [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B00REK1ZJO) Still the One [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B001TH37SA) Barbra Streisand Collection (The Way We Were/ The Prince of Tides/ The Mirror has Two Faces/ Funny Girl) | Movies & TV > Boxed Sets > Drama | Rating: 4.0
(ID: B000KWZ242) North American Predators - Episodes from Marty Stouffer's Wild America As Seen On PBS | Movies & TV > Boxed Sets > Documentary | Rating: 4.1
(ID: B000JQ86H4) Green for Danger | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B07Z74DK2Q) Operation Crossbow [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B075X2DRB6) Transformers: The Last Knight (Steelbook) | Movies & TV > Movies | Rating: 4.6
(ID: B0018ACETG) Le Notti di Cabiria (English Subtitled) | Drama > Dreamlike > Haunting | Rating: 4.7
(ID: B08GSK7XZ5) [Item: B08GSK7XZ5] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B004UEILX0) Prophecy - Preach the Word - DVD | Movies & TV > Movies | Rating: 4.3
(ID: B078BBQDT6) [Item: B078BBQDT6] | Unknown | Rating: 4.7
(ID: B0001XARCW) Bob the Builder - The Live Show! [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00KT5QN48) [Item: B00KT5QN48] | Unknown | Rating: 3.7
(ID: B07H8PL9PN) [Item: B07H8PL9PN] | Unknown | Rating: 4.4
(ID: B004AZKI9E) [Item: B004AZKI9E] | Unknown | Rating: 4.8
(ID: B00CBMXSR2) Rew | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.7
(ID: B09QFMRZ78) The Bad Guys | Comedy > Animation > Kids | Rating: 4.7
(ID: B085Z7VCWK) [Item: B085Z7VCWK] | Unknown | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0758Z5J9M) [Item: B0758Z5J9M] | Unknown | Rating: 4.7
(ID: B06W2HFTP5) [Item: B06W2HFTP5] | Unknown | Rating: 5.0
(ID: B0B6SVPYMF) [Item: B0B6SVPYMF] | Unknown | Rating: 4.3
(ID: B00125WAU0) The Shell Seekers | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.1
(ID: B083YYCLZV) Medium (Seasons 1-4) | Movies & TV > Movies | Rating: 4.3
(ID: B000V6LTFS) American Assassin | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00067BC5O) De-Lovely [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B0786S4NZ3) [Item: B0786S4NZ3] | Unknown | Rating: 3.4
(ID: B000TVR7SS) Yorktown: Battle for Victory | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.6
(ID: B07G2DM8YX) Space Force: Battlefront | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B000BYA5CS) The Films of Andy Sidaris: Bullets, Bombs and Babes, Vol. 4 (Do or Die/Hard Hunted/ Day of the Warrior) [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.8
(ID: B01LZQJCQW) Jingle Bells Dog Christmas Special | Comedy > Kids > Adventure | Rating: 3.8
(ID: B007V2LNZQ) Gas Pump Girls | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0081GKK64) Journey to the Center of the Earth [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00BB8V1K8) [Item: B00BB8V1K8] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00000G3DX) Cube VHS | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00CNB2UKW) [Item: B00CNB2UKW] | Unknown | Rating: 4.4
(ID: B00988LWAM) [Item: B00988LWAM] | Unknown | Rating: 3.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0788BN2MJ) Agatha Christie's Crooked House [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000ARTMRK) Ghost Watcher II | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.5
(ID: B00FZXA3FY) Chef Walter Staib's A Taste of History cooking TV show The First Season 13 episode DVD set | Movies & TV > TV | Rating: 5.0
(ID: B00D6C5RMA) [Item: B00D6C5RMA] | Unknown | Rating: 4.7
(ID: B003FGK5A6) Six Feet Under | Comedy > Drama | Rating: 4.7
(ID: B002IVDL8W) Pageant | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B000MQ550W) Dora-Heita [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00007JGDJ) Song of Norway | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001AOG5I6) Bruce Lee Collector's Edition DVD 2-pack | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0058FW2GC) Max Manus: Man of War (English Subtitled) | Suspense > International > Historical | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000JJSPFO) U218 Singles | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.3
(ID: B01ICD5114) [Item: B01ICD5114] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B077S7DG9Q) [Item: B077S7DG9Q] | Unknown | Rating: 4.3
(ID: B07T32Y5QX) [Item: B07T32Y5QX] | Unknown | Rating: 3.1
(ID: B09Q1NPY67) Concacaf W Championship | Sports | Rating: 1.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00PGWJ7GK) [Item: B00PGWJ7GK] | Unknown | Rating: 4.2
(ID: B01MRK67SG) [Item: B01MRK67SG] | Unknown | Rating: 4.6
(ID: B074BKFN34) Female Fight Squad | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B0002JJBZE) Star Trek The Original Series - The Complete Second Season | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00DHN8GQ2) The Spy Who Came in from the Cold (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01MAXYQH1) [Item: B01MAXYQH1] | Unknown | Rating: 4.3
(ID: B009CGDCSA) [Item: B009CGDCSA] | Unknown | Rating: 4.6
(ID: 6301464303) Scenes From a Class Struggle [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B007C86OYE) [Item: B007C86OYE] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0001AW066) Friends: Season 7 [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B07BG9SN6V) [Item: B07BG9SN6V] | Unknown | Rating: 3.3
(ID: B0009HLCOM) Adventures of Kit Carson - Volume 2 | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B09HD9WD9S) [Item: B09HD9WD9S] | Unknown | Rating: 4.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0058FW2GC
|
Max Manus: Man of War (English Subtitled)
| 4
|
AH72XWSZEHE37DJEUAFSJU3VQIYQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Couple Next Door: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Through the Fog | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Serpent of Venice: A Novel | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Fingal O'Reilly, Irish Doctor: An Irish Country Novel (Irish Country Books) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- In the Shadow of the Banyan: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- Suits | Comedy > Drama | Rating: 5.0
- [Item: B01J4SS7NA] | Unknown | Rating: 5.0
- [Item: B01J4SST1K] | Unknown | Rating: 4.0
- [Item: B0088W9PD0] | Unknown | Rating: 5.0
- [Item: B0026IPAHW] | Unknown | Rating: 5.0
- [Item: B008Y6MDCA] | Unknown | Rating: 5.0
- [Item: B00RSI6A56] | Unknown | Rating: 5.0
- [Item: B00ZGTS68S] | Unknown | Rating: 5.0
- [Item: B007G5GYHA] | Unknown | Rating: 1.0
- [Item: B00JUKEBH4] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00062QYHK) This Property Is Condemned (1966) [ NON-USA FORMAT, PAL, Reg.2 Import - France ] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000NDFI74) Spring in a Small Town [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B007RMQ4XQ) No Holds Barred | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B096M82QJ6) [Item: B096M82QJ6] | Unknown | Rating: 4.8
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: 6300184013) The List of Adrian Messenger [VHS] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B07SZRM1XD) [Item: B07SZRM1XD] | Unknown | Rating: 3.7
(ID: B00TPJIOCI) Point and Shoot | Documentary > Cerebral > Thrilling | Rating: 4.4
(ID: B07QXZD5XC) Milan Talkies | Drama > Romance > Serious | Rating: 4.0
(ID: B06X6JHKFF) [Item: B06X6JHKFF] | Unknown | Rating: 4.6
(ID: B015EV84PC) [Item: B015EV84PC] | Unknown | Rating: 4.7
(ID: B010ECPWW4) The Gorilla Whisperer | International > Documentary > Adventure | Rating: 4.5
(ID: B003D7YP0I) Vahe Berberian - Sagayn | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B010F0KU9K) I'll Have What Phil's Having | Movies & TV > Independently Distributed > Documentary | Rating: 4.8
(ID: B000JJ4FNA) Fire Mountain: The Eruption and Rebirth of Mount St. Helens | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B0010WF6K6) The Kid (Silent) | Comedy > Drama > Fun | Rating: 4.7
(ID: B00CBNOD0W) [Item: B00CBNOD0W] | Unknown | Rating: 3.9
(ID: B008W02BRU) [Item: B008W02BRU] | Unknown | Rating: 4.7
(ID: B00067HP0A) Karen Voight: Ultimate Step Circuit | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6304852657) Peace Hotel | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B009CG1QFG) 21 Grams | Suspense > Drama > Compelling | Rating: 4.3
(ID: B00A2J3LBE) Ma & Pa Kettle Complete Comedy Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B003OV96VG) [Item: B003OV96VG] | Unknown | Rating: 4.1
(ID: B000AXWHMG) AIRPLANE: DON'T CALL ME SHIRLEY EDITION / (WS CHK) - AIRPLANE: DON'T CALL ME SHIRLEY EDITION / (WS CHK) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07472MFZW) The Divergent Series 3-Film Collection [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00FCAK2M4) Nelson, Willie - Live | Movies & TV > Music Artists > Nelson, Willie | Rating: 4.2
(ID: B0000AYL34) Testament: The Bible in Animation - Daniel [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B071D8KC1N) [Item: B071D8KC1N] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B005TIK4SQ) Buffering | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B008JYHKHK) [Item: B008JYHKHK] | Unknown | Rating: 4.6
(ID: B00G36C5KS) [Item: B00G36C5KS] | Unknown | Rating: 4.7
(ID: B002QQ8HAG) The September Issue | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B00FVS9DGS) [Item: B00FVS9DGS] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B009QGEPXC) [Item: B009QGEPXC] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000A2VLP6) Charles Bronson // Chino / Guns of Diablo | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B000OUTGOC) Caillou - Family Collection: Volume 9 | Movies & TV > Movies | Rating: 5.0
(ID: B000GI3S0A) La Tragedia de Macario | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B07QH535Y3) What We Do in the Shadows/Wellington Paranormal (Double Feature) [Region 4] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0024ML0GU) The Three Stooges Collection, Volumes 1-6 Bundle | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B008Y6TZ7G) [Item: B008Y6TZ7G] | Unknown | Rating: 4.1
(ID: B07QV3ZJNT) [Item: B07QV3ZJNT] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000V6FVLG) Yoga for the Rest of Us: Essentials for Every Body | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 4.5
(ID: B00BF36ZXC) The Crackerjack | Movies & TV > Classics > Silent Films | Rating: 4.7
(ID: B004YOEFN6) Tailspin Tommy: Sky Patrol | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.2
(ID: B014R1WHOO) [Item: B014R1WHOO] | Unknown | Rating: 3.8
(ID: B075FF596P) [Item: B075FF596P] | Unknown | Rating: 4.5
(ID: B074SX8RX2) [Item: B074SX8RX2] | Unknown | Rating: 3.5
(ID: B07K17L294) Laura (Masters of Cinema) Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B007MHBCMO) [Item: B007MHBCMO] | Unknown | Rating: 4.8
(ID: B002ODJQLU) [Item: B002ODJQLU] | Unknown | Rating: 4.7
(ID: B08BGFK3Q7) The Demon Girl Next Door | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B076646NY2) [Item: B076646NY2] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0001DMW7A) With Fire and Sword (Ogniem i Mieczem), Parts 1 & 2 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B09S2XMDBP) [Item: B09S2XMDBP] | Unknown | Rating: 3.1
(ID: B00Z95KWV8) [Item: B00Z95KWV8] | Unknown | Rating: 4.1
(ID: B00005V1WQ) Requiem For A Dream/ Pi [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01K6KXQ8G) [Item: B01K6KXQ8G] | Unknown | Rating: 2.7
(ID: B017WLXBAU) A Faster Horse [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B06XHLBNWR) [Item: B06XHLBNWR] | Unknown | Rating: 4.0
(ID: B001993YCC) The Haunted (1991 TV movie) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 6302484367) Night of the Living Dead VHS | Movies & TV > Cult Movies > Horror | Rating: 4.6
(ID: B000PMGNMC) Taste of Tea, The: Limited Edition | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.2
(ID: B0056FP4L4) [Item: B0056FP4L4] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B083QT52Q2) Splash Dance 2-CD set Music Specifically for Water Aerobics Exercise | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.4
(ID: 6302530261) The Tamarind Seed [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B000I9S686) [Item: B000I9S686] | Unknown | Rating: 4.6
(ID: B004ATI7FW) [Item: B004ATI7FW] | Unknown | Rating: 3.9
(ID: B0084TA8NS) [Item: B0084TA8NS] | Unknown | Rating: 4.4
(ID: B01KGHEIBS) Fin (Spanish Audio) | Science Fiction > Suspense > Bleak | Rating: 3.4
(ID: B00003CXE9) Gun Shy [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B000F5EEY8) Bedazzled [PAL] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01MRYLCBY) Danielle Steel: Zoya (Zoya) - 1995 | Movies & TV > Movies | Rating: 3.5
(ID: B088JPKF9Z) [Item: B088JPKF9Z] | Unknown | Rating: 4.4
(ID: B001O4ZWAE) [Item: B001O4ZWAE] | Unknown | Rating: 2.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01M0W0NF3) [Item: B01M0W0NF3] | Unknown | Rating: 4.7
(ID: B08ZT1R494) [Item: B08ZT1R494] | Unknown | Rating: 3.5
(ID: B07QZV3MDL) MegaloBox Season 1 (Limited Edition BD) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00FGBJPZE) Total Gym Gravity Power Up DVD | Movies & TV > TV | Rating: 4.7
(ID: B002ZBXC2K) [Item: B002ZBXC2K] | Unknown | Rating: 3.9
(ID: B004C3DLJ8) [Item: B004C3DLJ8] | Unknown | Rating: 4.7
(ID: 6302280400) Salome: The Dance of the Seven Veils | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B097F9NT5R) [Item: B097F9NT5R] | Unknown | Rating: 4.7
(ID: B000A5N4DU) Beginner's Guide To Kendo And Iaido vol.2 | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.0
(ID: B00143XE1E) On the Town (Sinatra Tribute) (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 1572523255) Johns | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00F40RE28) Arrow | Science Fiction > Drama > Action | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B015EV84PC
|
[Item: B015EV84PC]
| 5
|
AEKNJJEB2YRH6DGS4FLEZMIA2ANA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Fahrenheit 451 | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- The Baker's Appendix: The Essential Kitchen Companion, with Deliciously Dependable, Infinitely Adaptable Recipes: A Baking Book | Books > Cookbooks, Food & Wine > Baking | Rating: 4.0
- French Desserts | Books > Cookbooks, Food & Wine > Regional & International | Rating: 2.0
- Tea: History, Terroirs, Varieties | Books > Cookbooks, Food & Wine > Beverages & Wine | Rating: 4.0
- American Pie: My Search for the Perfect Pizza | Books > Reference > Writing, Research & Publishing Guides | Rating: 4.0
### User's movies History:
- [Item: B00T54021E] | Unknown | Rating: 5.0
- [Item: B0081L37Z0] | Unknown | Rating: 5.0
- [Item: B00GNFS8YQ] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00005MEXQ) Josie and the Pussycats | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00VIKIJI6) [Item: B00VIKIJI6] | Unknown | Rating: 2.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07ZR8ZY12) Aliens in LA | Documentary | Rating: 3.1
(ID: B00HCNIFNM) [Item: B00HCNIFNM] | Unknown | Rating: 4.5
(ID: B013HAIWPE) Southbounders | Drama | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07S1SZ8D7) [Item: B07S1SZ8D7] | Unknown | Rating: 4.3
(ID: B076HPFT13) [Item: B076HPFT13] | Unknown | Rating: 4.5
(ID: B003I4HHT2) [Item: B003I4HHT2] | Unknown | Rating: 4.4
(ID: B00T9DN15K) [Item: B00T9DN15K] | Unknown | Rating: 3.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00G9FQ734) Sound Blending Songs for Word Families | Movies & TV > Movies | Rating: 4.2
(ID: B008XAT0VE) D.E.B.S./Charm School/Feel the Noise/Seeing Double - 4-pack | Movies & TV > Independently Distributed > Comedy | Rating: 4.3
(ID: B071Z6W4ZT) Hard Time Triple Feature | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B000UAE8FS) Design E2: The Economies of Being Environmentally Conscious: Season 1 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.8
(ID: B019ZV0DQU) [Item: B019ZV0DQU] | Unknown | Rating: 4.6
(ID: B00XONJQJ6) [Item: B00XONJQJ6] | Unknown | Rating: 4.9
(ID: B008Y6TYKE) [Item: B008Y6TYKE] | Unknown | Rating: 4.2
(ID: B0016HLFZK) Submarines: The Cold War Below | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.1
(ID: B07K6WG8FL) [Item: B07K6WG8FL] | Unknown | Rating: 4.8
(ID: B00NK9IGJ0) [Item: B00NK9IGJ0] | Unknown | Rating: 2.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00N4L9UUS) [Item: B00N4L9UUS] | Unknown | Rating: 4.6
(ID: 1401937578) Wishes Fulfilled | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B0B6RNDBGQ) [Item: B0B6RNDBGQ] | Unknown | Rating: 4.1
(ID: B083XSZLGD) STAR WARS: THE RISE OF SKYWALKER [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B07DHTHBC3) [Item: B07DHTHBC3] | Unknown | Rating: 3.2
(ID: B08BZ18GQB) [Item: B08BZ18GQB] | Unknown | Rating: 4.0
(ID: 0310278112) Boundaries with Kids: An 8-Sessions Focus on How Healthy Boundaries Grow Healthy Children | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B007Z9QATO) [Item: B007Z9QATO] | Unknown | Rating: 4.7
(ID: B01MQPSMZY) [Item: B01MQPSMZY] | Unknown | Rating: 2.7
(ID: B0007ORDOA) Spirits of Music, Pt. 1: Bobby McFerrin & Friends | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B0085QN13Y) The Polar Bear King / No Place Like Home - Double Feature | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B005JY5TK8) That's Entertainment! [DVD] | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0001K2KAM) New Zealand From Coast to Coast | Movies & TV > Movies | Rating: 4.3
(ID: B002A2L73U) [Item: B002A2L73U] | Unknown | Rating: 4.4
(ID: B01IARP6L2) [Item: B01IARP6L2] | Unknown | Rating: 3.7
(ID: B00005J6UN) The Best of The Chris Rock Show - Volume 2 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00I1CN9OI) [Item: B00I1CN9OI] | Unknown | Rating: 3.2
(ID: B01F2H64MS) [Item: B01F2H64MS] | Unknown | Rating: 4.3
(ID: B006MK7WHG) [Item: B006MK7WHG] | Unknown | Rating: 2.1
(ID: B001QD5OSS) [Item: B001QD5OSS] | Unknown | Rating: 4.7
(ID: B005O7394S) [Item: B005O7394S] | Unknown | Rating: 4.3
(ID: B014WHG5MI) [Item: B014WHG5MI] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000GRUQKQ) Pride and Prejudice | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.7
(ID: B002BNPMHK) Yoga for Back and Spine DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B003YOZN9M) WWE: Bragging Rights 2010 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000BN6M3A) ARGENTINE TANGO - Basic/Intermediate | Movies & TV > Independently Distributed > Special Interests | Rating: 3.8
(ID: B002U203E4) Saddlemaking Construction & Repair Techniques Set (Book, DVD, & Pattern Pack) | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.2
(ID: B07THCMP98) The Quiet One | Documentary > Arts, Entertainment, and Culture > Bold | Rating: 4.6
(ID: B00004Z4VG) The Jazz Channel Presents Lou Rawls (BET on Jazz) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.2
(ID: B0B5YTJ626) [Item: B0B5YTJ626] | Unknown | Rating: 3.8
(ID: B07JHR567S) [Item: B07JHR567S] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07DPYS7NN) Wallander: The Complete Series | Movies & TV > TV | Rating: 4.1
(ID: 0802611230) Alaska Far Away: The New Deal Pioneers of the Matanuska Colony | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B004C67C7M) Enemy at the Door: Complete Series [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B005WQ2U28) [Item: B005WQ2U28] | Unknown | Rating: 4.5
(ID: B01GSABJ6Y) Frankel Superhorse [Region 2] | Movies & TV > Movies | Rating: 4.3
(ID: B005DR64HS) La Corda d'Oro: Primo Passo Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0013KY692) PetsIncredible ~ Your Adopted Cat | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B001MVR9EG) [Item: B001MVR9EG] | Unknown | Rating: 3.6
(ID: B07MM7TGDV) [Item: B07MM7TGDV] | Unknown | Rating: 4.1
(ID: B002IYPF10) Tropic Thunder / The Heartbreak Kid / Zoolander Triple Pack [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0030Y11QU) I Sell the Dead | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B006JQCOXU) Massage An Introduction | Special Interest | Rating: 2.9
(ID: B003EYBO8Q) [Item: B003EYBO8Q] | Unknown | Rating: 4.3
(ID: B073X5FN84) [Item: B073X5FN84] | Unknown | Rating: 4.4
(ID: B00000K3D1) The Blue Lagoon | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B083T83ZCH) [Item: B083T83ZCH] | Unknown | Rating: 5.0
(ID: B001F7Q4IY) Meet Dave | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B07H3FCNQG) [Item: B07H3FCNQG] | Unknown | Rating: 4.4
(ID: B00VRE7YPC) [Item: B00VRE7YPC] | Unknown | Rating: 4.0
(ID: B000056HQ8) North | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00EZBC3VO) Backlash | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B0B66SC8VB) [Item: B0B66SC8VB] | Unknown | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07CHTXWZG) [Item: B07CHTXWZG] | Unknown | Rating: 4.5
(ID: 1400315093) A Bug Collection Volume 1 | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.6
(ID: B00501LNSM) Get Extremely RIPPED! Revved to the Max Reviewed by Natural Bodybuilding & Fitness Magazine! | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B0010QYBQ2) [Item: B0010QYBQ2] | Unknown | Rating: 4.4
(ID: B007N0R68Y) Did You Hear About the Morgans? / The Bounty Hunter Double Feature | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.9
(ID: B0025UTVFI) Herman Melville: Damned in Paradise | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B016OXLMJ4) Hell on Wheels, Season 5, Volume 1 [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B000XZ9NTQ) Twice In A Lifetime - Volume 1 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07ZWY13XC) [Item: B07ZWY13XC] | Unknown | Rating: 4.7
(ID: B0B8JTLRVC) [Item: B0B8JTLRVC] | Unknown | Rating: 4.5
(ID: B01A1D5TOC) [Item: B01A1D5TOC] | Unknown | Rating: 2.4
(ID: B00005JLEW) Angel - Season One [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07GJZBZGL) [Item: B07GJZBZGL] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01IARP6L2
|
[Item: B01IARP6L2]
| 3
|
AHBIJ47557DT34UAFTOKETHEOTVQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Man Who Could Be King: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The 14th Colony: A Novel (Cotton Malone Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The River Is Dark (A Liam Dempsey Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Gemini Effect | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- City of Screams: A Short Story Exclusive (Order of the Sanguines Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- Beyond The Reach [DVD + Digital] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
- Lone Survivor | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Duck Dynasty: Season 2 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Duck Dynasty: Season 1 | Movies & TV > Boxed Sets > Television | Rating: 5.0
- Identity Thief | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B014C20UU6) DuckTales Volume 1 2 & 3: The Complete Collection [DVD 70 Episodes] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B004EKP5TS) Eye to Eye: Live in Madrid | Movies & TV > Movies | Rating: 4.5
(ID: B00AEFYUW0) Pet Sematary (1989) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B001SMC9M6) Little Pim: Fun with Languages - Hebrew | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B000ILEN0E) Masters of Stone I and II DVD | Movies & TV > TV | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00HS2ANX2) [Item: B00HS2ANX2] | Unknown | Rating: 4.7
(ID: B00O8O4B1I) [Item: B00O8O4B1I] | Unknown | Rating: 4.7
(ID: B07KKKG5P2) [Item: B07KKKG5P2] | Unknown | Rating: 4.5
(ID: 1629970794) The Great Courses: Yoga for a Healthy Mind and Body | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B09BK8T75G) Britannia Series 1-3 Boxed Set [DVD] [2021] | Movies & TV > TV | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00AUJH3HY) Shakugan No Shana: Season 3, Part 1 (Limited Edition Blu-ray/DVD Combo) | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B07124Y84T) Vegas Baby | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B09NJLS451) [Item: B09NJLS451] | Unknown | Rating: 3.9
(ID: B08549VTDR) [Item: B08549VTDR] | Unknown | Rating: 4.1
(ID: B00UA15CCK) WWE: Daniel Bryan: Just Say Yes! Yes! Yes! Collection | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: 630235983X) Lies of the Twins | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B0029XLS48) [Item: B0029XLS48] | Unknown | Rating: 4.5
(ID: B00008RH0L) Mondo Bizarro / Mondo Freudo | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.8
(ID: B00007ELEF) Bloodstone [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B085WL1MK3) [Item: B085WL1MK3] | Unknown | Rating: 4.4
(ID: B08GSJPM2F) [Item: B08GSJPM2F] | Unknown | Rating: 4.5
(ID: B091ZDN639) [Item: B091ZDN639] | Unknown | Rating: 4.4
(ID: B07L5W7SVK) [Item: B07L5W7SVK] | Unknown | Rating: 3.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00DYQZ8JA) [Item: B00DYQZ8JA] | Unknown | Rating: 4.1
(ID: B007TLDQHM) [Item: B007TLDQHM] | Unknown | Rating: 3.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01LWOS1GF) [Item: B01LWOS1GF] | Unknown | Rating: 2.2
(ID: 1578212693) Learn the Bible in 24 Hours | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B086K45DJQ) [Item: B086K45DJQ] | Unknown | Rating: 4.7
(ID: B003VOVW5O) Best of Travel: Beautiful Mexico | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00A126MIG) [Item: B00A126MIG] | Unknown | Rating: 4.5
(ID: B018AN96T4) [Item: B018AN96T4] | Unknown | Rating: 4.9
(ID: B003IHUHYG) The A-Team | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B07G2TNL7G) [Item: B07G2TNL7G] | Unknown | Rating: 4.5
(ID: B001Q3L2MK) Lily In Love | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0885Q3GWZ) [Item: B0885Q3GWZ] | Unknown | Rating: 3.3
(ID: B06WLJ3Z8Q) [Item: B06WLJ3Z8Q] | Unknown | Rating: 3.8
(ID: B000NA21WC) Kenny The Shark, Vol. 2: Good Guys vs. Bad Guys | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B00XK5FHEG) Bike-O-Vision - Virtual Cycling Adventure - The Grand Canyon, Arizona - Perfect for Indoor Cycling and Treadmill Workouts - Cardio Fitness Scenery Video (Wide screen DVD #44) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B005M2A4CA) Celebrity Bowling: The Bradys Go Bowling | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: 0800133692) Geronimo - An American Legend VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B000EDWKX8) Shopgirl | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B003AJSRVW) [Item: B003AJSRVW] | Unknown | Rating: 4.5
(ID: B00TPN7E48) Anthony Adverse | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00DYVSYDM) Nina Conti - Live - Talk to The Hand [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B019EOLO2U) [Item: B019EOLO2U] | Unknown | Rating: 4.5
(ID: B000MG08L8) [Item: B000MG08L8] | Unknown | Rating: 4.8
(ID: B0002OXUTM) Doug Stanhope - Deadbeat Hero [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 6819903065) The Emperor In August (NTSC All Region, English subtitles) | Movies & TV > Movies | Rating: 4.3
(ID: B00840M0K6) Saiyuki Reload - Ova Burial Special Price Dvd-Box (3DVDS) [Japan DVD] FCBC-9010 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B082MQSS66) [Item: B082MQSS66] | Unknown | Rating: 4.5
(ID: 6305692629) My Son the Fanatic | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.9
(ID: 0780019164) The Sisters of the Gion VHS | Movies & TV > Art House & International > By Country | Rating: 4.0
(ID: B01LBH960U) Decoris Vintage Lantern Clock Assorted Iron 1 pk | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B084KMX6NW) [Item: B084KMX6NW] | Unknown | Rating: 4.4
(ID: B07X1V1SRJ) Halloween (2018, Limited Edition Steelbook) [4K Ultra HD + Blu-ray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B017PU3V1W) [Item: B017PU3V1W] | Unknown | Rating: 3.8
(ID: B003GAB78A) [Item: B003GAB78A] | Unknown | Rating: 4.6
(ID: B0060CWTM4) [Item: B0060CWTM4] | Unknown | Rating: 4.8
(ID: B01KBKKU7G) Seven Girlfriends | Comedy > Romance > Charming | Rating: 3.2
(ID: B01F7TR9NY) [Item: B01F7TR9NY] | Unknown | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B003VMFX4C) Seven Deadly Sins | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08PJ6Z2SV) [Item: B08PJ6Z2SV] | Unknown | Rating: 4.1
(ID: B0007LXOY6) Best Motoring: Factory Fighters [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B074R4WGD7) Classic Horror Double Bill: The Black Raven and Living Ghost | Movies & TV > Genre for Featured Categories > Horror | Rating: 1.7
(ID: B00QPOCQSY) [Item: B00QPOCQSY] | Unknown | Rating: 4.1
(ID: B084D9N718) [Item: B084D9N718] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B003OUMKQA) [Item: B003OUMKQA] | Unknown | Rating: 4.5
(ID: B073FZS658) Narcos: Season 2 | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B093YGHXL6) [Item: B093YGHXL6] | Unknown | Rating: 4.4
(ID: B000I9X7I0) [Item: B000I9X7I0] | Unknown | Rating: 4.7
(ID: B00I2VEOII) Thelma & Louise | Adventure > Downbeat > Gentle | Rating: 4.7
(ID: B01M09O01S) [Item: B01M09O01S] | Unknown | Rating: 3.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000KNI8EW) Christa McAuliffe Reach for the Stars | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B071GZN7JJ) [Item: B071GZN7JJ] | Unknown | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003V07022) Meditation for Beginners | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00HYRUNDG) [Item: B00HYRUNDG] | Unknown | Rating: 3.0
(ID: B004H84PG6) [Item: B004H84PG6] | Unknown | Rating: 4.6
(ID: B002FOQXQ4) Fate Stay Night (Viridian Collection) | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: 630405033X) Careful | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B08KHM3KT7) [Item: B08KHM3KT7] | Unknown | Rating: 4.8
(ID: B0000TG4AQ) Someday's Dreamers - Power of Love (Vol. 2) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002ZJLADK) Pink Floyd Live in Nassau New York 1990 (Delicate Sound of Thunder) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00E0H1KTY) [Item: B00E0H1KTY] | Unknown | Rating: 3.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B079NS6JL5) [Item: B079NS6JL5] | Unknown | Rating: 4.6
(ID: B004AZCZFY) [Item: B004AZCZFY] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B085WL1MK3
|
[Item: B085WL1MK3]
| 2
|
AHPZKMH65E6MDOCSZAW3DUV4Q5LA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Life Undercover: Coming of Age in the CIA | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- The Reckoning: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Mississippi Blood: A Novel ((Penn Cage #6)) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Wives of War | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Collectors (Camel Club Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- [Item: B001XUW0TU] | Unknown | Rating: 5.0
- [Item: B007FH9GT2] | Unknown | Rating: 2.0
- [Item: B00978WJI2] | Unknown | Rating: 5.0
- [Item: B001F4UHFS] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000V6LT6C) A Blade in the Dark | Movies & TV > Independently Distributed > Horror | Rating: 4.0
(ID: B0035MJCK4) Meteor Garden 2 / Liu Xing Hua Yuan Taiwanese Drama F4 Dvd with English Subtitle Ntsc All Region | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00ID3JTG2) HooplaKidz Nursery Rhymes Vol.1 | Movies & TV > Movies | Rating: 4.1
(ID: B07R6QK3PN) [Item: B07R6QK3PN] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0007QS31A) DASTARDLY & MUTTLEY:THE COMPLETE SERIES | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B07LDFL364) Judgment Night (1993) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B003K4ZR42) [Item: B003K4ZR42] | Unknown | Rating: 4.0
(ID: B082RX7HT6) Siya Ke Ram Full Box Set 39 discs Hindi only extremely rare box set classic Indian TV series | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00153ZQRI) Sonic Underground: Secrets of the Chaos Emerald | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B08VJP7427) [Item: B08VJP7427] | Unknown | Rating: 1.9
(ID: B008XH1NDU) Halloween 1-5 Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0B7C13F83) [Item: B0B7C13F83] | Unknown | Rating: 4.7
(ID: B000U8SZN6) [Item: B000U8SZN6] | Unknown | Rating: 4.6
(ID: B06Y4CMS5T) [Item: B06Y4CMS5T] | Unknown | Rating: 1.9
(ID: B00CQLQ7X0) [Item: B00CQLQ7X0] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08CT2W8TF) [Item: B08CT2W8TF] | Unknown | Rating: 4.4
(ID: B01M2X8N3W) [Item: B01M2X8N3W] | Unknown | Rating: 2.7
(ID: B001OQCV2O) 2012 (Two-Disc Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000I0U2BO) [Item: B000I0U2BO] | Unknown | Rating: 4.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00005LQ1C) Tomcats | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00IM9HRBG) [Item: B00IM9HRBG] | Unknown | Rating: 3.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6305958696) Jerry and Tom [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.5
(ID: B00QFW8IMY) [Item: B00QFW8IMY] | Unknown | Rating: 4.8
(ID: B07D8CF66Q) Zorie Barber's The Yoga Sutra | Drama | Rating: 3.1
(ID: B00AVTZ046) [Item: B00AVTZ046] | Unknown | Rating: 4.5
(ID: B000007PAP) Super Fuzz [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B001FZ09RS) Gunbuster vs. Diebuster: Aim for the Top! - The Gattai!! Movie [Blu-ray] [DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000W4VDEG) [Item: B000W4VDEG] | Unknown | Rating: 2.4
(ID: B01MS1LX01) [Item: B01MS1LX01] | Unknown | Rating: 3.6
(ID: B00NMZZP8M) [Item: B00NMZZP8M] | Unknown | Rating: 4.2
(ID: B0045MY654) The Night Dracula Saved the World DVD (aka The Halloween that Almost Wasn't) Judd Hirsch | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01LY7YX39) [Item: B01LY7YX39] | Unknown | Rating: 4.8
(ID: B07VF1WF1L) [Item: B07VF1WF1L] | Unknown | Rating: 4.6
(ID: B08PPNG4K3) [Item: B08PPNG4K3] | Unknown | Rating: 4.8
(ID: B07DKTDCHS) Grease 40th Anniversary Triple (Grease - Grease 2 - Grease Live) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B002C6VMIY) Battle of the Warriors | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B07M9LX12R) [Item: B07M9LX12R] | Unknown | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001PSGF3C) [Item: B001PSGF3C] | Unknown | Rating: 4.7
(ID: B0BCKY25R1) Laura / Premiers Désirs David Hamilton: 2-Movie Collection | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00IFRVGX0) Alaska State Troopers Season 5 | Movies & TV > Disc on Demand | Rating: 4.9
(ID: B07D9WGW3Z) Going to War | Documentary | Rating: 4.4
(ID: B00005B1WR) At War With the Army | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00595W3Q0) The Incredible Hulk Returns / The Trial Of The Incredible Hulk | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00KMC3AAS) [Item: B00KMC3AAS] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000VNBHTO) Perfectly Legal Lauren Hays Region 1 NR DVD | Movies & TV > Movies | Rating: 3.1
(ID: B08LZW3KXC) Team Medical Dragon (Season 2)(Japanese Drama, English Sub, All Region DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00CC0JJ3A) Sayonara Speed Tribes: a Bosozoku documentary | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.2
(ID: B000ICM5L2) Garfield and Friends: Behind the Scenes (Includes Exclusive Garfield Mini-Beanie Plush!) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.1
(ID: 6301133447) Pass the Ammo [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B008LUN3S2) [Item: B008LUN3S2] | Unknown | Rating: 4.7
(ID: B0001I55XS) The Last Flight of Noah's Ark | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B0764LQ1K9) Transformers: 5-Movie Collection [4K Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: 1591259886) iVideo French: Video Learning for the Igeneration | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0019UGYBO) Desperate Characters | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00DT55OIG) The Hive: Buzzbee's Family Adventures | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B000056H29) Getting Even With Dad [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.1
(ID: 6302281636) Disney's Talespin - Imagine That! VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 2.7
(ID: B00XCVCYVC) [Item: B00XCVCYVC] | Unknown | Rating: 3.1
(ID: B014A4P5YM) [Item: B014A4P5YM] | Unknown | Rating: 3.2
(ID: B077SGNMPY) [Item: B077SGNMPY] | Unknown | Rating: 4.4
(ID: B01HE038SY) 15 Minute Pilates Workout. Exercises for a Toned, Slim Body | Fitness | Rating: 4.0
(ID: B079J85677) Will & Grace (The Revival): Season One [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002SVTTQ0) One Eyed Jacks / Vengeance Valley [Slim Case] | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B002GXK7I4) [Item: B002GXK7I4] | Unknown | Rating: 2.4
(ID: 6304052936) Doctor Who - The Visitation / Black Orchid VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B005DD7CPK) [Item: B005DD7CPK] | Unknown | Rating: 3.7
(ID: B00C1IZHUM) [Item: B00C1IZHUM] | Unknown | Rating: 4.8
(ID: B075RP51CM) [Item: B075RP51CM] | Unknown | Rating: 4.1
(ID: B01LFP6HAA) [Item: B01LFP6HAA] | Unknown | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 6301978390) Red Dust | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B07J2RV7FD) [Item: B07J2RV7FD] | Unknown | Rating: 4.5
(ID: B01F6BW3S4) [Item: B01F6BW3S4] | Unknown | Rating: 3.7
(ID: B00LW8APN6) Inspector Manara: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B09N4SWG9R) [Item: B09N4SWG9R] | Unknown | Rating: 2.6
(ID: B000FTW324) Live Concert of the Greatest Irish Artists [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.6
(ID: B00S1VR6A2) Bible Stories for Kids: 10 Animated Tales | Movies & TV > Christian Movies & TV | Rating: 4.5
(ID: B002LTWDGC) [Item: B002LTWDGC] | Unknown | Rating: 3.4
(ID: B071ZRBBK7) [Item: B071ZRBBK7] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B007XEITV8) Pucca Collection: Sooga Super Squad + Ninjas Love Noodles + Kung Fu Kisses | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01K56B7QY) [Item: B01K56B7QY] | Unknown | Rating: 4.7
(ID: B001NE9BOI) [Item: B001NE9BOI] | Unknown | Rating: 4.6
(ID: B000TR5QB2) Wild Man Blues | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B00SR0PLVI) Making Groovy Mugs | Special Interest | Rating: 3.8
(ID: B00AMSS3UO) 4 Film Favorites: Richard Gere (Sommersby, Nights in Rodanthe, American Gigolo, An Officer and a Gentleman) | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B01LHBXIJ0) House on 92nd Street [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01K56B7QY
|
[Item: B01K56B7QY]
| 1
|
AFO57QUWRUBI3VAJFJKNNBWT4ISA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Franklin D. Roosevelt: A Political Life | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- No Fears, No Excuses: What You Need to Do to Have a Great Career | Books > Business & Money > Business Culture | Rating: 5.0
- Hustling Hitler: The Jewish Vaudevillian Who Fooled the Führer | Books > Arts & Photography > Performing Arts | Rating: 5.0
- For the Love of Money: A Memoir | Books > Sports & Outdoors > Biographies | Rating: 1.0
- To Make Men Free: A History of the Republican Party | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- A Nation of Deadbeats: An Uncommon History of America's Financial Disasters | Books > Business & Money > Economics | Rating: 3.0
- The Crash Course: The Unsustainable Future of Our Economy, Energy, and Environment | Books > Business & Money > Economics | Rating: 3.0
### User's movies History:
- American Hustle [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.0
- The Clearing (2004) | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Holcroft Covenant [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00498TRFI) Shadya | Sports > Documentary > Special Interest | Rating: 5.0
(ID: B00NL1HA0I) [Item: B00NL1HA0I] | Unknown | Rating: 4.5
(ID: B0152AVZF6) Partisan | Movies & TV > Independently Distributed > Drama | Rating: 3.3
(ID: B00RSI6DH6) [Item: B00RSI6DH6] | Unknown | Rating: 4.2
(ID: B014LHPH14) Secret Societies: Dark Secrets of the Nazis | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: B00B3N4FTK) [Item: B00B3N4FTK] | Unknown | Rating: 4.7
(ID: B073GGZXHP) [Item: B073GGZXHP] | Unknown | Rating: 4.5
(ID: B0091W1PXE) [Item: B0091W1PXE] | Unknown | Rating: 4.6
(ID: B001AC7ADC) The Little Mermaid: Ariel's Beginning [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B01N7KEYWG) [Item: B01N7KEYWG] | Unknown | Rating: 4.4
(ID: B07GL45ZDS) [Item: B07GL45ZDS] | Unknown | Rating: 4.6
(ID: B09BK6GVF1) [Item: B09BK6GVF1] | Unknown | Rating: 4.5
(ID: B075X17ZN5) [Item: B075X17ZN5] | Unknown | Rating: 4.4
(ID: B00GHXH6DS) Vikings | Movies & TV > BBC > All BBC Titles | Rating: 4.2
(ID: B00000F0PG) Fallout: Nuclear Energy and Destruction VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B013FDBH3C) Moby Dick | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B078TQ7SW1) [Item: B078TQ7SW1] | Unknown | Rating: 4.9
(ID: B07VVGKDXB) [Item: B07VVGKDXB] | Unknown | Rating: 4.0
(ID: B06VXQ368G) GANGSTA.: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6303997643) Doom Generation | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B0014VOAYG) Fool's Gold [DVD] [2008] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0007WFXUI) Naked City: Set 1 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B0B676F5QX) [Item: B0B676F5QX] | Unknown | Rating: 3.9
(ID: B0078T2220) Defending Your Life | Comedy > Drama > Cerebral | Rating: 4.7
(ID: B0030K6Q8W) MAD DOGS | Science Fiction > Suspense > Comedy | Rating: 3.2
(ID: B07Q3SSWJF) [Item: B07Q3SSWJF] | Unknown | Rating: 4.6
(ID: B0026LYME6) Bitch Of Buchenwald, The | Movies & TV > Independently Distributed > Documentary | Rating: 3.9
(ID: B00022LIF2) Spoilers of the Plains [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00ES0RQHS) JIMMY REARDON - AREN'T YOU EVEN GONNA KISS ME GOODBYE? | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00A4X7RZ4) [Item: B00A4X7RZ4] | Unknown | Rating: 3.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B077R48NT8) Accident Man [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B000NDEXPM) The Living Daylights | Movies & TV > James Bond > Timothy Dalton & George Lazenby | Rating: 4.6
(ID: B07756D4Q9) Killer Women with Piers Morgan | Documentary | Rating: 4.3
(ID: B08NV2VCRB) [Item: B08NV2VCRB] | Unknown | Rating: 4.1
(ID: 1893907503) Introduction to 5 String Banjo DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B00AB7B0S8) [Item: B00AB7B0S8] | Unknown | Rating: 4.3
(ID: B01M23WNLO) Inferno, Angels and Demons and The Da Vinci Code [DVD] [2016] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000WPJT6Y) The Snow Queen [DVD] | Movies & TV > Boxed Sets > Art House & International | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00JKUVTUQ) [Item: B00JKUVTUQ] | Unknown | Rating: 3.7
(ID: B01JE5NXDC) [Item: B01JE5NXDC] | Unknown | Rating: 3.8
(ID: B08R125XZJ) [Item: B08R125XZJ] | Unknown | Rating: 5.0
(ID: B00A1DCZWW) [Item: B00A1DCZWW] | Unknown | Rating: 4.2
(ID: B004ODLUJY) Rookie Blue: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B014SLZVPK) [Item: B014SLZVPK] | Unknown | Rating: 3.8
(ID: B01738STP4) [Item: B01738STP4] | Unknown | Rating: 4.7
(ID: B07J52F255) [Item: B07J52F255] | Unknown | Rating: 4.4
(ID: B00114XC4K) Title Speed Bag Bible (DVD) | Movies & TV > TV | Rating: 4.2
(ID: B00000F6G5) Cyborg 009 - Good vs. Evil | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B0030ZIZRM) Monk: Season 8 | Movies & TV > Boxed Sets > Comedy | Rating: 4.8
(ID: B075FPW1LN) Stronger | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01FHF3JBE) [Item: B01FHF3JBE] | Unknown | Rating: 4.7
(ID: B088WBTQ69) [Item: B088WBTQ69] | Unknown | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000O76TJA) Duel with the Devil [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00L6AW2EA) Guardian | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07J35GDLP) The Ancient Magus Bride: Part One [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00OB3M6MM) [Item: B00OB3M6MM] | Unknown | Rating: 4.6
(ID: B001OL4TMY) [Item: B001OL4TMY] | Unknown | Rating: 4.5
(ID: B082B6283D) [Item: B082B6283D] | Unknown | Rating: 4.3
(ID: B09V7LKSRB) [Item: B09V7LKSRB] | Unknown | Rating: 4.1
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00AMDMTAO) [Item: B00AMDMTAO] | Unknown | Rating: 3.7
(ID: B00M010X5O) [Item: B00M010X5O] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000JJSJOQ) Barney: You Can Be Anything | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B07JZVP6G6) Illumination Presents: Dr. Seuss' The Grinch [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B004JR3OQ2) Wild African Cats | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00AGQH9BG) [Item: B00AGQH9BG] | Unknown | Rating: 4.0
(ID: B001BUJW4S) The Club [VHS] | Movies & TV > Movies | Rating: 4.9
(ID: B0009G3B0G) The Jacket | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B076CTJPBZ) [Item: B076CTJPBZ] | Unknown | Rating: 3.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07TNS95G2) [Item: B07TNS95G2] | Unknown | Rating: 3.9
(ID: B000ZN8036) Into the Wild (Two-Disc Special Collector's Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B015JXOUQW) [Item: B015JXOUQW] | Unknown | Rating: 4.4
(ID: B000AM6OPI) Wild Palms [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.4
(ID: B001KOFH26) The Young Warriors [DVD] | Movies & TV > Boxed Sets > Art House & International | Rating: 5.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00GXJHUEG) [Item: B00GXJHUEG] | Unknown | Rating: 4.2
(ID: B0B6QBGF6X) [Item: B0B6QBGF6X] | Unknown | Rating: 4.3
(ID: B0001US78G) The Prime of Miss Jean Brodie | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01EDYM3EY) Star Trek: The Original Series: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: 6819903693) 1 % of Something (PK Korean Drama, English Subtitles, All Region) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00A8V5K42) Caught On Tape | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0048EKEZ0) 60 Minutes - Top Gear (October 24, 2010) | Movies & TV > CBS News Network > 60 Minutes Store | Rating: 2.0
(ID: B07M5VFJ3X) [Item: B07M5VFJ3X] | Unknown | Rating: 3.1
(ID: 0790731142) Some Mother's Son [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B01N3QF7UI) [Item: B01N3QF7UI] | Unknown | Rating: 4.6
(ID: B007FXLZ9K) [Item: B007FXLZ9K] | Unknown | Rating: 4.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0007TKNE2) Head Office | Movies & TV > HBO > All HBO Titles | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00AGQH9BG
|
[Item: B00AGQH9BG]
| 3
|
AFF763W2MG735SI7VT2TMDSC5PZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Quartermaster: Montgomery C. Meigs, Lincoln's General, Master Builder of the Union Army | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- The West Point History of the Civil War (1) (The West Point History of Warfare Series) | Books > History > Americas | Rating: 3.0
- “The Devil’s to Pay”: John Buford at Gettysburg. A History and Walking Tour. | Books > History > Americas | Rating: 4.0
- Confederate Reckoning: Power and Politics in the Civil War South | Books > History > Americas | Rating: 3.0
- The Grand Design: Strategy and the U.S. Civil War | Books > History > Americas | Rating: 3.0
- Master of War: The Life of General George H. Thomas | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 3.0
- The Illustrated Encyclopedia of Swords and Sabers: An authorative history and visual directory of edged weapons from around the world, shown in over 800 stunning colour photographs | Books > History > Military | Rating: 3.0
- Retreat from Gettysburg: Lee, Logistics, and the Pennsylvania Campaign (Civil War America) | Books > History > Americas | Rating: 4.0
- Nothing but Victory: The Army of the Tennessee, 1861-1865 | Books > History > Americas | Rating: 3.0
### User's movies History:
- John Wick 3 - Parabellum | Suspense > Action > Compelling | Rating: 3.0
- [Item: B01N18CMIB] | Unknown | Rating: 3.0
- [Item: B01MUZ1MIA] | Unknown | Rating: 3.0
- [Item: B001BKG6F6] | Unknown | Rating: 5.0
- [Item: B000JJH7VC] | Unknown | Rating: 5.0
- The Pride and the Passion | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- War Horse | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B004M66YUS) The Leopard (The Criterion Collection) [DVD] | Movies & TV > Boxed Sets > Art House & International | Rating: 4.7
(ID: B08BRG7166) GERARD BUTLER 5-FILM COLLECTION | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B005FSS568) Douglas Fairbanks - The Thief of Bagdad | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001AQOWSE) [Item: B001AQOWSE] | Unknown | Rating: 4.6
(ID: B00C4PBRVU) [Item: B00C4PBRVU] | Unknown | Rating: 4.8
(ID: B08QRB3DT5) Horizon Line [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: 6302890268) Love at First Bite [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000197G70) Luxury Trains of the World: The Al Andalus Express | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B015JR13IG) Black Mass (Blu-ray+ DVD + UV) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00007H246) Algebra I 6-Volume Set [VHS] | Movies & TV > Independently Distributed > Kids & Family | Rating: 5.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 0792844815) A Funny Thing Happened on the Way to the Forum [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01B553RHQ) [Item: B01B553RHQ] | Unknown | Rating: 3.5
(ID: B08DS2M9CT) [Item: B08DS2M9CT] | Unknown | Rating: 4.0
(ID: B07JL8WP4T) [Item: B07JL8WP4T] | Unknown | Rating: 4.4
(ID: B00274SIWY) The Accused | Movies & TV > Paramount Home Entertainment | Rating: 4.2
(ID: B007CZ31NO) Bedevilled | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.0
(ID: B000FLC7BE) Thundercats: Season 1, Vol. 1: Discs 1 & 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B09QY4TKWQ) Murdoch Mysteries Season 15 [DVD] [2021] | Movies & TV > TV | Rating: 3.8
(ID: B082PQKLL2) 1917 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00IXF9VZE) [Item: B00IXF9VZE] | Unknown | Rating: 4.6
(ID: B003I64EE6) Timer | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00D3O24NG) Rossini: Ciro in Babilonia | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B01MZFA2PQ) Last of the Summer Wine:Vintage 08 (BBC/DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01GWCFKWC) Full Metal Jacket [Blu-ray] by Warner Home Video by Stanley Kubrick | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003T9HP2U) [Item: B003T9HP2U] | Unknown | Rating: 4.2
(ID: B000NDGX1Y) Christmas Holiday | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.9
(ID: B00005BCMU) A Boy Named Charlie Brown VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B01CHA21DO) [Item: B01CHA21DO] | Unknown | Rating: 3.6
(ID: B088HG3NLL) [Item: B088HG3NLL] | Unknown | Rating: 4.7
(ID: B0051VEP4U) [Item: B0051VEP4U] | Unknown | Rating: 4.1
(ID: B013SLQHV8) [Item: B013SLQHV8] | Unknown | Rating: 4.3
(ID: B00J81YNXW) [Item: B00J81YNXW] | Unknown | Rating: 4.8
(ID: B00CQ2PT1K) Dark Skies | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0BCYD1RQG) Uncanny Counter (Korean Drama, English Sub, All Region DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01G49LK18) [Item: B01G49LK18] | Unknown | Rating: 3.3
(ID: B00C81AWHA) Movies 4 You: MORE Spaghetti Westerns | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B003R4ZMSQ) Melissa & Joey: Season 1, Part One | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07J5K89GT) [Item: B07J5K89GT] | Unknown | Rating: 4.1
(ID: B00FFVM1VU) [Item: B00FFVM1VU] | Unknown | Rating: 4.0
(ID: B00WGHOM6I) Scooby-Doo! & KISS: Rock & Roll Mystery (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000BT9BX2) The Firm Cross Trainers Firm Cardio | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0045HCIYA) Striptease (Unrated) (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00AALUVYY) [Item: B00AALUVYY] | Unknown | Rating: 4.7
(ID: B01N414GCD) Stomping Ground | Suspense > Drama > Anxious | Rating: 2.8
(ID: B01K0Z0JL4) [Item: B01K0Z0JL4] | Unknown | Rating: 4.5
(ID: B004GEB6DG) Theres Always a Woman | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.4
(ID: B07B25136M) [Item: B07B25136M] | Unknown | Rating: 4.8
(ID: B01KG7LEA6) [Item: B01KG7LEA6] | Unknown | Rating: 4.7
(ID: 6305908532) Missile to the Moon | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B00003BDZW) Vampire Hunter D VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07FYFYX99) [Item: B07FYFYX99] | Unknown | Rating: 3.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 6304304234) Doctor Who: King's Demons & Five Doctors VHS | Movies & TV > Boxed Sets > Television | Rating: 4.4
(ID: B004O0CK8C) Genius of Britain | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000XUEX8M) The Aristocats (Special Edition) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B001W63DZA) Burning the Future: Coal in America | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B000YSPVZM) [Item: B000YSPVZM] | Unknown | Rating: 3.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B003UL7RDE) [Item: B003UL7RDE] | Unknown | Rating: 4.4
(ID: B01G9DXFDU) [Item: B01G9DXFDU] | Unknown | Rating: 4.6
(ID: B006K8JDDQ) Amtrak's Auto Train, Take your car with you on your Florida Vacation, Ride the Rails from Lorton, Virginia to Sanford, Florida | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B08CPHFTMC) Iconic Movies of the 80s and 90s 20-Movie Collection | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01MG8GFW4) [Item: B01MG8GFW4] | Unknown | Rating: 4.4
(ID: B001BSBBTO) Shirley Temple Storybook Collection 6-pk | Movies & TV > Boxed Sets > Comedy | Rating: 4.0
(ID: B00009WHSW) PRITCHARD VS DAINTON [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07VL4N9Y4) [Item: B07VL4N9Y4] | Unknown | Rating: 4.3
(ID: B000SVZIMQ) [Item: B000SVZIMQ] | Unknown | Rating: 4.6
(ID: 6305071241) Convict 762 | Movies & TV > Science Fiction & Fantasy | Rating: 3.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B09QFPSXCZ) The Gilded Age | Drama | Rating: 4.6
(ID: B00BICASSI) Power Rangers Samurai: The Sixth Ranger Vol. 4 [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B00001REA8) Jacob the Liar [DVD] | Movies & TV > Independently Distributed > Drama | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B002LRL7C0) Alone Across Alaska: 1,000 Miles of Wilderness | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00D1NRNSK) [Item: B00D1NRNSK] | Unknown | Rating: 3.4
(ID: B0001MBSGM) The Woman Hunter | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.1
(ID: B00P4WFVYO) 4 Moons (English Subtitled) | International > Drama > Romance | Rating: 4.7
(ID: B004SUDQ90) Alien Visitor | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B01LZUO3YU) [Item: B01LZUO3YU] | Unknown | Rating: 4.9
(ID: B00004W45F) Tai Chi - 6 Forms, 6 Easy Lessons [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B08HS9P195) [Item: B08HS9P195] | Unknown | Rating: 4.8
(ID: B00009AV93) WWE: Backlash 2003 [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B005F30FXE) An Idiot Abroad: The Complete Series 1 & 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B0000633SU) Journey Into Amazing Caves | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01L340ADI) [Item: B01L340ADI] | Unknown | Rating: 4.4
(ID: B074PCF6RK) [Item: B074PCF6RK] | Unknown | Rating: 4.5
(ID: B00D6I7GHS) The Glades Season 3 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B08Y94GSD2) [Item: B08Y94GSD2] | Unknown | Rating: 4.6
(ID: B00005JMNV) Main Prem Ki Diwani Hoon | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B082PQKLL2
|
1917 [DVD]
| 3
|
AG6RN4RDBIUAHDWU6HPEVH56BKNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- CompTIA Server+ Certification All-in-One Exam Guide (Exam SK0-004) | Books > Computers & Technology > Certification | Rating: 4.0
- Data Storage Networking: Real World Skills for the CompTIA Storage+ Certification and Beyond | Books > Computers & Technology > Networking & Cloud Computing | Rating: 4.0
- Pimsleur Vietnamese Basic Course - Level 1 Lessons 1-10 CD: Learn to Speak and Understand Vietnamese with Pimsleur Language Programs (1) | Books > Computers & Technology > Programming | Rating: 3.0
- The Healing Power of Vitamins, Minerals, and Herbs | Books > Medical Books > Medicine | Rating: 3.0
- The Big Book of Flower Gardening: A Guide to Growing Beautiful Annuals, Perennials, Bulbs, and Roses | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 3.0
- Behind the Wheel - Spanish 1 | Books > New, Used & Rental Textbooks > Humanities | Rating: 3.0
- Vietnamese for Beginners Second Edition CDs | Books > Reference > Words, Language & Grammar | Rating: 1.0
- The Millionaire Real Estate Investor | Books > Business & Money > Management & Leadership | Rating: 4.0
### User's movies History:
- Catch Me If You Can (Widescreen Two-Disc Special Edition) | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.0
- Salsa Dance DVD Video SalsaCrazy Series, Volume 1 - Salsa Dancing Guide for Beginners - Step by Step Dance Club Lesson | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
- Casino [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Pulp Fiction | Suspense > Comedy > Cerebral | Rating: 4.0
- [Item: B00KQFWMH8] | Unknown | Rating: 4.0
- Silent Hill [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000VHY8UK) Gateways to the Otherworld | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00VHAG6UA) Moana With Sound | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B012U0YR6A) [Item: B012U0YR6A] | Unknown | Rating: 3.5
(ID: B00EU8RB14) Bridegroom | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B00ENYR4OO) [Item: B00ENYR4OO] | Unknown | Rating: 4.1
(ID: B00009VTY6) The Videos [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00065GWZQ) Paradise | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004AM5Q26) Introduction to Southern Conjure | Movies & TV > Disc on Demand | Rating: 3.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00S66Q9HS) [Item: B00S66Q9HS] | Unknown | Rating: 4.5
(ID: B074ST2ZK4) [Item: B074ST2ZK4] | Unknown | Rating: 4.7
(ID: B00I462XXO) Persona 4: The Animation: Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6304064624) Lady & the Highwayman | Movies & TV > Art House & International | Rating: 4.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004648VXY) New Shalom Sesame #11: Monsters in the Sukkah | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00076YOZE) The Manhattan Project | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B008228HSA) [Item: B008228HSA] | Unknown | Rating: 4.1
(ID: B01GOWBK6A) [Item: B01GOWBK6A] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B003DTMPFS) The Lost Son of Havana | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B01M8GDHJZ) [Item: B01M8GDHJZ] | Unknown | Rating: 4.3
(ID: B0053EZWZQ) [Item: B0053EZWZQ] | Unknown | Rating: 4.5
(ID: B077PYR8R4) [Item: B077PYR8R4] | Unknown | Rating: 3.5
(ID: B000GBEWLG) The Brotherhood | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B0073COAZO) [Item: B0073COAZO] | Unknown | Rating: 2.8
(ID: B0000C7PU4) Teenage Mutant Ninja Turtles - Box Set 1 [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B077SDGBGX) [Item: B077SDGBGX] | Unknown | Rating: 4.8
(ID: B01JH4G6FM) Cafe Society [Blu-ray + DVD + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B00A29LX1E) [Item: B00A29LX1E] | Unknown | Rating: 3.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00KF8IA1I) [Item: B00KF8IA1I] | Unknown | Rating: 3.8
(ID: B07RQW5SBQ) Roll with Cole and Charisma | Kids > Adventure | Rating: 5.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00I3MN9JG) [Item: B00I3MN9JG] | Unknown | Rating: 3.5
(ID: B00IV6U3ZW) [Item: B00IV6U3ZW] | Unknown | Rating: 4.9
(ID: B08NWGXDDB) A Christmas Carol | Kids > Drama > Compelling | Rating: 4.8
(ID: B00000G3OJ) Dogs & Puppies | Movies & TV > Movies | Rating: 5.0
(ID: B01EW7PXUI) Volumes of Blood | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.6
(ID: B002VDG0OY) [Item: B002VDG0OY] | Unknown | Rating: 3.5
(ID: B00125JPN0) The Best of The Price is Right [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.2
(ID: B000AMEKF4) Healing Exercises for Diastasis Recti | Movies & TV > Featured Categories > DVD | Rating: 2.6
(ID: B001MYIQIQ) Rush Hour/Rush Hour 2 (DBFE) (DVD) (WS) (Franchise Art) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00YNQ9OJ0) [Item: B00YNQ9OJ0] | Unknown | Rating: 3.5
(ID: B005XWE0RO) The Most Wonderful Time of the Year : Hallmark Channel : Letterbox Edition | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B0786QVB6D) [Item: B0786QVB6D] | Unknown | Rating: 4.8
(ID: B09MDT5JBG) [Item: B09MDT5JBG] | Unknown | Rating: 3.8
(ID: B0037MI5ZA) [Item: B0037MI5ZA] | Unknown | Rating: 4.6
(ID: B06XTZ41V2) [Item: B06XTZ41V2] | Unknown | Rating: 3.3
(ID: B00128VA62) Fullmetal Alchemist, Volume 12: The Truth Behind Truths (Viridian Collection) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B000025RB1) Le Corsaire / American Ballet Theatre VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B07DV9DK2Z) [Item: B07DV9DK2Z] | Unknown | Rating: 2.9
(ID: B07RYBPY1V) [Item: B07RYBPY1V] | Unknown | Rating: 4.6
(ID: B003YCB9J2) How to Train Your Dragon | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B000I9X6NQ) [Item: B000I9X6NQ] | Unknown | Rating: 4.6
(ID: B002VV8M24) Art21: Art in the Twenty-First Century | Documentary > Special Interest | Rating: 4.5
(ID: B00CS6HFH0) [Item: B00CS6HFH0] | Unknown | Rating: 4.7
(ID: B09BF45CPS) Hero | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00HYTU2LC) [Item: B00HYTU2LC] | Unknown | Rating: 3.8
(ID: B002SIBBHS) [Item: B002SIBBHS] | Unknown | Rating: 3.5
(ID: B01N417W68) Fast Five - Extended Edition [DVD] | Movies & TV > Fully Loaded DVDs > Extended Editions | Rating: 4.7
(ID: B08QTKTSFB) [Item: B08QTKTSFB] | Unknown | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00YAZNBCA) Amy Winehouse - Inside & Out DELUXE | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B0046DQT1G) [Item: B0046DQT1G] | Unknown | Rating: 3.0
(ID: B01LHBOJIY) Sacrifice | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B06XSFNYQC) [Item: B06XSFNYQC] | Unknown | Rating: 2.9
(ID: B00LLPYURC) American Experience: The Big Burn | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: 6302760097) Support Your Local Gunfighter [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B01LW5BM5U) Hannie Caulder [Olive Signature Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B076PQQN79) [Item: B076PQQN79] | Unknown | Rating: 3.3
(ID: B07WJJ713Q) Cold Case Hammarskjöld | Historical > Documentary > Cerebral | Rating: 4.2
(ID: B00B8C6486) Adele - Chasing Stardom: Unauthorized Documentary | Documentary | Rating: 2.7
(ID: B00A2H9LK6) Silent Hill: Revelation | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00DRHLZTS) [Item: B00DRHLZTS] | Unknown | Rating: 4.5
(ID: B001LLH8SE) Blindness | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.1
(ID: B079PTC3PJ) The Thrill of it All! [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 0790737582) Just Cause | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00AFPQF8Q) John Carter | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0000040FM) Cat on a Hot Tin Roof / Movie | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002TCRQ6S) Becoming Human [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B07BDQKD3R) [Item: B07BDQKD3R] | Unknown | Rating: 4.5
(ID: B00TEYPUIK) Scooby-Doo and Scrappy Doo: Season 1 | Movies & TV > Characters & Series > Scooby Doo | Rating: 4.8
(ID: B07PPQ9JVB) Batman vs. Teenage Mutant Ninja Turt(4K) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002MZU3HQ) [Item: B002MZU3HQ] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07252SRQL) Inspector George Gently - Series 8 | Movies & TV > TV | Rating: 4.7
(ID: B0B1Q97L7D) [Item: B0B1Q97L7D] | Unknown | Rating: 4.6
(ID: B001TJIT22) [Item: B001TJIT22] | Unknown | Rating: 3.4
(ID: B01JCUSYFG) Get on the Bus / School Daze / She Hate Me - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B0084ACE02) [Item: B0084ACE02] | Unknown | Rating: 4.4
(ID: B0BH566NHR) Planes, Trains & Automobiles | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00000F23N) The Amazing Mr. Bickford [VHS] | Movies & TV > Animation | Rating: 4.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00A2H9LK6
|
Silent Hill: Revelation
| 2
|
AELJZB572MWSNIKKKIR3ZPMRC6XQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- HEX | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Perfect Child | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Bad Things | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Final Days of Magic (Witches of New Orleans Book 3) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Book of the Unwinding (Witches of New Orleans 2) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Practical Magic | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
### User's movies History:
- [Item: B00UBRJ6MA] | Unknown | Rating: 5.0
- [Item: B00QQW1ZIW] | Unknown | Rating: 2.0
- [Item: B00R2KNVDE] | Unknown | Rating: 4.0
- Broad City | Comedy | Rating: 5.0
- [Item: B00MEAJZZU] | Unknown | Rating: 5.0
- [Item: B0088OUTLA] | Unknown | Rating: 1.0
- [Item: B0019IOZGC] | Unknown | Rating: 5.0
- [Item: B00KGUJUXC] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00EHALZ4Y) [Item: B00EHALZ4Y] | Unknown | Rating: 3.3
(ID: B07CJ19H6G) Gun Crazy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01D0X8WNU) Salem: The Complete Season 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B06XHS2SR3) [Item: B06XHS2SR3] | Unknown | Rating: 4.3
(ID: B07NMB1CXM) [Item: B07NMB1CXM] | Unknown | Rating: 4.6
(ID: B00F49VPA6) [Item: B00F49VPA6] | Unknown | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01BKRGN52) [Item: B01BKRGN52] | Unknown | Rating: 3.2
(ID: B07MDLH5JY) [Item: B07MDLH5JY] | Unknown | Rating: 4.1
(ID: B0009Q0FG4) Old Skool Killaz: Angry Dragon [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00278FSOG) Anthrax: Feel the Noize Unauthorized | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B002SAMMQA) Top Gear 11 (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.9
(ID: B078TLW7TW) [Item: B078TLW7TW] | Unknown | Rating: 1.0
(ID: B06XCHS75N) [Item: B06XCHS75N] | Unknown | Rating: 2.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00D2HUA6C) Autumn's Passage: Celebrating the Glory of Autumn in New Hampshire | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
(ID: B01NBERPE6) Power Rangers Dino Charge: The Complete Season | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B002A1KS7M) To the Limit | Suspense > Arthouse > Action | Rating: 4.0
(ID: B009NY1M42) [Item: B009NY1M42] | Unknown | Rating: 4.3
(ID: B008Y6MH44) [Item: B008Y6MH44] | Unknown | Rating: 4.5
(ID: B00AQ4IDXG) [Item: B00AQ4IDXG] | Unknown | Rating: 4.6
(ID: B0000639DW) Thunderbirds - Set 5 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004EBK4AC) Defining Moments: Ole Miss | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B013J3Z798) [Item: B013J3Z798] | Unknown | Rating: 5.0
(ID: 6302946476) Bachelor in Paradise VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00J3L4BQG) [Item: B00J3L4BQG] | Unknown | Rating: 3.6
(ID: B00W96QGY2) [Item: B00W96QGY2] | Unknown | Rating: 3.9
(ID: B004H0PXWE) [Item: B004H0PXWE] | Unknown | Rating: 4.6
(ID: B071FRQWK3) [Item: B071FRQWK3] | Unknown | Rating: 4.6
(ID: B09NF4C53X) Holiday in Santa Fe | Comedy > Drama > Romance | Rating: 4.3
(ID: B00TO0Y3KA) [Item: B00TO0Y3KA] | Unknown | Rating: 4.7
(ID: B0001KZNYM) The Texas Chainsaw Massacre | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000FT5QCS) DVD Double Feature: Edgar Allen Poe's The Tell-Tale Heart / Wes Craven's Chiller | Movies & TV > Movies | Rating: 3.5
(ID: B000AAF9QK) Lost In Space - Complete Collection 1965 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
(ID: B00005M2CL) Carnegie Hall | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B06XTBTSG1) [Item: B06XTBTSG1] | Unknown | Rating: 3.4
(ID: B001QKTCZ2) [Item: B001QKTCZ2] | Unknown | Rating: 3.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01M0VRQRM) [Item: B01M0VRQRM] | Unknown | Rating: 4.7
(ID: B073R16QS5) [Item: B073R16QS5] | Unknown | Rating: 4.3
(ID: B085GHWBC6) [Item: B085GHWBC6] | Unknown | Rating: 3.3
(ID: B095LJT64V) [Item: B095LJT64V] | Unknown | Rating: 2.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B003CLUQMQ) [Item: B003CLUQMQ] | Unknown | Rating: 5.0
(ID: B08KTQNHNB) [Item: B08KTQNHNB] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00B8N7R04) [Item: B00B8N7R04] | Unknown | Rating: 4.8
(ID: B008MYXNP0) [Item: B008MYXNP0] | Unknown | Rating: 2.9
(ID: B001J710WU) Barney: Be My Valentine [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00PEJ2YEW) [Item: B00PEJ2YEW] | Unknown | Rating: 4.4
(ID: B000UPGQSU) Baby Seminole "Raising Tomorrow's FSU Fan Today" [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B002PNLI38) MommyShape Prenatal Complete 3-in-1 DVD: Sculpt, Dance, & Yoga for Birth, Baby & Beyond | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.1
(ID: B07JQ2Z6GT) [Item: B07JQ2Z6GT] | Unknown | Rating: 4.6
(ID: B001I9YOI6) [Item: B001I9YOI6] | Unknown | Rating: 4.5
(ID: B0030EOKAE) The New Answers DVD 2 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B079588YGR) [Item: B079588YGR] | Unknown | Rating: 3.4
(ID: B079P9BWGL) Camp Camp: Seasons 1 & 2 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00WB0Z50C) [Item: B00WB0Z50C] | Unknown | Rating: 4.1
(ID: B003ZSI6PA) Blades | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B09HT71JY8) [Item: B09HT71JY8] | Unknown | Rating: 3.7
(ID: B00H3SYILE) [Item: B00H3SYILE] | Unknown | Rating: 4.7
(ID: B07V1PT2W8) [Item: B07V1PT2W8] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07JDCL2H1) [Item: B07JDCL2H1] | Unknown | Rating: 4.3
(ID: B071W9RRGZ) [Item: B071W9RRGZ] | Unknown | Rating: 3.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0074NSXNM) Second Chance Season | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01AVA5L34) The Perfect Physique | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00006G8IP) Cedarmont Kids Sing Along Songs - Christmas Carols | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.0
(ID: B000QTD5TS) Heroes: Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0081GZCTE) The Flowers of War [DVD] (2011) | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.6
(ID: B000QUD0LA) Miss Potter (Two Pack w/ "Beatrix Potter: A Journal" Hardcover) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00AQVMZXS) Downton Abbey - Series 1-4 [DVD] [2013] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: 6304154186) Doctor Who:Snakedance VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B077G9NHRH) [Item: B077G9NHRH] | Unknown | Rating: 4.2
(ID: B01LTI9NN6) Coolest Meditation Ever: Antarctica 12.12.12 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B001C3509K) [Item: B001C3509K] | Unknown | Rating: 4.3
(ID: B00SACM9HM) [Item: B00SACM9HM] | Unknown | Rating: 4.6
(ID: B00009QG68) Terminator 2: Judgment Day | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B077FDNGK1) [Item: B077FDNGK1] | Unknown | Rating: 5.0
(ID: B00DU70VU4) [Item: B00DU70VU4] | Unknown | Rating: 4.7
(ID: B0194FNXNC) [Item: B0194FNXNC] | Unknown | Rating: 4.5
(ID: B07TJKBZ5L) Glitch - Complete Seasons 1-3 - 6-DVD Boxset [ NON-USA FORMAT, PAL, Reg.2.4 Import - Australia ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B008RV3SVM) Harold & Kumar (Harold & Kumar Go to White Castle / Harold & Kumar Escape from Guantanamo Bay / A Very Harold & Kumar Christmas) (Ultimate Collector's Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B006P96PG8) [Item: B006P96PG8] | Unknown | Rating: 4.4
(ID: B006X252ZC) Rehearsal for Murder DVD Unrated | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B07KBQN1MM) Gosnell: The Trial of America's Biggest Serial Killer | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B09PCWHH4P) The North Water | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B07DT9X5HQ) [Item: B07DT9X5HQ] | Unknown | Rating: 4.2
(ID: B00024JBB8) Caught On a Train | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00NGGPRI0) [Item: B00NGGPRI0] | Unknown | Rating: 4.8
(ID: B00P6RZZJI) DAAWAT - E - ISHQ ORIGINAL HINDI BLU RAY BOXED AND SEALED (ENGLISH SUBTITLES)(Cyber Monday) | Movies & TV > Blu-ray > Movies | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07JDCL2H1
|
[Item: B07JDCL2H1]
| 5
|
AEF236OO6JWSFVES5JSO6XIEROYQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Rickles' Book: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- St. Mary's County (MD) (Images of America) | Books > Arts & Photography > Photography & Video | Rating: 5.0
- Tanks of Hitler’s Eastern Allies 1941–45 (New Vanguard) | Books > History > Military | Rating: 2.0
- Lion of Hollywood: The Life and Legend of Louis B. Mayer | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- Were You Always an Italian?: Ancestors and Other Icons of Italian America | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Runabout Renovation: How to Find and Fix Up an Old Fiberglass Speedboat | Books > Engineering & Transportation > Transportation | Rating: 5.0
- Practical Watch Repairing | Books > Engineering & Transportation > Engineering | Rating: 5.0
### User's movies History:
- Joshua | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The History Channel Presents Sherman's March | Movies & TV > A&E Home Video > All A&E Titles | Rating: 1.0
- Arn: The Knight Templar | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
- The Golden Bowl | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Naxos Scenic Musical Journeys Italy Ravenna, Venice, Faenza | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Vol. 1-Basic Gelcoat Damage Re | Movies & TV > Featured Categories | Rating: 1.0
- TimeQuest [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Il Postino [VHS] | Movies & TV > Art House & International > By Country | Rating: 1.0
- Master and Commander - The Far Side of the World (Widescreen Collector's Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 1.0
- Night on Earth VHS | Movies & TV > Art House & International > By Genre | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B009W4I0Q6) [Item: B009W4I0Q6] | Unknown | Rating: 4.4
(ID: B0021L8FR6) Lost: The Complete Seasons 1-5 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B009D2RQ30) Music: Live in Concert [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B00008L3V7) Jefferson in Paris [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B005CHXB4I) Ultramarines: A Warhammer 40,000 Movie - The Collector's Edition | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.3
(ID: B003QP4CNC) American Pickers: Volume 2 [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B0B5NDCFR9) Becoming Elizabeth | Drama | Rating: 4.3
(ID: B09XLQ723X) [Item: B09XLQ723X] | Unknown | Rating: 4.2
(ID: B07YSW11RS) [Item: B07YSW11RS] | Unknown | Rating: 4.4
(ID: B002VR824G) [Item: B002VR824G] | Unknown | Rating: 4.5
(ID: B000056NWL) Rain [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B002SECAFY) Last Exile | Science Fiction > Animation > Anime | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000M9BPMQ) Piladio Version 1 Kickbox Pilates | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B009MIECAU) [Item: B009MIECAU] | Unknown | Rating: 4.5
(ID: B00RK0DYFG) [Item: B00RK0DYFG] | Unknown | Rating: 4.0
(ID: B008Y76ZE6) [Item: B008Y76ZE6] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01N8RP7YB) [Item: B01N8RP7YB] | Unknown | Rating: 3.5
(ID: B0007939X4) The Black Stallion [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B07MWBFB5W) [Item: B07MWBFB5W] | Unknown | Rating: 4.8
(ID: B0036C1Q7A) Lady Gaga Concert Dvd | Movies & TV > Movies | Rating: 3.8
(ID: B08TFYJFNY) Giants Being Lonely | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B07NMXNW1R) Love in Maastricht | Movies & TV > Movies | Rating: 4.7
(ID: B06X9QNFP6) [Item: B06X9QNFP6] | Unknown | Rating: 4.5
(ID: B001XVP9CY) [Item: B001XVP9CY] | Unknown | Rating: 4.6
(ID: B005DTGB56) Robotech: The Masters Saga [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B00006BSDP) The Mallens | Movies & TV > Boxed Sets > Drama | Rating: 3.5
(ID: B00C4QPYJU) [Item: B00C4QPYJU] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01N7QKVDB) [Item: B01N7QKVDB] | Unknown | Rating: 5.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01IB1FZ7W) Reply 1988 (Korean Drama by PMP Entertainment, English Sub) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000AYELMO) The Neanderthal Man [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.1
(ID: B071G1WXS8) [Item: B071G1WXS8] | Unknown | Rating: 3.9
(ID: B078G42D9T) [Item: B078G42D9T] | Unknown | Rating: 4.0
(ID: B01K8X2HTA) [Item: B01K8X2HTA] | Unknown | Rating: 3.2
(ID: 6304436106) Address Unknown [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00VV4BY3G) Horse Called Bear | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B08GQH1G3F) [Item: B08GQH1G3F] | Unknown | Rating: 4.6
(ID: B074TTVH25) [Item: B074TTVH25] | Unknown | Rating: 4.5
(ID: B017OIUGFO) [Item: B017OIUGFO] | Unknown | Rating: 4.8
(ID: B000I64B5Q) [Item: B000I64B5Q] | Unknown | Rating: 4.4
(ID: B085WKSM46) [Item: B085WKSM46] | Unknown | Rating: 3.0
(ID: B01KWMOQPK) Brain Games: The Complete Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01B2CWHVE) Goldie & Bear: Best Fairytale Friends | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B06W9KFDN4) [Item: B06W9KFDN4] | Unknown | Rating: 3.2
(ID: B00E1HIX5C) Honeymooners, The (2005) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.4
(ID: B003ZKL0E2) [Item: B003ZKL0E2] | Unknown | Rating: 3.3
(ID: B07NFDKHJ6) [Item: B07NFDKHJ6] | Unknown | Rating: 3.9
(ID: B0050DOGMA) Beginners Pole Dancing DVD[NON-US FORMAT, PAL] | Movies & TV > Featured Categories > DVD | Rating: 2.1
(ID: B08BYZ3LGR) [Item: B08BYZ3LGR] | Unknown | Rating: 3.5
(ID: B00004REFE) Mary, Queen of Scots [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B00N20K8SY) Legends of Oz: Dorothy's Return | Animation > Kids > Dreamlike | Rating: 4.5
(ID: B01N214GGZ) [Item: B01N214GGZ] | Unknown | Rating: 3.0
(ID: B094KRS9NZ) [Item: B094KRS9NZ] | Unknown | Rating: 4.3
(ID: 6304597851) Carlin on Campus [VHS] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B09QGF495S) [Item: B09QGF495S] | Unknown | Rating: 3.6
(ID: B009A8W91G) [Item: B009A8W91G] | Unknown | Rating: 4.1
(ID: B01G63PAZO) [Item: B01G63PAZO] | Unknown | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01N3CDZBS) [Item: B01N3CDZBS] | Unknown | Rating: 1.4
(ID: B00MHOD2A2) Step Up 5: All In [Blu-ray 3D + Blu-ray] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B004IADDJ8) [Item: B004IADDJ8] | Unknown | Rating: 4.7
(ID: B000V9KDQG) Just the Facts: The Great American State Quiz | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00NG1RHME) [Item: B00NG1RHME] | Unknown | Rating: 4.8
(ID: B00FCOTRV2) Homeland: Complete Seasons 1-2 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B006Z49BVO) [Item: B006Z49BVO] | Unknown | Rating: 4.9
(ID: B0827GLH61) [Item: B0827GLH61] | Unknown | Rating: 3.7
(ID: B06XYGY1C4) [Item: B06XYGY1C4] | Unknown | Rating: 4.4
(ID: B00KAFMVDO) [Item: B00KAFMVDO] | Unknown | Rating: 3.7
(ID: B01F7OXV1S) [Item: B01F7OXV1S] | Unknown | Rating: 4.4
(ID: B001AEFYLU) I Love My Texas I Love My Freedom | Movies & TV > Featured Categories > DVD | Rating: 2.4
(ID: B008F283VI) CSI: NY - Seasons 1-8 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.4
(ID: B0002VIZLS) Robotech E3 : The Sentinels - Elements Of Robotechnology III | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07GJX1VZ2) [Item: B07GJX1VZ2] | Unknown | Rating: 4.9
(ID: B07VJMNBBG) [Item: B07VJMNBBG] | Unknown | Rating: 4.4
(ID: B0084RZOCU) [Item: B0084RZOCU] | Unknown | Rating: 2.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B009RI0O7K) [Item: B009RI0O7K] | Unknown | Rating: 4.1
(ID: B00P1MA2X2) [Item: B00P1MA2X2] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000FEC2NO) The Parent Soccer Coach | Movies & TV > Independently Distributed > Special Interests | Rating: 4.0
(ID: 0980087384) Dumping Debt: Breaking the Chains of Debt | Movies & TV > Movies | Rating: 4.4
(ID: B00BK8E4D0) Mickey Mouse Clubhouse: Quest for the Crystal Mickey | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B009G9Z42K) [Item: B009G9Z42K] | Unknown | Rating: 4.7
(ID: 6305572194) National Geographic's Tigers of the Snow | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B007XKOUZ6) Legend of Jet Li 4 Film 4 Film Collection (Black Mask/Fearless/Fist of Legend/Hero)(Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B08711RG2G) [Item: B08711RG2G] | Unknown | Rating: 5.0
(ID: 6303465927) Face of Fu Manchu | Movies & TV > Science Fiction & Fantasy | Rating: 4.3
(ID: B000HPJITC) [Item: B000HPJITC] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B09GCJLKRY) [Item: B09GCJLKRY] | Unknown | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07NMXNW1R
|
Love in Maastricht
| 5
|
AFMHN4NPCEODVVIUFGZIFPPRIP4A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Girls of Glass | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Storyteller's Secret: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Daughters of the Night Sky | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Candles Burning | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Butterfly Garden (The Collector Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B0032KUW4Y] | Unknown | Rating: 3.0
- [Item: B007BQB80M] | Unknown | Rating: 4.0
- [Item: B0042TV4IW] | Unknown | Rating: 4.0
- [Item: B01AB17JGU] | Unknown | Rating: 5.0
- [Item: B00WJLHBZK] | Unknown | Rating: 4.0
- [Item: B018GTUXE4] | Unknown | Rating: 5.0
- [Item: B00QXK2FEU] | Unknown | Rating: 3.0
- [Item: B00742H26M] | Unknown | Rating: 4.0
- Bed & Breakfast | Comedy > Charming > Cheerful | Rating: 3.0
- [Item: B002N4QCTE] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0172OF8JO) [Item: B0172OF8JO] | Unknown | Rating: 4.1
(ID: B0072C8OKM) [Item: B0072C8OKM] | Unknown | Rating: 4.1
(ID: B001B187CU) Speed & Angels | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0091XEE6S) [Item: B0091XEE6S] | Unknown | Rating: 4.7
(ID: B00ZOSUXTQ) [Item: B00ZOSUXTQ] | Unknown | Rating: 4.7
(ID: B004FGA2K8) Lighthouses of America | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00CZED6MI) [Item: B00CZED6MI] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08XWN8KS7) Autumn Leaves | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B005XI8IPI) [Item: B005XI8IPI] | Unknown | Rating: 4.8
(ID: B07YTFW51G) [Item: B07YTFW51G] | Unknown | Rating: 4.7
(ID: B000UYBOUG) Hansel And Gretel [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B00FQQMQC8) [Item: B00FQQMQC8] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B017WNYDVY) Covenant and Controversy Part One: The Great Rage | Movies & TV > Documentary | Rating: 5.0
(ID: B01LX4N8QS) [Item: B01LX4N8QS] | Unknown | Rating: 4.5
(ID: B00A1ZW1JC) [Item: B00A1ZW1JC] | Unknown | Rating: 4.8
(ID: B08L9NBK8G) LAST MAN STANDING: Tim Allen TV Series Seasons 7-8 DVD | Movies & TV > TV | Rating: 4.8
(ID: B003N0Y9WO) [Item: B003N0Y9WO] | Unknown | Rating: 4.5
(ID: B00KO76FLC) Age of Uprising: The Legend of Michael Kohlhaas [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B008O7LKSM) [Item: B008O7LKSM] | Unknown | Rating: 3.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B001992NWY) Brimstone (1998 TVseries) | Movies & TV > First to Know > Television | Rating: 3.8
(ID: B01LBWHPNU) Storks (UV/HD3D) (3DBD) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07H5SW1SZ) [Item: B07H5SW1SZ] | Unknown | Rating: 4.5
(ID: B09RMVY5Y3) Debbie Does Dallas (Standard Def, 1978) - Includes bonus movie 'Erotic Nights of the Living Dead' [1 Blu-ray Disc] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B005898G36) [Item: B005898G36] | Unknown | Rating: 4.8
(ID: B012N0ZQW6) [Item: B012N0ZQW6] | Unknown | Rating: 4.2
(ID: 1414336314) Let My People Go! | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B005PGEIZC) [Item: B005PGEIZC] | Unknown | Rating: 2.7
(ID: B000EXAGIY) Yoga Booty Ballet Live : Go-Go (Beachbody) | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.4
(ID: B097BYRBVZ) [Item: B097BYRBVZ] | Unknown | Rating: 4.0
(ID: B075X2LDXX) [Item: B075X2LDXX] | Unknown | Rating: 3.2
(ID: B00006G8K4) National Geographic - Ambassador: Inside the Embassy | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000UVV2GA) Doctor Who: The Complete Third Series | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: 6301969928) Gymkata [VHS] | Movies & TV > Movies | Rating: 4.4
(ID: B000MR9CXC) Murder in Suburbia - Series 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: B009BA6A6I) [Item: B009BA6A6I] | Unknown | Rating: 3.5
(ID: B00005Y7AN) Anne Of Green Gables - The Sequel [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00KW28AC6) [Item: B00KW28AC6] | Unknown | Rating: 2.8
(ID: 0783235208) Mummy | Movies & TV > Spanish Language > Horror | Rating: 4.8
(ID: B082BWZJ8M) The Grudge | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B008Y6W0JQ) [Item: B008Y6W0JQ] | Unknown | Rating: 4.6
(ID: B00AEFXFGC) Arctic Tale | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00B65JMEI) Will Ferrell 3-Movie Collection: The Other Guys / Step Brothers / Talladega Nights: The Ballad of Ricky Bobby | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B077W1JJJ3) [Item: B077W1JJJ3] | Unknown | Rating: 2.5
(ID: B01JCV1470) Catholicism: The Pivotal Players | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07FDLB3KH) Doctor Who: The Christopher Eccleston & David Tennant Collection | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00U0B81AU) [Item: B00U0B81AU] | Unknown | Rating: 4.7
(ID: B01943T7QQ) Sanctuary | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B01BL87MPU) Romantic Comedy Quadruple Feature | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B078XX3ML7) Arrival (Blu-ray + DVD) (Blu-ray) (steelbook) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000NIVNCS) Jackie Chan: The Action Pack - 4 Full Length Films [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B003NRVEBQ) [Item: B003NRVEBQ] | Unknown | Rating: 4.9
(ID: B08HSB4BZ4) [Item: B08HSB4BZ4] | Unknown | Rating: 4.4
(ID: B000ZHB6Q0) [Item: B000ZHB6Q0] | Unknown | Rating: 4.8
(ID: B009CGRXSK) [Item: B009CGRXSK] | Unknown | Rating: 4.8
(ID: B01D1ZXZE8) [Item: B01D1ZXZE8] | Unknown | Rating: 3.7
(ID: B002QO2LQE) [Item: B002QO2LQE] | Unknown | Rating: 3.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00002RASY) Brenda Starr | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000GG4XUG) Elvira's Movie Macabre: The Devil's Wedding Night | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B000BGH29K) 9 songs - Unrated Full Uncut Version | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B087PKDWGV) Chronicle Mysteries - 3 Film Collection One (Recovered/The Wrong Man/Vines That Bind) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B075B3BBHR) American Horror Story: Cult | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00XRFTE16) Turn A Gundam: Part 2 DVD Collection | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6304259085) The Rock VHS | Movies & TV > Widescreen > Action & Adventure | Rating: 3.8
(ID: B00HALPPIE) Doc Martin | Comedy > Drama > Romance | Rating: 4.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B003QGY3M6) Beggars of Life | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07PXCM2R3) [Item: B07PXCM2R3] | Unknown | Rating: 4.0
(ID: 6303326153) Families Are Special | Movies & TV > Featured Categories > Prime Video | Rating: 4.5
(ID: B00HNY6P32) [Item: B00HNY6P32] | Unknown | Rating: 4.6
(ID: B000HCWJIW) [Item: B000HCWJIW] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B008GQX7U0) [Item: B008GQX7U0] | Unknown | Rating: 4.0
(ID: B00HKEMF4I) [Item: B00HKEMF4I] | Unknown | Rating: 4.1
(ID: B004FV564A) Zen Garden - Koi Pond | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0B3MN9VDR) [Item: B0B3MN9VDR] | Unknown | Rating: 4.1
(ID: B00176X7UQ) Enter the Game of Shaolin Bronzemen | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B09GCM1YFW) [Item: B09GCM1YFW] | Unknown | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00002SSLK) Case Reopened: Lizzie Borden with Ed McBain [VHS] | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B01K8XOCOI) [Item: B01K8XOCOI] | Unknown | Rating: 1.9
(ID: B00PT3AAEO) Innocent Thing / Thorn (Korean Movie , English Sub, All Region DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B01MS73T0Y) [Item: B01MS73T0Y] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00B9O30OE) [Item: B00B9O30OE] | Unknown | Rating: 3.4
(ID: B00013F2JU) Reflexology Massage [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00005R5GE) Echo Park | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0002ILKBS) Island Girl Dance Fitness Workout for Beginners: Hula Abs & Buns | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B004Q3SFKY) [Item: B004Q3SFKY] | Unknown | Rating: 4.4
(ID: B00012QLWI) Sci-Fi Serials Collection | Movies & TV > Featured Categories > DVD | Rating: 3.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01LX4N8QS
|
[Item: B01LX4N8QS]
| 4
|
AF7QZX6YRHFZMBSR43AJ22P34QJA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Story of the Nutcracker Ballet (Pictureback(R)) | Books > Children's Books > Arts, Music & Photography | Rating: 5.0
- The Impossible First: From Fire to Ice―Crossing Antarctica Alone | Books > Travel > Polar Regions | Rating: 2.0
- The Tower: A Chronicle of Climbing and Controversy on Cerro Torre | Books > History > Americas | Rating: 2.0
- Man Called Intrepid: The Incredible WWII Narrative Of The Hero Whose Spy Network And Secret Diplomacy Changed The Course Of History | Books > Biographies & Memoirs > True Crime | Rating: 3.0
- Last Explorer: Hubert Wilkins, Hero of the Golden Age of Polar Exploration | Books > History > World | Rating: 4.0
- On the Map: A Mind-Expanding Exploration of the Way the World Looks (ALA Notable Books for Adults) | Books > Reference > Writing, Research & Publishing Guides | Rating: 4.0
- You Are Here: From the Compass to GPS, the History and Future of How We Find Ourselves | Books > Engineering & Transportation > Engineering | Rating: 3.0
- Dead Mountain: The Untold True Story of the Dyatlov Pass Incident (-) | Books > Biographies & Memoirs > Historical | Rating: 3.0
- An Unsung Hero: Tom Crean - Antarctic Survivor | Books > History > World | Rating: 3.0
### User's movies History:
- [Item: B003UPYOE0] | Unknown | Rating: 1.0
- [Item: B017L1ZPT6] | Unknown | Rating: 5.0
- [Item: B00UBRHDRU] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B09G9C4SJ6) [Item: B09G9C4SJ6] | Unknown | Rating: 4.7
(ID: B0002CHIDS) The Stan Laurel Collection (Slapstick Symposium) | Movies & TV > Classics > Silent Films | Rating: 4.0
(ID: B09B31HR3Q) Open | Drama > Sports > Romance | Rating: 4.7
(ID: B01DPZIWA6) [Item: B01DPZIWA6] | Unknown | Rating: 2.7
(ID: B0010X5UH4) Toddler's Tunes | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B078TXW4KX) [Item: B078TXW4KX] | Unknown | Rating: 3.2
(ID: B07NCW5Z7C) [Item: B07NCW5Z7C] | Unknown | Rating: 4.7
(ID: B07QDTYKJ3) Guava Island | Suspense > Comedy > Cerebral | Rating: 4.4
(ID: B01MCVKJQI) Electric Dream Digital Remastered Edition DVD | Movies & TV > Movies | Rating: 4.1
(ID: B001IOMWSA) Ian Mulder in Concert | Movies & TV > Musicals & Performing Arts > Classical | Rating: 2.5
(ID: B000T28PKG) Breaking Vegas - The Prince of Poker (History Channel) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 2.6
(ID: B001N4PPWK) Leverage | Suspense > Drama > Action | Rating: 4.8
(ID: B008Y5Q7SW) [Item: B008Y5Q7SW] | Unknown | Rating: 4.6
(ID: B00018YC3M) Stay Hungry [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.1
(ID: B00067Z2G4) Scarecrow/Scarecrow Slayer [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00009MEFO) Bjork: Volumen Plus, 1998-2002 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B06XYGY1C4) [Item: B06XYGY1C4] | Unknown | Rating: 4.4
(ID: B001GJ7E30) [Item: B001GJ7E30] | Unknown | Rating: 4.6
(ID: B003NNDTOK) Daddy's Gone A-Hunting | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00502BGMO) Burt Wolf: Italy | Documentary > Special Interest | Rating: 3.9
(ID: B000JYW668) Ali Baba and the Forty Thieves | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003VSTVC6) [Item: B003VSTVC6] | Unknown | Rating: 4.5
(ID: B008XBHJRK) [Item: B008XBHJRK] | Unknown | Rating: 4.5
(ID: B07751CHF4) [Item: B07751CHF4] | Unknown | Rating: 3.5
(ID: B000ZHCQ5U) [Item: B000ZHCQ5U] | Unknown | Rating: 4.7
(ID: B000684110) eva cassidy sings | Movies & TV > Movies | Rating: 4.2
(ID: B07DHW2N9T) [Item: B07DHW2N9T] | Unknown | Rating: 4.3
(ID: B07QMJBMQQ) [Item: B07QMJBMQQ] | Unknown | Rating: 4.8
(ID: B00Q4FBUBS) [Item: B00Q4FBUBS] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0006H65MO) Sing, Dance and Learn with the Wowzies Volume One [VHS] | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.5
(ID: B001EAWMPG) Devil's Playground | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B0015U42DA) Venezuela | Movies & TV > Independently Distributed > Documentary | Rating: 2.8
(ID: B006RXPZ9A) [Item: B006RXPZ9A] | Unknown | Rating: 4.6
(ID: B002BUTDD2) [Item: B002BUTDD2] | Unknown | Rating: 4.5
(ID: B002WZYXWC) [Item: B002WZYXWC] | Unknown | Rating: 3.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00F9F1ZLO) [Item: B00F9F1ZLO] | Unknown | Rating: 3.7
(ID: B0041B4H1M) Deep Blue Sea (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0042OWVXY) [Item: B0042OWVXY] | Unknown | Rating: 2.9
(ID: B002LTBC00) [Item: B002LTBC00] | Unknown | Rating: 4.7
(ID: B00ATK02IG) Ecstasy | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0716JZ25D) 5 Film Collection: Sci-Fi [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B006LG7MLM) [Item: B006LG7MLM] | Unknown | Rating: 4.6
(ID: B018GVGULW) [Item: B018GVGULW] | Unknown | Rating: 4.7
(ID: B07VH9TJXD) [Item: B07VH9TJXD] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B002U4UYZK) 4 Film Favorites: Westerns (American Outlaws / Maverick / Wild Wild West / Young Guns 2) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B009O2CXAU) [Item: B009O2CXAU] | Unknown | Rating: 3.4
(ID: B00005MOPD) The Mad Adventures of 'Rabbi' Jacob | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009POTJ4U) [Item: B009POTJ4U] | Unknown | Rating: 3.7
(ID: B08NTH9KR3) [Item: B08NTH9KR3] | Unknown | Rating: 5.0
(ID: B07TPRPCTG) Zombillénium [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001PR0YGC) The Informant! [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B079MC5B9B) [Item: B079MC5B9B] | Unknown | Rating: 4.2
(ID: B07CVKGYQX) [Item: B07CVKGYQX] | Unknown | Rating: 4.1
(ID: B006QSTK8S) [Item: B006QSTK8S] | Unknown | Rating: 3.1
(ID: B002V74AVK) [Item: B002V74AVK] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B008ZXPHPM) [Item: B008ZXPHPM] | Unknown | Rating: 4.0
(ID: B0000AZT5F) Huevos de oro | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0028OA5GK) Underworld: Rise of the Lycans (Limited Edition Blu-Ray & Figurine Gift Set) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B074TYJ8H6) The Call of the Wild | Action > Bold > Intense | Rating: 4.4
(ID: B00004REYW) The Norman Conquests Boxed Set [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B072LVTJMT) [Item: B072LVTJMT] | Unknown | Rating: 4.2
(ID: B08WLYLY7V) [Item: B08WLYLY7V] | Unknown | Rating: 4.5
(ID: B007ED9FIY) [Item: B007ED9FIY] | Unknown | Rating: 4.6
(ID: B0009WPW3E) Road To Avonlea - The Complete Fifth Volume (Boxset) | Movies & TV > Movies | Rating: 5.0
(ID: B07LD4R5WT) Osmosis Jones | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00DJAN9II) Lady Death | Animation > Action | Rating: 4.1
(ID: B000UVV28I) Wrestling Society X: Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07FS4V8GR) [Item: B07FS4V8GR] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00VZ3QE2E) [Item: B00VZ3QE2E] | Unknown | Rating: 2.8
(ID: B07SFL7ML4) We Rent Tsukumogami (Subtitles) | Comedy > Fantasy > Drama | Rating: 3.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07YLPGDV1) [Item: B07YLPGDV1] | Unknown | Rating: 4.5
(ID: B000FC2FDS) Complete History Of Air Combat (10dvd) | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: 6304938756) Good Will Hunting [VHS] | Movies & TV > Studio Specials > Miramax Home Video | Rating: 4.8
(ID: B00Z89JZYK) [Item: B00Z89JZYK] | Unknown | Rating: 4.8
(ID: B006Z48X9A) [Item: B006Z48X9A] | Unknown | Rating: 4.4
(ID: B00S2Q0SJW) [Item: B00S2Q0SJW] | Unknown | Rating: 4.3
(ID: B000VWYNH8) Blue Oyster Cult - Live | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B000HOJEQU) Pump It Up-Burn It Lose It (Pal/Region 0) | Movies & TV > Movies | Rating: 4.1
(ID: B01LX4RUW4) Killbillies | Suspense > Horror > Malicious | Rating: 3.1
(ID: B002PZH42U) [Item: B002PZH42U] | Unknown | Rating: 4.4
(ID: B00AYB61VC) [Item: B00AYB61VC] | Unknown | Rating: 4.1
(ID: B08CZFYF8X) [Item: B08CZFYF8X] | Unknown | Rating: 3.9
(ID: B0012OTS24) Fly [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08QJNMX9B) [Item: B08QJNMX9B] | Unknown | Rating: 4.2
(ID: B006HGC13K) [Item: B006HGC13K] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07YLPGDV1
|
[Item: B07YLPGDV1]
| 1
|
AHPYQPUW5M6O3CFAEFILUXFLAQ3Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Alt-Hero #1: Crackdown (Alt★hero) | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- The Collapsing Empire (The Interdependency, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Make Me: A Jack Reacher Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Personal: A Jack Reacher Novel, Cover may vary | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- SJWs Always Lie: Taking Down the Thought Police | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Robert Ludlum's (TM) The Janson Equation (Janson Series, 4) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- WHY MEN HATE GOING TO CHURCH | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Nothing to Lose (Jack Reacher) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Echo Burning (Jack Reacher) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- [Item: B01N4N8VYE] | Unknown | Rating: 2.0
- [Item: B00S66Q24I] | Unknown | Rating: 2.0
- [Item: B00NW2H7C2] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B07J4B7M7Q) [Item: B07J4B7M7Q] | Unknown | Rating: 4.3
(ID: 6304798547) Bean: The Movie | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0040UJWFU) Red Shoe Diaries Collection , Nude Cigar Smoking : Erotic 4 Disc Box Set | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B06WP6FKL7) Live By Night (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00005CBSU) 100 Centre Street: The Feature Length Premiere Episode VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B074WRTP1G) Best of Agatha Christie, The: Volume 1 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B00WIFR5CG) Teen Titans Go! House Pests: Season 2, Part 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09YMXFJ8Z) Equalizer Season Two | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B009ZHP644) [Item: B009ZHP644] | Unknown | Rating: 4.8
(ID: B006ZYCGXY) Angie Miller: Core & Strength Fusion Workout | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B000Q9NJQ2) Weeds | Comedy > Drama | Rating: 4.8
(ID: B0798VQ8FM) When The Saints | Documentary > Special Interest | Rating: 4.2
(ID: B0190TK8CQ) [Item: B0190TK8CQ] | Unknown | Rating: 4.6
(ID: B08F6X4MLC) Pulp Fiction (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B001AQO43M) Terminator: The Sarah Connor Chronicles, Season 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0002ABU2U) NOVA: Einstein Revealed | Movies & TV > PBS > NOVA | Rating: 4.4
(ID: B000BQYX5Q) A Work in Progress | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00006LPH5) A Few Hours of Sunlight (Un Peu de Soleil Dans l'Eau Froide) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B003TFAJ18) Criminal Minds: Fifth Season [DVD] | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.9
(ID: B00E9XLA9E) My Kontrabida Girl | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B001EYLW6M) [Item: B001EYLW6M] | Unknown | Rating: 4.7
(ID: B000F0UUKA) Civilisation: The Complete Series [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: 6303082335) Murmel Murmel Murmel / Boy in the Drawer | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00C4RRCOE) [Item: B00C4RRCOE] | Unknown | Rating: 4.2
(ID: B01L3ETKI4) [Item: B01L3ETKI4] | Unknown | Rating: 4.3
(ID: B0000A03K3) The Gunfighters | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0791XV7SG) Dear Murderer: Series 1 | Movies & TV > TV | Rating: 4.0
(ID: B00I4QBNWQ) [Item: B00I4QBNWQ] | Unknown | Rating: 4.2
(ID: B09K369YY9) [Item: B09K369YY9] | Unknown | Rating: 4.6
(ID: B000Q6GWZ0) Sea Kayaking - The Ultimate Guide | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B00RAOWR00) [Item: B00RAOWR00] | Unknown | Rating: 2.9
(ID: B01M34P6NZ) The Hero of Color City | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0B5Y2XJ41) [Item: B0B5Y2XJ41] | Unknown | Rating: 4.4
(ID: B0007TKGAS) The Veil - Volume 2 | Movies & TV > Independently Distributed > Documentary | Rating: 4.8
(ID: B00LQ9DAFQ) Country Remedy | Comedy > Drama > Emotional | Rating: 4.1
(ID: B013SN6P04) Grizzly Man [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00028G7G6) Out On Parole | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: 6302995949) Of Human Hearts | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B01NASSS0N) [Item: B01NASSS0N] | Unknown | Rating: 4.5
(ID: B00NCFL5RC) The Strain | Horror > Drama > Action | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00O4DIAHE) THAANDAVAM ORIGINAL TAMIL BLU RAY BOXED AND SEALED | Movies & TV > Movies | Rating: 4.5
(ID: B00BH9GD2C) Boston's Finest | Unscripted > Drama | Rating: 4.4
(ID: B0038P2AZW) [Item: B0038P2AZW] | Unknown | Rating: 4.4
(ID: B001TJ121M) [Item: B001TJ121M] | Unknown | Rating: 4.2
(ID: B00AL0FZZE) Roman Holiday: Gregory Peck, Audrey Hepburn | Movies & TV > Movies | Rating: 4.8
(ID: B001PVUKBW) [Item: B001PVUKBW] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00007M5IT) The Christmas Wife | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B00MP2FICG) Baggage+just+our+secret Qf | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B001DDBCUA) Sex and the City: The Movie (Single-Disc Widescreen Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B002E01M8S) That Hamilton Woman (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.5
(ID: B00O58REC0) Maleficent (Blu-ray 3D Blu-ray) (Region Free) Boxed and Sealed | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0017K7974) Country Creek | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B0197GGUQU) Jerusalem | Documentary | Rating: 4.5
(ID: B0147LR1CW) The Best of Forensic Files in HD - Volume 1 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B07VBPXWQ2) [Item: B07VBPXWQ2] | Unknown | Rating: 3.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001F4R8K0) [Item: B001F4R8K0] | Unknown | Rating: 4.3
(ID: B000WMHD7Y) [Item: B000WMHD7Y] | Unknown | Rating: 4.7
(ID: B0034G4OTA) Cats & Dogs: The Revenge of Kitty Galore [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B006H4R9HA) Doctor Who - The Sensorites [DVD] | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.7
(ID: B08J8FXVL4) [Item: B08J8FXVL4] | Unknown | Rating: 4.0
(ID: B00284ARTA) Land Of The Lost [DVD] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: B0016MJ6HY) My Blueberry Nights (The Miriam Collection) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 0784012652) Insignificance [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B07DMBMM3R) [Item: B07DMBMM3R] | Unknown | Rating: 4.4
(ID: B004AC6POO) Jeet Kune Do for Advanced Practitioner 1: Attack and Defense | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B016NG04ZU) Oscar Wilde's Salomé with Lot in Sodom | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001BGS176) NFL Greatest Games Series: Pittsburgh Steelers Super Bowls | Movies & TV > Boxed Sets > Sports | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B005BYBZH2) New Adventures of the Lone Ranger | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B00VSX94Z0) La Silence de la Mer (English Subtitled) | International > Arthouse > Romance | Rating: 3.9
(ID: B07H81ZTY3) [Item: B07H81ZTY3] | Unknown | Rating: 4.8
(ID: B0000DC12T) Beyond Re-Animator | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B017ORU23Q) [Item: B017ORU23Q] | Unknown | Rating: 3.9
(ID: B017GC2FB6) JEANNE ROBERTSON Looking for Humor | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B01CORK28G) Ranma 1/2 - TV Series Set 5 BD Standard Edition (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07LC43XKS) [Item: B07LC43XKS] | Unknown | Rating: 3.6
(ID: B000GNOGUQ) The Kinks: One for the Road | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B011L3U3ZQ) [Item: B011L3U3ZQ] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B001F0ET9M) The Mist [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000H5U80K) Tennis Magazine: Attack the All Court Player | Movies & TV > Independently Distributed > Special Interests | Rating: 4.5
(ID: B004ITYDSO) Mesrine: Public Enemy #1 (Part 2) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B01AV9VYC2) [Item: B01AV9VYC2] | Unknown | Rating: 2.0
(ID: B000J4P9OO) Talladega Nights: The Ballad of Ricky Bobby | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B078P66SKT) [Item: B078P66SKT] | Unknown | Rating: 2.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX89M8) [Item: B00YBX89M8] | Unknown | Rating: 4.2
(ID: B002YMWQ2M) More Than a Game | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B06WP6FKL7
|
Live By Night (DVD)
| 2
|
AESW4B2KJQK4XJUXZLLB3GBOR6MA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Sold | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- The Twisted Window | Books > Teen & Young Adult > Literature & Fiction | Rating: 2.0
- Ransom | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- Scary Stories Boxed Set | Books > Boxed Sets > Children's Books | Rating: 5.0
- B-More Careful: Meow Meow Productions Presents | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The House On Hackman's Hill | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- A Deadly Game of Magic | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 1.0
- Don't You Dare Read This, Mrs. Dunphrey | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- College Weekend (Fear Street) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- A Child Called It: One Child's Courage to Survive | Books > Parenting & Relationships > Family Relationships | Rating: 5.0
### User's movies History:
- The Original Latin Kings of Comedy | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 5.0
- Flightplan (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Platinum Comedy Series - Mo'Nique - One Night Stand | Movies & TV > Genre for Featured Categories > Comedy | Rating: 1.0
- Dora the Explorer - Super Babies | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B001ZXJ4F8) [Item: B001ZXJ4F8] | Unknown | Rating: 2.5
(ID: B000MKIR80) [Item: B000MKIR80] | Unknown | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00S9DB9ZA) [Item: B00S9DB9ZA] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B003EA45EU) What If God Were the Sun | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B003JYOFJG) Don't Let the Pigeon Drive the Bus (Scholastic Storybook Treasures) | Movies & TV > Animation | Rating: 4.9
(ID: B09K6XKMB5) Lamb | Horror > Drama > International | Rating: 3.8
(ID: B00YIACYGQ) [Item: B00YIACYGQ] | Unknown | Rating: 4.8
(ID: B00BH419CG) The Falcon Mystery Movie Collection, Volume 2 [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00004TJH2) Ultimate Fighting Championship Vol. 1 - UFC Hits | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00VGRCBOY) [Item: B00VGRCBOY] | Unknown | Rating: 4.5
(ID: B00QL2CLBM) Silent Witness | Drama > Bleak > Compelling | Rating: 4.1
(ID: B01LYIBIRO) [Item: B01LYIBIRO] | Unknown | Rating: 3.1
(ID: B01LTHNHKW) Fear The Walking Dead Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B083XV7KZH) The Turning [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B003AYQIGS) [Item: B003AYQIGS] | Unknown | Rating: 4.7
(ID: B071P28QDV) [Item: B071P28QDV] | Unknown | Rating: 4.9
(ID: B00009NHAJ) Shanghai Surprise | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B009K04VJM) [Item: B009K04VJM] | Unknown | Rating: 4.4
(ID: B00IRX2YO2) [Item: B00IRX2YO2] | Unknown | Rating: 4.5
(ID: B00HZMZ2HM) Magical Legend of the Leprechauns | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003VQZ5A0) Thirteen Ghosts | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B002OEBRGQ) Return to Source GuiGen Qi Gong | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B00EPPX1ZC) [Item: B00EPPX1ZC] | Unknown | Rating: 4.5
(ID: B01G9GQ7EQ) [Item: B01G9GQ7EQ] | Unknown | Rating: 4.7
(ID: B00594M7WG) [Item: B00594M7WG] | Unknown | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B09GF6GXY9) [Item: B09GF6GXY9] | Unknown | Rating: 3.4
(ID: B081MQMQR3) The Date | Comedy > LGBTQ > Charming | Rating: 3.4
(ID: B00B47O2XY) Method to the Madness of Jerry Lewis | Documentary > Fun | Rating: 4.5
(ID: 6301217896) Swan Lake | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B01BEPTZ8M) Downshift | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.2
(ID: 1562903411) Who is the Artist? Artists of Pop Art | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00UBRHDRU) [Item: B00UBRHDRU] | Unknown | Rating: 4.8
(ID: B002BUELKM) [Item: B002BUELKM] | Unknown | Rating: 4.2
(ID: B000IFRT4W) Little Man (Widescreen) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07G2K5NNP) [Item: B07G2K5NNP] | Unknown | Rating: 3.8
(ID: B0060D0OKW) [Item: B0060D0OKW] | Unknown | Rating: 4.8
(ID: B00D9EJG54) Creepshow 2 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00FY45DHW) [Item: B00FY45DHW] | Unknown | Rating: 4.3
(ID: B0B5LV75GQ) [Item: B0B5LV75GQ] | Unknown | Rating: 4.7
(ID: B0006OGDCY) Beavis & Butthead: Butt-o-ween/ Beavis and Butt-head Do Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.5
(ID: B00OU20THI) Scared Stiff Collection - Volume 2 (Two Disc Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.7
(ID: 0792160746) The Adventures of Sebastian Cole | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B009WAN8NA) [Item: B009WAN8NA] | Unknown | Rating: 4.8
(ID: B07PQTYMGZ) The Natural [4K UHD + Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00I5HNURA) [Item: B00I5HNURA] | Unknown | Rating: 3.3
(ID: B08JRR5Z56) [Item: B08JRR5Z56] | Unknown | Rating: 3.3
(ID: B000W09BVM) [Item: B000W09BVM] | Unknown | Rating: 4.4
(ID: B00SYIJTVG) [Item: B00SYIJTVG] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004IHAIBC) [Item: B004IHAIBC] | Unknown | Rating: 2.7
(ID: B012S1PZ1C) [Item: B012S1PZ1C] | Unknown | Rating: 4.3
(ID: B01N9T3SR9) [Item: B01N9T3SR9] | Unknown | Rating: 4.8
(ID: B00TEC7J22) Girls: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07TWRFGQQ) [Item: B07TWRFGQQ] | Unknown | Rating: 3.9
(ID: B00MR9HOPG) Morris County | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B07DN2BVSH) Billy Jack: The Complete Collection (Born Losers / Billy Jack / The Trial of Billy Jack / Billy Goes to Washington) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08WFSBQK5) [Item: B08WFSBQK5] | Unknown | Rating: 2.5
(ID: 6304489633) Rocko's Modern Life: With Friends Like These VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B07236QYX7) Rammstein - Paris [Blu-Ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00FYJ43DC) [Item: B00FYJ43DC] | Unknown | Rating: 4.7
(ID: B08CQ4X8HM) [Item: B08CQ4X8HM] | Unknown | Rating: 2.6
(ID: B094PYZQVQ) Ellie And Abbie (And Ellie's Dead Aunt) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B003Z6YM4G) 28 Days Later / 28 Weeks Later / Mirrors (Triple Feature) | Movies & TV > Movies | Rating: 3.9
(ID: 6305784922) The World Is Not Enough (Special Edition) | Movies & TV > James Bond > Pierce Brosnan | Rating: 4.6
(ID: B07HQYXGW8) [Item: B07HQYXGW8] | Unknown | Rating: 4.0
(ID: B001EVGSHI) Victory By Design DVDs. Complete Set. Porsche DVD, Ferrari DVD, Maserati DVD, Aston Martin DVD, Alfa Romeo DVD, Jaguar DVD. Race-winning cars driven hard. Unique footage, rare cars, hidden in private collections. "Car Porn" The New York Times | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0001JX9J4) Amin: The Rise And Fall | Movies & TV > Movies | Rating: 3.1
(ID: B079HB1KRH) [Item: B079HB1KRH] | Unknown | Rating: 2.7
(ID: B00006II54) The Killer Shrews | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B006P96R6G) [Item: B006P96R6G] | Unknown | Rating: 3.8
(ID: B000CCIYVI) Great American Rail Journeys: Cumbres & Toltec Scenic Railroad | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00I5H7NJQ) [Item: B00I5H7NJQ] | Unknown | Rating: 3.8
(ID: B07NLNJXK3) [Item: B07NLNJXK3] | Unknown | Rating: 4.6
(ID: B0046HCOLQ) Braunfels: Die Vogel - The Birds (LA Opera's Recovered Voices series) | Movies & TV > Musicals & Performing Arts > Opera | Rating: 4.3
(ID: B00RO0FS1U) [Item: B00RO0FS1U] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01LXC8CZI) Little Sister | Comedy > Drama > Arts, Entertainment, and Culture | Rating: 4.2
(ID: B01J7778SS) [Item: B01J7778SS] | Unknown | Rating: 4.4
(ID: B00JKR0ULS) [Item: B00JKR0ULS] | Unknown | Rating: 4.8
(ID: B00EPR7OAI) [Item: B00EPR7OAI] | Unknown | Rating: 4.4
(ID: B0B678SBDH) [Item: B0B678SBDH] | Unknown | Rating: 3.5
(ID: B01MXF40F9) [Item: B01MXF40F9] | Unknown | Rating: 2.8
(ID: B084TZSBGT) [Item: B084TZSBGT] | Unknown | Rating: 4.3
(ID: B00BWTSRTO) When Vacations Attack! | Unscripted > Special Interest | Rating: 4.2
(ID: B004SIPAJG) Strictly Ballroom | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B013LWX2QM) Porky's / Revenge of the Nerds / Bachelor Party / Raising Arizona | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: 6300218031) Some Kind of Wonderful | Movies & TV > Featured Categories | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000IFRT4W
|
Little Man (Widescreen)
| 1
|
AGU6K43JJ7GMCN7OU3Z3QPECIATQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Art of the Poetic Line | Books > Literature & Fiction > History & Criticism | Rating: 2.0
- The Lost Art of Walking: The History, Science, and Literature of Pedestrianism | Books > Biographies & Memoirs > Arts & Literature | Rating: 2.0
- After Dark | Books > Literature & Fiction > Literary | Rating: 2.0
- The Line of Beauty | Books > LGBTQ+ Books > Literature & Fiction | Rating: 5.0
- Saturday: A novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Specimen Days | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Master | Books > Literature & Fiction > United States | Rating: 3.0
- Confessions of a Mask | Books > LGBTQ+ Books > Literature & Fiction | Rating: 2.0
- A Child Called It: One Child's Courage to Survive | Books > Parenting & Relationships > Family Relationships | Rating: 4.0
### User's movies History:
- Garden State | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Six Feet Under - The Complete Second Season | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.0
- 21 Grams | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.0
- Pieces of April | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- Mona Lisa Smile | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- The Closet [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.0
- Mighty Aphrodite | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 5.0
- Shadows and Fog | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Manhattan Murder Mystery | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 2.0
- Far from Heaven | Movies & TV > Studio Specials > Focus Features | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B004FEFZU2) Saw The Final Chapter 3D [Blu-ray + DVD + 3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08V22HJPB) [Item: B08V22HJPB] | Unknown | Rating: 4.2
(ID: B0002IQNGK) Michael Michael Motorcycle [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B076L8VND5) [Item: B076L8VND5] | Unknown | Rating: 4.3
(ID: B07X3MTMWY) [Item: B07X3MTMWY] | Unknown | Rating: 3.6
(ID: B01LBWHNYG) War Dogs | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B082R759XX) [Item: B082R759XX] | Unknown | Rating: 4.4
(ID: B002TV20MY) Rediscover the Ancient Mysteries of Egypt | Movies & TV > Boxed Sets > Documentary | Rating: 4.1
(ID: B09KMM5CHQ) [Item: B09KMM5CHQ] | Unknown | Rating: 2.5
(ID: 890162267X) Christmas Homecoming [VHS] | Movies & TV > Movies | Rating: 3.8
(ID: B093CMGF5J) [Item: B093CMGF5J] | Unknown | Rating: 4.4
(ID: B004J64QSI) [Item: B004J64QSI] | Unknown | Rating: 4.8
(ID: B000XA5K4I) Shoot 'Em Up [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.5
(ID: B009YDB1HU) [Item: B009YDB1HU] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0060C4E90) [Item: B0060C4E90] | Unknown | Rating: 4.7
(ID: B00M7UQPBE) [Item: B00M7UQPBE] | Unknown | Rating: 4.3
(ID: B000H20TKM) [Item: B000H20TKM] | Unknown | Rating: 4.8
(ID: B00D09EGUS) [Item: B00D09EGUS] | Unknown | Rating: 3.9
(ID: B07CXC36LF) Paterno (DVD+DC) | Movies & TV > HBO > All HBO Titles | Rating: 4.4
(ID: B00000IC82) Laurel & Hardy - Flying Deuces/Utopia [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B000E6ES8U) Bee Season | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B073XTHLH5) War for the Planet of the Apes | Science Fiction > Suspense > Cerebral | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00DQ4PLXI) [Item: B00DQ4PLXI] | Unknown | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B088GKF32Y) Gordon Lightfoot: If You Could Read My Mind | Movies & TV > Movies | Rating: 4.7
(ID: B00XH2RJ2U) Shine or Go Crazy Korean Drama DVD (Good English Subtitles) | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B011I2SXNO) [Item: B011I2SXNO] | Unknown | Rating: 3.3
(ID: B008BSPQSY) A Flat for Three ( Posti in piedi in paradiso ) ( A Flat for 3 ) [ NON-USA FORMAT, PAL, Reg.2 Import - Italy ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B0C6XBQ7FQ) [Item: B0C6XBQ7FQ] | Unknown | Rating: 4.1
(ID: B01M0FIFAA) Invisible Universe: A World in Slow Motion | Special Interest | Rating: 4.0
(ID: B0042JH0EE) Phil Collins- Going Back: Live at Roseland Ballroom NYC DVD | Movies & TV > Movies | Rating: 4.5
(ID: 0783227884) The Great Outdoors [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B006Y5FZ5A) [Item: B006Y5FZ5A] | Unknown | Rating: 4.5
(ID: B08QV5TSZG) BIKINI FRANKENSTEIN - TWILIGHT VAMPS Christine Nguyen Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00KGGBF8O) Sakura Gakuin - Sakura Gakuin The Road To Graduation 2013Kizuna (2DVDS) [Japan DVD] UPBH-1365 | Movies & TV > Movies | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009PONVI0) Girl in Black Stockings, The | Drama > Action > Campy | Rating: 3.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009CDDJLS) [Item: B009CDDJLS] | Unknown | Rating: 4.6
(ID: 6300274187) Mary Poppins | Movies & TV > Disney Home Video > Live Action | Rating: 4.8
(ID: B00005S6KL) Fatal Needles vs. Fatal Fists | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B08957ZDV2) John Wayne "the Duke" 10 Film Collection | Movies & TV > John Wayne Store > All Titles | Rating: 4.4
(ID: B0002B15WE) Die Hard (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00004RF9G) Brigadoon [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0002J599G) Dischord | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B002U4UOIW) Beyond The Bermuda Triangle / The Lucifer Complex [Slim Case] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: B00I2VEGN6) [Item: B00I2VEGN6] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0001EYT4I) The Pride and the Passion | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00AAAZI66) [Item: B00AAAZI66] | Unknown | Rating: 2.8
(ID: B0000639EB) The Last Time I Saw Paris | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00004W229) The Lady from Shanghai | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B004IAAKMQ) Hedy and Yumi: Crossing the Bridge | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0048AA652) The Children's Hour of Power, Series 3 (Ages 7-9) | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B0000CBXYO) The Secrets of the Dead Sea Scrolls | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B01M0QRYSJ) [Item: B01M0QRYSJ] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001KX12U8) [Item: B001KX12U8] | Unknown | Rating: 4.5
(ID: B00P8DX0RO) [Item: B00P8DX0RO] | Unknown | Rating: 4.8
(ID: B003E113IA) Mozart: Cosi fan tutte [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0050JCBN0) [Item: B0050JCBN0] | Unknown | Rating: 4.1
(ID: B0777MCKBM) [Item: B0777MCKBM] | Unknown | Rating: 3.3
(ID: B00QGFEBDK) Aqui Entre Nos | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 0793960355) Chef VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B004XJ2YTO) The Rock Ed Wood of the 21st Century DVD | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B009EEPASU) [Item: B009EEPASU] | Unknown | Rating: 4.7
(ID: B002F3C6O8) Fireproof / Facing the Giants / Flywheel (Triple Feature) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01H7VAME8) [Item: B01H7VAME8] | Unknown | Rating: 3.7
(ID: B0BWCSM665) American Maroon | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B004XD0HCG) [Item: B004XD0HCG] | Unknown | Rating: 3.8
(ID: B07111SY4G) [Item: B07111SY4G] | Unknown | Rating: 1.8
(ID: B00HAVLCU4) [Item: B00HAVLCU4] | Unknown | Rating: 3.5
(ID: B016JGWXHG) [Item: B016JGWXHG] | Unknown | Rating: 2.9
(ID: B000ENUYGS) End Game | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B002ZVRIXO) Let's Shop - Beijing | Special Interest | Rating: 3.0
(ID: B00FXOQO6W) [Item: B00FXOQO6W] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0012XIGYQ) Bomb It | Movies & TV > Docurama > Art & Artists | Rating: 4.6
(ID: B09BXK3X4B) Bullitt | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B081S893RT) [Item: B081S893RT] | Unknown | Rating: 3.8
(ID: B08CM37YRQ) The Owners | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B06XYSQJJ4) [Item: B06XYSQJJ4] | Unknown | Rating: 4.7
(ID: B00O1SCQHW) [Item: B00O1SCQHW] | Unknown | Rating: 4.5
(ID: B091F296NG) [Item: B091F296NG] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002KOO1UE) [Item: B002KOO1UE] | Unknown | Rating: 2.0
(ID: B00COHGPD8) The Best Little Whorehouse in Texas | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B09J6Y8VHS) Jurassic World One 1 & Jurassic World Two 2 Fallen Kingdom Double Feature 2 DVD Set Chris Pratt Includes Velociraptor Glossy Print Art Card | Movies & TV > Movies | Rating: 4.7
(ID: B01DWOFNWK) [Item: B01DWOFNWK] | Unknown | Rating: 4.0
(ID: 6305210144) 54 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: 0876046162) Living from Your Intuition: The Gift of Psychic Ability | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.6
(ID: B00004W457) The Killer | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000E6ES8U
|
Bee Season
| 1
|
AEGMR5PKERO7L3IQ6FAJQU32EQXQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Climbing High: A Woman's Account of Surviving the Everest Tragedy | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- Finding It: And Satisfying My Hunger for Life without Opening the Fridge | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Princess Coloring Book (Dover Coloring Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 3.0
- Gangway, Lord, (The) Here Come the Brides Book | Books > Humor & Entertainment > Television | Rating: 5.0
- Betty Crocker's Cook Book for Boys and Girls | Books > Cookbooks, Food & Wine > Cooking Methods | Rating: 2.0
- The Art and Making of Penny Dreadful | Books > Arts & Photography > Decorative Arts & Design | Rating: 5.0
### User's movies History:
- That Thing You Do - Dir. Cut | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
- Thoroughly Modern Millie [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
- Funny Girl | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- Dark Shadows: The Complete Original Series (Deluxe Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Frankenstein - The True Story | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- The Phantom of the Opera at the Royal Albert Hall | Movies & TV > Genre for Featured Categories > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B002ODL4UQ) [Item: B002ODL4UQ] | Unknown | Rating: 3.8
(ID: B004X0UL7A) Complete Susan Polgar - 14 DVD Set - Winning Chess the Easy Way Vol 1 - 13 + Chess for Absolute Beginners | Movies & TV > Movies | Rating: 5.0
(ID: B00X87LSQM) The Oath (English Subtitled) | Documentary > Drama | Rating: 4.0
(ID: B07L8P5NYY) Brian Posehn: 25x2 | Comedy > Arts, Entertainment, and Culture > Joyous | Rating: 3.7
(ID: B0006N5H68) Jamaica Inn [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B07L37PYVZ) [Item: B07L37PYVZ] | Unknown | Rating: 3.3
(ID: B07CMF1GYB) Avengers Infinity War : 3D and 2D Blu-Ray Combo | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 908970230X) Aquarium DVD -Tropical Aquarium 2 Hours of Award Wining Fish Tanks | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B00030AZDE) Crimes of the Heart [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B09G2T859Q) Tyler Perry's House Of Payne | Drama > Comedy > Romance | Rating: 4.3
(ID: B008NNY8HW) Brass Target | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0892B4D83) Toto the Hero [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00ZIQPKFG) [Item: B00ZIQPKFG] | Unknown | Rating: 3.0
(ID: B00315I6DE) Maafa 21: Black Genocide In 21st Century America | Movies & TV > Movies | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0007Y8A5G) Cheers - Five Season Pack: The Complete First Five Seasons | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 3.9
(ID: B007QYOPLS) Les Uns et Les Autres aka Bolero | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.1
(ID: B01GV00NXG) DEATH NOTE ( ENGLISH AUDIO ) - COMPLETE TV SERIES DVD BOX SET ( 1-37 EPISODES) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B01F6R6L40) YU-GI-OH ! 5D'S - COMPLETE TV SERIES DVD BOX SET ( 1-154 EPISODES ) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0172TWW8Y) [Item: B0172TWW8Y] | Unknown | Rating: 4.8
(ID: B09BT7BYFS) [Item: B09BT7BYFS] | Unknown | Rating: 3.6
(ID: B00009ZPU6) The Adventures of Indiana Jones: The Complete DVD Movie Collection (Full Screen Edition) | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B017MI1BZK) [Item: B017MI1BZK] | Unknown | Rating: 2.8
(ID: B01LZ60GKB) [Item: B01LZ60GKB] | Unknown | Rating: 3.1
(ID: B001LKK6WA) Bellydance Pop & Lock - Tribal Fusion Hip-Hop with Elisheva: Belly dancing classes, Tribal fusion belly dance instruction, Hip-hop belly dance fusion how-to | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00KFLUMR0) Main Meri Patni Aur Woh (English Subtitled) | Comedy > Drama > International | Rating: 4.1
(ID: B0009U5CK4) Real Godfathers - Henry Hill Goodfella [Import anglais] | Movies & TV > Movies | Rating: 5.0
(ID: B00OLI769K) [Item: B00OLI769K] | Unknown | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00X8RORQK) The People Under The Stairs [Collector's Edition] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B077TRVWS2) [Item: B077TRVWS2] | Unknown | Rating: 3.1
(ID: 6304489617) Hey Arnold: Urban Adventures | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.2
(ID: B0067GLW5I) [Item: B0067GLW5I] | Unknown | Rating: 4.6
(ID: B00FPH51LQ) [Item: B00FPH51LQ] | Unknown | Rating: 4.5
(ID: B07M5HHZYP) Damini | Action > Drama | Rating: 3.6
(ID: B005IQGKOQ) [Item: B005IQGKOQ] | Unknown | Rating: 4.2
(ID: B007NRAHU6) Sherlock Holmes: A Game of Shadows | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07WDYHH7D) [Item: B07WDYHH7D] | Unknown | Rating: 4.8
(ID: B0125LC7FC) [Item: B0125LC7FC] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0043YXFK6) Desperate Housewives - Complete Seasons 1-6 [DVD] (Season 1 2 3 4 5 6) | Movies & TV > TV | Rating: 3.7
(ID: B000FBFUGS) Mobile Suit Gundam Seed Destiny, Vol. 3. [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00005Q66Z) Puccini: Tosca | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B004Q79EDW) [Item: B004Q79EDW] | Unknown | Rating: 4.5
(ID: B08S43RJVY) [Item: B08S43RJVY] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000MGTUS0) Cobbles Baby! | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B07MHYFQKB) The Divorce Party | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B002SUP3NE) Hell Bent for Leather [Region 2] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.8
(ID: B07GL1ZH73) [Item: B07GL1ZH73] | Unknown | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00CL672AW) [Item: B00CL672AW] | Unknown | Rating: 4.2
(ID: B00DXMSXP6) [Item: B00DXMSXP6] | Unknown | Rating: 3.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00DBT41FC) [Item: B00DBT41FC] | Unknown | Rating: 3.9
(ID: B07L73TNW5) [Item: B07L73TNW5] | Unknown | Rating: 4.5
(ID: B0019BLVE8) WONDERFUL WORLD OF WHEELS DVD host Lloyd Bridges | Movies & TV > Movies | Rating: 4.7
(ID: B009I2XPW6) The High Cost Of Free Love | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.1
(ID: B00023GGAI) Starsky & Hutch - The Complete Second Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: 6304288581) The Wind in the Willows [VHS] | Movies & TV > Featured Categories > Prime Video | Rating: 4.0
(ID: B001DAVU96) The Battles Of Tim Eyman | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B014SVXH7Y) [Item: B014SVXH7Y] | Unknown | Rating: 2.8
(ID: B06XGVB7NK) Major League | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00NEFXBPE) [Item: B00NEFXBPE] | Unknown | Rating: 4.9
(ID: B08KTY2K5S) [Item: B08KTY2K5S] | Unknown | Rating: 4.6
(ID: B00W57VDL6) Dino Dan: Cowboys Vs Dinosaurs | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00EI3YF2E) Yeh Jawaani Hai Deewani - DVD (Hindi Movie / Bollywood Film / Indian Cinema) 2013 | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.6
(ID: B0000B1OFN) The Italian Job (Full Screen Edition) | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B00007K061) The Lotte Berk Method - Basic Essentials [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B004H73S6U) The Yearling (1946) | Drama > Western > Charming | Rating: 4.8
(ID: B01BGDI06U) Betrayed [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B002I41KJQ) Wimbledon 2009 Mens Final - Federer vs Roddick [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B00QH3443I) [Item: B00QH3443I] | Unknown | Rating: 4.0
(ID: B0002IAQG8) The Girl Can't Help It [Region 2] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B07HC3VFFZ) Demon House | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B0002JK76G) Last of the Summer Wine Series 3 & 4 [Region 2 Import - Non USA Format] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B006W594V8) [Item: B006W594V8] | Unknown | Rating: 4.4
(ID: B00M1CFQ8Q) Present, Future, and Past | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00008V2TW) The Little Bear Movie | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B076KR4T5T) [Item: B076KR4T5T] | Unknown | Rating: 2.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0001YF4OC) Doo Wop Gold: Doo Wop 51, Vol. 2 | Movies & TV > Musicals & Performing Arts | Rating: 4.3
(ID: B00G9AVNC4) [Item: B00G9AVNC4] | Unknown | Rating: 3.7
(ID: B01N4GPIXL) [Item: B01N4GPIXL] | Unknown | Rating: 3.6
(ID: 6302191203) Blue Deville [VHS] | Movies & TV > Movies | Rating: 5.0
(ID: B07HBTCPHH) [Item: B07HBTCPHH] | Unknown | Rating: 3.3
(ID: B00003CXPO) Men of Honor [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0001EK9VU) Heaven With The Gates Open Exbury Gardens, England | Movies & TV > Independently Distributed > Special Interests | Rating: 4.4
(ID: B00SPOS5IW) Tilt | Suspense > Drama > Kids | Rating: 2.7
(ID: B0001MZ7K0) Sealab 2021 - Season 1 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B002MQH84G) The Art of Crochet: 4 Kids | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0007LPSTA) Thomas and Friends - Salty's Secret (with Toy) [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00009ZPU6
|
The Adventures of Indiana Jones: The Complete DVD Movie Collection (Full Screen Edition)
| 4
|
AFXV2OCVJYKNHKWEWFK4LVY6K2IA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The 14th Colony: A Novel (Cotton Malone Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Art of Hearing Heartbeats: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Stranger | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- El juego de Ripper (Spanish Edition) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- A Constellation of Vital Phenomena: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- [Item: B009KS5TRW] | Unknown | Rating: 5.0
- [Item: B00MR9UY8A] | Unknown | Rating: 2.0
- [Item: B00JXD2MVU] | Unknown | Rating: 2.0
- [Item: B001OELB40] | Unknown | Rating: 4.0
- Miss Potter | Drama > Romance > Charming | Rating: 5.0
- [Item: B00GD54XCW] | Unknown | Rating: 5.0
- The Good Wife | Drama | Rating: 4.0
- [Item: B00M0BVK4C] | Unknown | Rating: 5.0
- [Item: B006IX9C6G] | Unknown | Rating: 5.0
- [Item: B005DWBNNI] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B08HT255LY) [Item: B08HT255LY] | Unknown | Rating: 4.7
(ID: B00UZOW4OG) [Item: B00UZOW4OG] | Unknown | Rating: 3.9
(ID: B07CGTY13F) [Item: B07CGTY13F] | Unknown | Rating: 4.5
(ID: B093XHTT4Q) [Item: B093XHTT4Q] | Unknown | Rating: 4.5
(ID: B0769ZB9SW) [Item: B0769ZB9SW] | Unknown | Rating: 3.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000679NFU) Regency House Party | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.0
(ID: B005EW4FCS) [Item: B005EW4FCS] | Unknown | Rating: 4.6
(ID: 6302491479) A Chipmunk Christmas [VHS] | Movies & TV > Featured Categories > Prime Video | Rating: 4.3
(ID: B0016A6YXU) Sight-Size and the Art of Seeing | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B07JQ4FX56) [Item: B07JQ4FX56] | Unknown | Rating: 4.6
(ID: B008OWKCD6) [Item: B008OWKCD6] | Unknown | Rating: 4.6
(ID: B01N1X89GS) [Item: B01N1X89GS] | Unknown | Rating: 4.0
(ID: B0000687D7) Bat Thumb | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07PPYNTKR) [Item: B07PPYNTKR] | Unknown | Rating: 4.8
(ID: B0091X6T3O) [Item: B0091X6T3O] | Unknown | Rating: 4.8
(ID: B000FFJVGO) Marx Brothers - Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00LFF8NKS) [Item: B00LFF8NKS] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00G9JJ7IC) [Item: B00G9JJ7IC] | Unknown | Rating: 4.6
(ID: B01K5TJ6NW) [Item: B01K5TJ6NW] | Unknown | Rating: 3.8
(ID: B000QCZAAW) [Item: B000QCZAAW] | Unknown | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00UGQ4W7A) The Longest Day (Two-Disc Collector's Edition) by 20th Century Fox | Movies & TV > Movies | Rating: 4.3
(ID: B00QFPR6RE) Robin Hood | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B001FAYKHS) One Step Beyond 4-DVD Set | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B002KZ3Y88) First Emperor of China - As Seen in Imax Theaters | Documentary > Special Interest | Rating: 3.9
(ID: B01IWNYKTI) [Item: B01IWNYKTI] | Unknown | Rating: 4.2
(ID: B07CHWYZ7R) [Item: B07CHWYZ7R] | Unknown | Rating: 4.2
(ID: B00DMEMX5Q) Silk - Series 1 & 2 [NON-U.S.A. FORMAT: PAL + REGION 2 + U.K. IMPORT] (Season 1 &2) | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B081M6KP8V) [Item: B081M6KP8V] | Unknown | Rating: 4.7
(ID: B01HOJ66WU) The Bodyguard | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.4
(ID: B01BMV0DEI) [Item: B01BMV0DEI] | Unknown | Rating: 4.4
(ID: 6302224349) Possessed | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B001BKZT6I) [Item: B001BKZT6I] | Unknown | Rating: 4.8
(ID: B003I7BXL2) The Legendary Guitar of Michael Schenker | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B00153ZS26) A Love to Keep | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01N2QT1MS) [Item: B01N2QT1MS] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B087629P9S) Strike Witches: First Season [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00AQ96UNG) [Item: B00AQ96UNG] | Unknown | Rating: 4.1
(ID: B081NVJ9F3) [Item: B081NVJ9F3] | Unknown | Rating: 4.2
(ID: B015CVRQCQ) Jobriath - Jobriath A.D. | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B01DFQWPRQ) [Item: B01DFQWPRQ] | Unknown | Rating: 3.1
(ID: B0B6VDHX9W) [Item: B0B6VDHX9W] | Unknown | Rating: 4.6
(ID: B07434HPGY) Death Wish II / Death Wish 3 | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07GW3PMDK) OLAF'S FROZEN ADVENTURE PLUS 6 DISNEY TALES (EXTENDED HOME VIDEO EDITION) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00004S5PV) Death in Granada | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B009XVNCWK) [Item: B009XVNCWK] | Unknown | Rating: 3.5
(ID: B0042ZH8KE) Living Legend: A Rock Legend At A Turning Point | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B0041OYP5C) Fraggle Rock Complete Series Seasons 1-4 DVD Set! | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B00012FNB8) Yoga Cleanse - Lighten Up & Purify - with Ana Brett & Ravi Singh | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B005LOBWA2) Looney Tunes Super Stars: Pepé Le Pew - Zee Best of Zee Best | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000H4TX9I) [Item: B000H4TX9I] | Unknown | Rating: 4.9
(ID: B00ALQV6LA) [Item: B00ALQV6LA] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0000C24N2) Darkness Falls | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B08C36913T) [Item: B08C36913T] | Unknown | Rating: 4.8
(ID: B09S6SV98H) The Commando | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01G9IMIEC) [Item: B01G9IMIEC] | Unknown | Rating: 4.2
(ID: B00CWHWV60) Bellydance Layering Advanced Technique & Practice with Angelique Hanesworth :: Advanced Level belly dance | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07R4WF9WP) Tolkien 2019 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B07J9JYV9D) [Item: B07J9JYV9D] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01LYTQ95S) [Item: B01LYTQ95S] | Unknown | Rating: 3.6
(ID: B07N1VR2ZJ) [Item: B07N1VR2ZJ] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00FEB0F50) [Item: B00FEB0F50] | Unknown | Rating: 4.5
(ID: B009RNK12S) The Phynx | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B007QA39Z0) [Item: B007QA39Z0] | Unknown | Rating: 3.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B06XR86M8C) [Item: B06XR86M8C] | Unknown | Rating: 3.9
(ID: B003OYWAAM) [Item: B003OYWAAM] | Unknown | Rating: 4.8
(ID: B009JZWFCS) [Item: B009JZWFCS] | Unknown | Rating: 4.1
(ID: B000KF0DDO) National Lampoon's TV: The Movie | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00HON6ZD2) [Item: B00HON6ZD2] | Unknown | Rating: 4.7
(ID: B00HF7YR2S) Dreamchaser: In Concert | Movies & TV > Movies | Rating: 4.2
(ID: B00INMLW4K) Sankofa | Movies & TV > MOD CreateSpace Video | Rating: 2.8
(ID: B091F5QK1B) The Great War of Archimedes [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B079DK7TB1) [Item: B079DK7TB1] | Unknown | Rating: 4.8
(ID: B07GN68HKR) [Item: B07GN68HKR] | Unknown | Rating: 4.4
(ID: B01KIXE45K) [Item: B01KIXE45K] | Unknown | Rating: 4.6
(ID: B00005ASP5) Dumbarton Bridge | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B076VY91FJ) Jeepers Creepers Collection [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.1
(ID: B000BVNS8O) El Beso Del Sueno/Dream Kiss | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B008Y6VFR4) [Item: B008Y6VFR4] | Unknown | Rating: 4.7
(ID: B00012QLUA) Cardcaptors: Tests of Courage - Volume 1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.1
(ID: B000GUJZF0) The Magus [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.6
(ID: B00A9XDFM8) [Item: B00A9XDFM8] | Unknown | Rating: 4.7
(ID: B01M0RYNI8) [Item: B01M0RYNI8] | Unknown | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00N5ND2IQ) Exhibition | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B0045HAE8C) [Item: B0045HAE8C] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01EN8FBG2
|
[Item: B01EN8FBG2]
| 5
|
AHHAYGDLM5OV3GKQF3ZLIYSRB2TQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Hamburger Hill | Books > History > Americas | Rating: 5.0
- The Devil May Dance: A Novel (Charlie and Margaret Marder Mystery, 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- College Weekend (Fear Street) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Creepshow | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
- Under the Dome: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Elevation | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Stronger Together: A Blueprint for America's Future | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- Hard Choices: A Memoir | Books > Biographies & Memoirs > Community & Culture | Rating: 1.0
### User's movies History:
- The Dark Knight (4K Ultra HD) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Saw III (Unrated) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.0
- Jigsaw [Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.0
- [Item: B09KVCL8ZH] | Unknown | Rating: 3.0
- [Item: B009CFY7HQ] | Unknown | Rating: 4.0
- [Item: B002C50SZS] | Unknown | Rating: 4.0
- The Scooby-Doo Show | Comedy > Animation > Suspense | Rating: 4.0
- Halloween Ends | Movies & TV > Genre for Featured Categories > Horror | Rating: 1.0
- Shameless | Comedy > Drama | Rating: 2.0
- [Item: B003ZSB40E] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 6305882606) HAROLD & MAUDE | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: B07144KL1Q) [Item: B07144KL1Q] | Unknown | Rating: 1.0
(ID: B00000IBXY) World of Tomorrow VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B001D40U5M) Top Gear - Polar Special - Directors Cut Region Free | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B09JRYHJLJ) [Item: B09JRYHJLJ] | Unknown | Rating: 2.6
(ID: B003BNO9GE) The Outer Limits - The Complete First Season | Movies & TV > TV | Rating: 4.3
(ID: B09PRM9SDT) [Item: B09PRM9SDT] | Unknown | Rating: 4.4
(ID: B0042TDD9K) [Item: B0042TDD9K] | Unknown | Rating: 3.5
(ID: B072YWFDGN) [Item: B072YWFDGN] | Unknown | Rating: 3.7
(ID: B0001KUE6Y) Django Kill - If You Live, Shoot! | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00JKOAOMQ) [Item: B00JKOAOMQ] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000063UQV) Zatoichi the Blind Swordsman, Vol. 2 - The Tale of Zatoichi Continues | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00HM7TO38) Cello Recital | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B004H0M35O) From Headquarters [Remaster] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B001VB8U90) THE GENIUS OF CHARLES DARWIN | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B00BKVIOWO) Aim High | Suspense > Drama > Adventure | Rating: 4.0
(ID: B0769C6RNP) [Item: B0769C6RNP] | Unknown | Rating: 4.6
(ID: B005LVH4W0) Pianomania: Live From the Tokyo Dome | Movies & TV > Movies | Rating: 3.0
(ID: B095MV2GJM) [Item: B095MV2GJM] | Unknown | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00NVS8TRE) Archive of World War Two - The Fighting Lady - Color | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01MS27FBJ) [Item: B01MS27FBJ] | Unknown | Rating: 4.4
(ID: B01CDV6GZG) [Item: B01CDV6GZG] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00H6AK7DW) [Item: B00H6AK7DW] | Unknown | Rating: 3.7
(ID: B0082347KQ) [Item: B0082347KQ] | Unknown | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00JZHQ3DW) [Item: B00JZHQ3DW] | Unknown | Rating: 3.4
(ID: B06W2GCN42) Ben (Bluray/DVD Combo) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B008ULRY78) [Item: B008ULRY78] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B004YXDGYG) Serotonin Rising | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.1
(ID: B0B2HC85P7) Death in Paradise: Season Eleven (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B08MBW4MCY) [Item: B08MBW4MCY] | Unknown | Rating: 3.5
(ID: B07624TC8J) EastSiders Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 0783110839) Dead Silence | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00005221G) Buffy The Vampire Slayer - Volume 3 - Graduation Day 1 & 2 VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00O1DIV4O) [Item: B00O1DIV4O] | Unknown | Rating: 4.3
(ID: B07H3DBTB5) Devil's Breath | Documentary > Special Interest | Rating: 3.6
(ID: B08X9W5Q7R) [Item: B08X9W5Q7R] | Unknown | Rating: 4.2
(ID: B00JWWUNHW) [Item: B00JWWUNHW] | Unknown | Rating: 3.0
(ID: B0078JNFQC) [Item: B0078JNFQC] | Unknown | Rating: 4.8
(ID: B08BCR5D3G) Dirk Gently: Holistic Detective Agency - the Complete BBC Series Blu-ray Collection (the Complete First & Second Seasons // Season 1 & Season 2) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0011YZVOO) Rarescope Double Feature Shaolin vs. Ninja & Shaolin vs. Tai Chi [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B001L58000) Ghost Town | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01IUU437W) Men Body Slimming Tummy Shaper Belly Underwear shapewear Waist Girdle shirt Vest // Black //Size:L | Movies & TV > TV | Rating: 3.0
(ID: B01FYC3XMU) [Item: B01FYC3XMU] | Unknown | Rating: 2.3
(ID: B00ZVEC6QQ) [Item: B00ZVEC6QQ] | Unknown | Rating: 4.6
(ID: B008DWG0T2) Leonard Bernstein Conducts Beethoven String Quartet No. 16 & Haydn Missa in Tempore Belli [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B075DK39T8) [Item: B075DK39T8] | Unknown | Rating: 4.5
(ID: B0002I82YQ) The Little Drummer Boy [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B000YDKA1W) Sesame Street Double Feature: 123 Count with Me / Learning About Letters [DVD] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07448283Z) [Item: B07448283Z] | Unknown | Rating: 4.3
(ID: B01LFSJERA) [Item: B01LFSJERA] | Unknown | Rating: 4.8
(ID: 0783223218) The Jackal | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00ZYTOBCU) [Item: B00ZYTOBCU] | Unknown | Rating: 4.6
(ID: B0028SVY2K) The Backyardigans: Singing Sensation! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B01AMUSC6Q) [Item: B01AMUSC6Q] | Unknown | Rating: 4.8
(ID: B000I0S53Q) Camping -Edition 2 DVD | Movies & TV > Movies | Rating: 4.5
(ID: B00DNYXUUC) [Item: B00DNYXUUC] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B09LSPWZJP) [Item: B09LSPWZJP] | Unknown | Rating: 4.1
(ID: B00005K22Y) Karen Voight - Pilates - Abdominals & Back [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B007ZMG1XQ) [Item: B007ZMG1XQ] | Unknown | Rating: 4.8
(ID: B09KNJ1LV8) [Item: B09KNJ1LV8] | Unknown | Rating: 3.0
(ID: B083C4Z58D) [Item: B083C4Z58D] | Unknown | Rating: 4.8
(ID: B0086746FY) 3D Mystic Mountains [Blu-ray 3D] and 4 3D Glasses Pack | Movies & TV > Featured Categories > Blu-ray | Rating: 3.6
(ID: 6302034612) More Candid Candid Camera [VHS] | Movies & TV > Featured Categories | Rating: 4.6
(ID: B00C4M9J6S) [Item: B00C4M9J6S] | Unknown | Rating: 3.8
(ID: B00F3TCFD8) Captain America: First Avenger 3D BD [Blu-ray] [Region Free] [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07VKQMP61) [Item: B07VKQMP61] | Unknown | Rating: 4.5
(ID: B004BM57HE) Arthur and the Curse of the Rain Sorceress | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00ESGYQWA) [Item: B00ESGYQWA] | Unknown | Rating: 4.5
(ID: B07MGSGK67) [Item: B07MGSGK67] | Unknown | Rating: 4.3
(ID: B000X97VUU) Quartermass and the Pit | Movies & TV > Movies | Rating: 4.5
(ID: B000BHHVNQ) Hitchhiker's Guide to the Galaxy (Dbl DVD) (Repackaged) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07NMZMQ1L) [Item: B07NMZMQ1L] | Unknown | Rating: 3.2
(ID: B07SVK1RC4) Porterhouse Blue | Unknown | Rating: 4.4
(ID: B00DC3P3RC) [Item: B00DC3P3RC] | Unknown | Rating: 4.6
(ID: B07DD574YJ) The Outback | Movies & TV > PBS > All | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00CF2TDBI) [Item: B00CF2TDBI] | Unknown | Rating: 4.5
(ID: B00NNQJKG8) Catch Hell | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00FS30WGQ) Modern Family: Season 1-4 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.2
(ID: B001FWY09E) FULL CONFIDENCE Overcoming fear with the Power of Love | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00DWFWA8U) Cars 2 | Movies & TV > Movies | Rating: 4.7
(ID: B07KFNNM2Z) [Item: B07KFNNM2Z] | Unknown | Rating: 4.2
(ID: B06XCR1BC4) [Item: B06XCR1BC4] | Unknown | Rating: 4.0
(ID: B084D1BLD2) [Item: B084D1BLD2] | Unknown | Rating: 3.9
(ID: B00HLTDA3C) The Loft | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.4
(ID: B004XC5LM8) Waking Madison | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07MGSGK67
|
[Item: B07MGSGK67]
| 3
|
AGTCVTL7L5OTKAONQKFPPVHI7JWQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Big Nine: How the Tech Titans and Their Thinking Machines Could Warp Humanity | Books > Computers & Technology > Computer Science | Rating: 1.0
- Supreme Command: Soldiers, Statesmen, and Leadership in Wartime | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Martian | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- American Civil War Railroad Tactics (Elite) | Books > History > Americas | Rating: 4.0
- Meltdown: A Free-Market Look at Why the Stock Market Collapsed, the Economy Tanked, and Government Bailouts Will Make Things Worse | Books > Business & Money > Economics | Rating: 1.0
### User's movies History:
- [Item: B088C3XZCY] | Unknown | Rating: 1.0
- AZUR LANE - The Complete Series | Movies & TV > Blu-ray > TV | Rating: 1.0
- [Item: B00ENBSL30] | Unknown | Rating: 5.0
- The Simpsons - Treehouse of Horror | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- American Experience - Transcontinental Railroad [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.0
- Spy | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- [Item: B005OT2YVA] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01IWI8H38) [Item: B01IWI8H38] | Unknown | Rating: 3.7
(ID: B00005RY9P) Muhammad Ali - The Whole Story [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B08FJ9WV53) New Tricks | Suspense > Comedy > Drama | Rating: 3.6
(ID: B0000WN1P4) Bogus | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00ZZMIH9E) [Item: B00ZZMIH9E] | Unknown | Rating: 3.6
(ID: B00IITS8PO) Second Opinion: Laetrile At Sloan-Kettering | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07WCQD37K) [Item: B07WCQD37K] | Unknown | Rating: 4.2
(ID: B078Z72VWQ) [Item: B078Z72VWQ] | Unknown | Rating: 3.4
(ID: B00BSXGJK8) Trek Ireland in County Clare - Treadmill Walking Workout Video | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00014NF2U) Luxury Trains of the World: The South Orient Express | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B002JHD9D2) Tales from the Cryptkeeper: Season 1 - Pleasant Screams | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00BG4VUA8) [Item: B00BG4VUA8] | Unknown | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07KJR5WFW) [Item: B07KJR5WFW] | Unknown | Rating: 3.3
(ID: B009EF8UG8) Freedom 50/50 | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.0
(ID: B07T1J6KD6) Akashic Records of Bastard Magic Instructor: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B07Y8RW1GJ) [Item: B07Y8RW1GJ] | Unknown | Rating: 3.8
(ID: B073L8PGX6) Mobile Suit Zeta Gundam: A New Translation Collection | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B08N59CXFS) [Item: B08N59CXFS] | Unknown | Rating: 2.8
(ID: B00A144O70) Sling Blade/ Monsters Ball - Double Feature [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B07BXSQPFN) [Item: B07BXSQPFN] | Unknown | Rating: 3.4
(ID: B00C34277K) [Item: B00C34277K] | Unknown | Rating: 5.0
(ID: B000OCZA0E) Because I Said So (Full Screen Edition) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B01LRM07IO) [Item: B01LRM07IO] | Unknown | Rating: 3.8
(ID: B006MPFJYY) [Item: B006MPFJYY] | Unknown | Rating: 2.4
(ID: B00BXZJJMQ) [Item: B00BXZJJMQ] | Unknown | Rating: 4.8
(ID: B00O65XKW0) [Item: B00O65XKW0] | Unknown | Rating: 4.7
(ID: B0BYPBGNQP) The Last of Us: The Complete First Season [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B008JSOWOU) [Item: B008JSOWOU] | Unknown | Rating: 4.8
(ID: B00OB3OCXI) [Item: B00OB3OCXI] | Unknown | Rating: 2.6
(ID: B07KZKCF1W) Bohemian Rhapsody [DVD] | Movies & TV > Movies | Rating: 4.8
(ID: B00008EY76) The Three Stooges - Fancy Mixed Nyucks (Curly Classics / All the World's a Stooge) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B08BF6M3K3) Blazing Saddles: 40th Anniversary Edition | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00M8CAAZS) [Item: B00M8CAAZS] | Unknown | Rating: 4.3
(ID: B009XSZSL6) [Item: B009XSZSL6] | Unknown | Rating: 4.7
(ID: B01KWK56H4) Prison School: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B002U573W6) Ninja Assassin 2010 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B001QEH4YY) [Item: B001QEH4YY] | Unknown | Rating: 4.8
(ID: 0792838505) Lawman (1971) Deluxe Widescreen Edition [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B000BGS8W0) Models In Motion | Movies & TV > Movies | Rating: 3.6
(ID: B00449MIZ8) Chubasco | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01E7V0QEC) Mango Tree | Comedy > Drama > International | Rating: 3.6
(ID: B00003CXIV) Battlefield Earth [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0037BBKYE) Roads to Memphis | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B01DKTCAN2) First Hundred Years, The 1938 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002I1VA9E) [Item: B002I1VA9E] | Unknown | Rating: 4.4
(ID: B06XGVDFY3) Lassie/ Andre/ Black Beauty - 3-Movie Collection | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00GBJTK64) Roxette Live Travelling the World | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B001IDOPYU) The Wizard of Oz (Import - English - All Regions) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00N0MQCXE) [Item: B00N0MQCXE] | Unknown | Rating: 4.7
(ID: B09M7W3Z74) [Item: B09M7W3Z74] | Unknown | Rating: 4.5
(ID: B00006LPC8) Lightning Over Water | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B00EP4ET9A) [Item: B00EP4ET9A] | Unknown | Rating: 3.8
(ID: B004D9TL5Y) [Item: B004D9TL5Y] | Unknown | Rating: 4.6
(ID: B0007TKGA8) The Abs Diet Workout [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00N1Q5M9E) [Item: B00N1Q5M9E] | Unknown | Rating: 4.4
(ID: B005F96UQ4) Bedlam: Season 1 | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B009NWTCAK) [Item: B009NWTCAK] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0BRRSPDHP) House Party (2022) [Blu-ray] [DVD] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B082J6XWYY) [Item: B082J6XWYY] | Unknown | Rating: 4.2
(ID: B001MLZNLW) Guarding Tess/It Could Happen To You | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0034H79OQ) [Item: B0034H79OQ] | Unknown | Rating: 3.8
(ID: B0BGMNWKCF) Call Jane [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000YBKO6U) Bruce Willis Triple feature (The Fifth Element / Tears of the Sun / Hudson Hawk) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B007EMC5KA) [Item: B007EMC5KA] | Unknown | Rating: 4.8
(ID: B01KWKBW0O) Baked in Brooklyn [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B00724KHTQ) [Item: B00724KHTQ] | Unknown | Rating: 3.0
(ID: B08NRLRC67) [Item: B08NRLRC67] | Unknown | Rating: 3.7
(ID: B01GF0RMJ0) [Item: B01GF0RMJ0] | Unknown | Rating: 2.8
(ID: B0012DNCCW) [Item: B0012DNCCW] | Unknown | Rating: 4.7
(ID: B01KPVXRXA) The Boys of Zummer Tour: Live in Chicago | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00WTH0V2E) [Item: B00WTH0V2E] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B013DS3COG) The Divergent Series: Insurgent | Science Fiction > Suspense > Exciting | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0036APHQS) Nim's Island & Mr Magorium's Wonder Emporium | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B07G3Y72G4) [Item: B07G3Y72G4] | Unknown | Rating: 3.8
(ID: B000G8NY4A) Gigantour | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.3
(ID: B0B8N2R58B) [Item: B0B8N2R58B] | Unknown | Rating: 4.8
(ID: B00PXUCQN6) All Relative | Comedy > Drama > Romance | Rating: 4.1
(ID: B01GW5QEJM) [Item: B01GW5QEJM] | Unknown | Rating: 4.9
(ID: B01C6FB334) [Item: B01C6FB334] | Unknown | Rating: 4.2
(ID: B00U374826) [Item: B00U374826] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6302732778) Blade Runner | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.6
(ID: B004MPCRFA) The Chicago Code | Drama > Action | Rating: 4.7
(ID: B0000296R0) The Legend of the Wolf AKA The New Big Boss | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B07VP9W6L6) [Item: B07VP9W6L6] | Unknown | Rating: 4.5
(ID: B0194VJ9CK) [Item: B0194VJ9CK] | Unknown | Rating: 2.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0B8N2R58B
|
[Item: B0B8N2R58B]
| 5
|
AF5LEPNOVR2ZYPBFCSSK5NK2C6EA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Baby Faces Peekaboo!: With Mirror, Touch-and-Feel, and Flaps | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Handyman In-Your-Pocket | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 2.0
- Revenge: Eleven Dark Tales | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Free: The Future of a Radical Price | Books > Business & Money > Economics | Rating: 2.0
- The Night Circus | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Borgias and Their Enemies: 1431-1519 | Books > Biographies & Memoirs > Historical | Rating: 4.0
- The Complete Practitioner's Guide to the Bond Market (McGraw-Hill Finance & Investing) | Books > Business & Money > International | Rating: 4.0
### User's movies History:
- In Treatment: Season 2 | Movies & TV > HBO > All HBO Titles | Rating: 4.0
- District 9 (Two-Disc Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
- X-Men: The Last Stand (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.0
- Casino Royale (Two-Disc Widescreen Edition) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
- Session 9 [DVD] | Movies & TV > Studio Specials > Focus Features | Rating: 4.0
- Sleeper Cell: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 5.0
- Reno 911!: Season 4 (Uncensored) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00R8K7OM2) [Item: B00R8K7OM2] | Unknown | Rating: 4.6
(ID: B009CG1BW4) [Item: B009CG1BW4] | Unknown | Rating: 4.6
(ID: B002QP9N2I) [Item: B002QP9N2I] | Unknown | Rating: 2.8
(ID: B00MMRFB9Y) It Happened In Broad Daylight Es Geschah Am Hellichten Tag | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00KSQTTZS) [Item: B00KSQTTZS] | Unknown | Rating: 3.7
(ID: B00IJUSF14) [Item: B00IJUSF14] | Unknown | Rating: 4.2
(ID: B000MGBLGE) Jamie King- Rock Your Body | Movies & TV > Independently Distributed > Sports | Rating: 3.9
(ID: B0006OA992) Streamer Fishing For Trophy Trout with Kelly Galloup | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B0797M6R8B) [Item: B0797M6R8B] | Unknown | Rating: 4.3
(ID: B07CP3LW1Y) [Item: B07CP3LW1Y] | Unknown | Rating: 4.1
(ID: B005DQ29PA) [Item: B005DQ29PA] | Unknown | Rating: 4.4
(ID: B08JPBMFVL) Easy Suspension Strap Workout | Special Interest | Rating: 5.0
(ID: B07YCYRL2L) [Item: B07YCYRL2L] | Unknown | Rating: 4.5
(ID: B00UTTS3NS) [Item: B00UTTS3NS] | Unknown | Rating: 4.5
(ID: B00OGLIAEW) Pokemon the Series: XY | Kids > Anime | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01MQVNWEL) Magic Knight Rayearth Complete Collection Blu Ray [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00MR9VDDA) [Item: B00MR9VDDA] | Unknown | Rating: 4.5
(ID: B073XNC9LZ) Cars 3 [Blu-ray] [2017] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B01IWQF4MC) [Item: B01IWQF4MC] | Unknown | Rating: 4.3
(ID: B018CZ2F5C) [Item: B018CZ2F5C] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0000V46SG) Thief Undercover [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B000W453IS) [Item: B000W453IS] | Unknown | Rating: 4.6
(ID: B072W8JQMM) He's With Me: Seasons 1 & 2 | Movies & TV > Genre for Featured Categories > LGBT | Rating: 4.5
(ID: B06Y1X2N5F) Huckleberry Hound: Vol. 1 (Repackaged/DVD) | Movies & TV > Hanna-Barbera | Rating: 4.7
(ID: B07L8M4ZCC) [Item: B07L8M4ZCC] | Unknown | Rating: 3.4
(ID: 156158889X) Wood Carving Basics | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07VBBMTR7) [Item: B07VBBMTR7] | Unknown | Rating: 3.7
(ID: B00DZSWI4A) State of Mind: The Psychology of Control | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B07RZV5BF8) [Item: B07RZV5BF8] | Unknown | Rating: 3.9
(ID: B008I34YKS) Air Hawks | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000BYA4EM) Sesame Beginnings: Make Music Together | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.5
(ID: B00006SFJ5) Detour | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B0001I56FK) A High Wind in Jamaica | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B00T7MDYTG) WATERWORLD-20TH ANNIVERSARY SKU 1995 Region Free | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000228EZY) VeggieTales - The Bumblyburg Superhero Value 4-Pack [DVD] | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.4
(ID: B07QTWJ6WW) [Item: B07QTWJ6WW] | Unknown | Rating: 4.8
(ID: B00E9PXEAU) [Item: B00E9PXEAU] | Unknown | Rating: 4.4
(ID: B06VVHW13C) Mary Higgins Clark 5 Films | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00JAD6BAG) 10-Movie Action Collection V.8 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B007RAE6TC) [Item: B007RAE6TC] | Unknown | Rating: 4.7
(ID: B01D0JFDGS) [Item: B01D0JFDGS] | Unknown | Rating: 4.5
(ID: B079KJBPZJ) [Item: B079KJBPZJ] | Unknown | Rating: 3.6
(ID: B01MST8CGF) [Item: B01MST8CGF] | Unknown | Rating: 4.6
(ID: B00AF7XCKI) Merlin: Season 1 | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B01N30JFZX) Postcards from the Edge | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B000JHN3E4) Fighting Arts of Indonesia | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002FFVDSQ) [Item: B002FFVDSQ] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6303947166) Invaders VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.7
(ID: B09PFHXGN9) [Item: B09PFHXGN9] | Unknown | Rating: 4.5
(ID: B07DNY7MHW) Grace Jones: Bloodlight and Bami | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0030GBSXY) Flick's Chicks | Movies & TV > Independently Distributed > Comedy | Rating: 3.6
(ID: B00J2PQYY0) Judex (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B000G5R96C) Pancho Villa [1972] / Navajo Joe [1966] (Wild West Box, vol 1) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.6
(ID: B0063M71QU) [Item: B0063M71QU] | Unknown | Rating: 4.0
(ID: B0019BI11Y) My Faraway Bride | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00C03B8QA) Jesus | Drama | Rating: 4.0
(ID: B0190K5P7I) [Item: B0190K5P7I] | Unknown | Rating: 4.4
(ID: B0006GD2NA) Rayitos Del Saber - Las Formas | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.0
(ID: B00BQGMN7K) [Item: B00BQGMN7K] | Unknown | Rating: 2.2
(ID: B0000CABHD) Boo! The Movie | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.7
(ID: 0615399398) dalene's Smart Raw Food Method | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B009DM5DOO) [Item: B009DM5DOO] | Unknown | Rating: 2.2
(ID: B00004Y3OQ) The idiots | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.0
(ID: B00A0R42L6) [Item: B00A0R42L6] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00005U8QY) Scott Cole's Discover Tai Chi for Beginners - Workout Essentials w/Booklet [VHS] | Movies & TV > Yoga > Tai Chi | Rating: 3.9
(ID: B01M2XAYNG) [Item: B01M2XAYNG] | Unknown | Rating: 3.3
(ID: B00THFHLQ0) [Item: B00THFHLQ0] | Unknown | Rating: 3.9
(ID: B08TFYJFNY) Giants Being Lonely | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00RJESI22) [Item: B00RJESI22] | Unknown | Rating: 3.9
(ID: B00AR0ZD9Q) WILLOW | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00CO9JPOC) Awkward: Season 3, Part 1 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: 1573623342) Pinocchio's Revenge | Movies & TV > Featured Categories | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0B8M326TT) [Item: B0B8M326TT] | Unknown | Rating: 4.5
(ID: B000AOMTUA) The Fringe Dwellers | Movies & TV > Movies | Rating: 3.8
(ID: B0009MAON2) Wise Man's Grandchild: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00K034G34) Artistic Worship - DVD - Lynn M. Hayden | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000056N7I) Levitation | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B06XKT2SJC) Operation Mekong [DVD+Blu-ray Combo] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B01CBHNXTY) [Item: B01CBHNXTY] | Unknown | Rating: 4.7
(ID: B00B0K9SIY) [Item: B00B0K9SIY] | Unknown | Rating: 3.9
(ID: B000XFVIOO) Days of Darkness | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.5
(ID: B01N703WAA) The Tunnel: Sabotage, Season 2 DVD | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00006K04R) X | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B01GW69BU0) [Item: B01GW69BU0] | Unknown | Rating: 3.8
(ID: B00FW02RTK) Donnie Brasco / We Own the Night - Set [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00MR9VDDA
|
[Item: B00MR9VDDA]
| 5
|
AH2IQ37VQ52BDBHWLAZ2WRF6WVCQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Odd Apocalypse: An Odd Thomas Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Turning Angel: A Novel (Penn Cage Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Kiss (Witch & Wizard, 4) | Books > Teen & Young Adult > Literature & Fiction | Rating: 4.0
- DEAD OF WINTER (Louis Kincaid Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Corktown (Abby Kane FBI Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B01GPQPBYM] | Unknown | Rating: 4.0
- Star Wars: The Complete Saga (Episodes I-VI) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- [Item: B016ZPGJPI] | Unknown | Rating: 2.0
- [Item: B00MR9UY8A] | Unknown | Rating: 1.0
- [Item: B00X8UKOUK] | Unknown | Rating: 2.0
- [Item: B01347T9O8] | Unknown | Rating: 1.0
- [Item: B00V4JKHGS] | Unknown | Rating: 3.0
- [Item: B00HY7VU60] | Unknown | Rating: 3.0
- [Item: B00RSI66B4] | Unknown | Rating: 3.0
- Gordon Family Tree | Comedy > Kids > Adventure | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00ARWX66Q) Dr Alien | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B07RS8ZTH3) Alphaville aka Alphaville, une étrange aventure de Lemmy Caution | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B092LF3F12) [Item: B092LF3F12] | Unknown | Rating: 2.7
(ID: B00B99LWSK) [Item: B00B99LWSK] | Unknown | Rating: 3.8
(ID: B006U3MY7S) [Item: B006U3MY7S] | Unknown | Rating: 4.6
(ID: B008FA5G10) Qi GOng Deeper Flow | Movies & TV > Movies | Rating: 5.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 0974067601) Daniel Boone and the Westward Movement: The Story of the Westward Migration through the Cumberland Gap | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B01N6NDUH3) Miss Hokusai [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07T7ZYKTT) [Item: B07T7ZYKTT] | Unknown | Rating: 4.7
(ID: B0035YJVOE) [Item: B0035YJVOE] | Unknown | Rating: 3.5
(ID: B002OMIKLI) The Biggest Loser: Last Chance Workout [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B004DR5DDU) Franklin Triple Feature - Franklin the Fabulous / Franklin's Reading Club / Franklin and the Gloomy Day | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00O8NQ1H6) A Haunting at Preston Castle | Suspense > Horror | Rating: 2.6
(ID: B0079VGDZY) [Item: B0079VGDZY] | Unknown | Rating: 3.3
(ID: B075MRS9H6) [Item: B075MRS9H6] | Unknown | Rating: 3.4
(ID: B087ZN9M6J) [Item: B087ZN9M6J] | Unknown | Rating: 4.4
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00P8RHBLQ) [Item: B00P8RHBLQ] | Unknown | Rating: 4.2
(ID: B00004VVNB) Logan's Run [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00BTYIHWO) That Was Then... This is Now | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0090V4IPI) High Time | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B09DRMWTFD) [Item: B09DRMWTFD] | Unknown | Rating: 3.8
(ID: B00006JMPZ) Leon Russell - A Song for You | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B0007Y08M4) Macarthur | Movies & TV > PBS > All | Rating: 4.7
(ID: B073V8PQ22) [Item: B073V8PQ22] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B008PZYMVK) [Item: B008PZYMVK] | Unknown | Rating: 4.6
(ID: B06ZY8MZHH) Broadmoor: A History of the Criminally Insane | Documentary > Special Interest > Bleak | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00XOX6HLQ) [Item: B00XOX6HLQ] | Unknown | Rating: 4.7
(ID: B06VWKGRLL) [Item: B06VWKGRLL] | Unknown | Rating: 2.1
(ID: B078HNWWV5) [Item: B078HNWWV5] | Unknown | Rating: 4.1
(ID: B08DCH8N99) [Item: B08DCH8N99] | Unknown | Rating: 4.8
(ID: B009BZN8MW) [Item: B009BZN8MW] | Unknown | Rating: 4.4
(ID: B001JHE5X6) [Item: B001JHE5X6] | Unknown | Rating: 3.6
(ID: B0012SCHZK) [Item: B0012SCHZK] | Unknown | Rating: 4.4
(ID: B00HEBUGV6) [Item: B00HEBUGV6] | Unknown | Rating: 4.4
(ID: 1419861190) The Dark Knight | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B01G1RCLLG) The Man in 3b | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0029EW7BA) Messengers 2: The Scarecrow | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00AM4DGDC) [Item: B00AM4DGDC] | Unknown | Rating: 4.8
(ID: B0791TTBFR) [Item: B0791TTBFR] | Unknown | Rating: 4.7
(ID: B0B8TP4TX3) [Item: B0B8TP4TX3] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B077P8K3ZZ) WINTERHAWK (BLU-RAY) - MOVIE | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B07DB3MQ59) [Item: B07DB3MQ59] | Unknown | Rating: 3.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004WO9OMA) According to Jim: Season 4 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00OWTY2U4) [Item: B00OWTY2U4] | Unknown | Rating: 4.5
(ID: 1620337142) Join As You Go Knitting | Movies & TV > Movies | Rating: 5.0
(ID: B00S0DW386) Sgt. Bilko - The Phil Silvers Show: Season 2 | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B08KQ8CMDY) [Item: B08KQ8CMDY] | Unknown | Rating: 4.8
(ID: B000AQ69QI) Japan's War in Colour | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B0001Y4N2Q) The Best of Patti LaBelle DVD Collection (20th Century Masters) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B07DJ28MS7) Color of Night (1994) (2-Disc Special Edition) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.3
(ID: B002SKOZ2O) [Item: B002SKOZ2O] | Unknown | Rating: 3.9
(ID: B001GZ6QBU) The Dark Knight (Full-Screen Single-Disc Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0011D1PZY) Candyman/Pumpkinhead: Ashes to Ashes | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B009MYZAXM) [Item: B009MYZAXM] | Unknown | Rating: 3.5
(ID: B007SOT2MS) [Item: B007SOT2MS] | Unknown | Rating: 3.7
(ID: B002719X58) [Item: B002719X58] | Unknown | Rating: 4.6
(ID: B08BYYG3R1) [Item: B08BYYG3R1] | Unknown | Rating: 2.3
(ID: B079NKFR6Z) [Item: B079NKFR6Z] | Unknown | Rating: 3.9
(ID: B074KPQJPB) [Item: B074KPQJPB] | Unknown | Rating: 4.8
(ID: B000JMK6GW) Pariah | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: 6302517079) Critters 2 VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0984PC2JG) [Item: B0984PC2JG] | Unknown | Rating: 4.8
(ID: B09YKQLVZB) The Bad Guys (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000U7CZA6) PARIS: City of Light | Movies & TV > Independently Distributed > Documentary | Rating: 3.5
(ID: B003ASLJQS) Mystic River | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00ITKT1SU) [Item: B00ITKT1SU] | Unknown | Rating: 4.5
(ID: 6303110134) Fitness Pros: Circuit VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B0071LEJLW) Reuniting the Rubins | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00FEB77NI) [Item: B00FEB77NI] | Unknown | Rating: 4.8
(ID: B07NQP1FMS) The Chronicles of Narnia: Complete Movie Trilogy Blu-ray Bundle (The Lion, the Witch and the Wardrobe / Prince Caspian / Voyage of the Dawn Treader) + Bonus Art Card | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07M67QPSZ) [Item: B07M67QPSZ] | Unknown | Rating: 4.8
(ID: B07HCCWWZP) The Song of Sway Lake | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B087JF1693) [Item: B087JF1693] | Unknown | Rating: 5.0
(ID: B0B8S3MJPN) [Item: B0B8S3MJPN] | Unknown | Rating: 3.4
(ID: B00OH8TPQQ) [Item: B00OH8TPQQ] | Unknown | Rating: 4.7
(ID: B0B6GYDPJT) Lonesome Dove - 4 Miniseries Collection (Lonesome Dove/Return to Lonesome Dove/Streets of Laredo/Dead Man's Walk) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00005RIXL) Verdi - Luisa Miller / Jacques Lassalle · Maurizio Arena · June Anderson · Opéra de Lyon | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.9
(ID: B0B6D73BPX) [Item: B0B6D73BPX] | Unknown | Rating: 2.5
(ID: B0009YBY3E) 18 Buddha Hands Qigong-DVD | Movies & TV > Independently Distributed > Special Interests | Rating: 3.6
(ID: B0025AY3X8) The Spectacular Spider-Man: Volume One | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000W212RG) Gunnar Peterson's Core Secrets: Head To Toe Extended Version! | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001O1UIDS) Little Wings - Short Film on DVD | Movies & TV > Movies | Rating: 4.5
(ID: 0783200870) Private School for Girls [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B000C1VAY2) Wedding Peach - Season One | Movies & TV > Boxed Sets > Anime | Rating: 5.0
(ID: B000059HBZ) The Stars' Caravan | Movies & TV > Featured Categories > DVD | Rating: 2.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0012SCHZK
|
[Item: B0012SCHZK]
| 2
|
AGE4N42FSBV6TW5YCXM6KNYN2F2A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Lord of the Rings Illustrated (Tolkien Illustrated Editions) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Currahee! | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- Firefly: Generations | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- THE COMPLETE CHRONICLES OF CONAN. (CENTENARY EDITION). Hardcover – 2006-EBID:142386505226 | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Better Off Dead: A Jack Reacher Novel | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Subpar Parks: America's Most Extraordinary National Parks and Their Least Impressed Visitors | Books > Arts & Photography > History & Criticism | Rating: 4.0
- The Big Book of Sherlock Holmes Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 3.0
- Ivory Vikings: The Mystery of the Most Famous Chessmen in the World and the Woman Who Made Them: The Mystery of the Most Famous Chessmen in the World and the Woman Who Made Them | Books > History > Europe | Rating: 1.0
- Beowulf: A New Verse Translation (Bilingual Edition) | Books > Literature & Fiction > Poetry | Rating: 2.0
### User's movies History:
- John Wayne 6-Movie Set in Color & B&W - Stagecoach Run, Cold Vengeance, Guns Along the Trail, Gold Strike River, An Innocent Man & Stolen Goods 6-DVD Bundle | Movies & TV > John Wayne Store > All Titles | Rating: 5.0
- The Northman - Collector's Edition Blu-ray + DVD + Digital | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Under The Skin [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 1.0
- The War of the Worlds (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Silver Blaze (The Film Detective Restored Version) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 2.0
- Ray Harryhausen Gift Set (Three Disc Set) (w/ Book) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 6303278876) The Elephant Show: Favorite Songs and Stories from the Hit TV Series! | Movies & TV > Featured Categories | Rating: 4.2
(ID: B077S619N2) [Item: B077S619N2] | Unknown | Rating: 4.2
(ID: B00000JWWA) Sweet Justice | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.5
(ID: B096MCJS5C) [Item: B096MCJS5C] | Unknown | Rating: 4.8
(ID: B0091D48KK) On the Second Day of Christmas MP3s for Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09HY5KLZB) [Item: B09HY5KLZB] | Unknown | Rating: 4.2
(ID: B000089QHU) Woman Wanted | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.1
(ID: B01N7CAVVO) At the Fork | Documentary | Rating: 4.7
(ID: B09P5SV78J) [Item: B09P5SV78J] | Unknown | Rating: 4.7
(ID: B0000639HJ) Saint Tail - Girl of Justice (Vol. 5) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
(ID: B015DYMU1E) [Item: B015DYMU1E] | Unknown | Rating: 4.3
(ID: B000HMTPZW) [Item: B000HMTPZW] | Unknown | Rating: 4.7
(ID: B00STZXUIM) [Item: B00STZXUIM] | Unknown | Rating: 2.9
(ID: B00XHWURKQ) Fairy Tail Collection Four (Episodes 73-96) [DVD] | Movies & TV > Movies | Rating: 4.9
(ID: B016S4YCQO) The Sherlock Holmes Collection V.2 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B001NG9GZ0) Hitman Hart: Wrestling With Shadows - 10th Anniversary | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00127RAJ4) After Dark Horrorfest: Borderland [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B000PHX5P0) Tommy Boy / Black Sheep | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07ZGGXRGQ) [Item: B07ZGGXRGQ] | Unknown | Rating: 4.7
(ID: B000056C0O) Poirot - One Two Buckle My Shoe [DVD] | Movies & TV > Made-for-TV Movies > All Made-for-TV Movies | Rating: 4.1
(ID: B01626IV6K) [Item: B01626IV6K] | Unknown | Rating: 4.4
(ID: B0000897E4) Caillou - Caillou's Summertime & Other Adventures (Volume 2) [DVD] | Movies & TV > PBS > All | Rating: 4.4
(ID: B00MEQBOFI) [Item: B00MEQBOFI] | Unknown | Rating: 3.3
(ID: B000092WDC) The Enemy Below | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000YFWLBW) [Item: B000YFWLBW] | Unknown | Rating: 4.3
(ID: B074TX8V1B) [Item: B074TX8V1B] | Unknown | Rating: 4.7
(ID: B083SMJ53Z) Just The Way You Are (1985) | Comedy | Rating: 4.6
(ID: 6302816149) The Waltons: A Decade of the Waltons | Movies & TV > Movies | Rating: 4.4
(ID: B092P771P7) The Wraith | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07MMPQJ72) [Item: B07MMPQJ72] | Unknown | Rating: 4.0
(ID: B000E3733A) Amer Cast:palaces.paradise | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B000S6LS8O) Beef 4 : Beef Ain't Dead | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B079HW67WM) [Item: B079HW67WM] | Unknown | Rating: 4.7
(ID: B01KW4PZXU) [Item: B01KW4PZXU] | Unknown | Rating: 3.6
(ID: B00BH1C5RM) [Item: B00BH1C5RM] | Unknown | Rating: 4.6
(ID: B01FHPNO9Q) [Item: B01FHPNO9Q] | Unknown | Rating: 4.5
(ID: B000ENC6QY) The Closer: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000MR9D4K) Trinity Blood - Chapter VI (Limited Edition) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B0012QQNF2) Les Miserables | International > Drama | Rating: 4.1
(ID: B00H7BJ04W) Flashpoint: Complete Series Pack | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.6
(ID: B0B6PVNJTV) [Item: B0B6PVNJTV] | Unknown | Rating: 3.1
(ID: B00L3X2J0C) [Item: B00L3X2J0C] | Unknown | Rating: 4.1
(ID: B0BPWQ7JL9) Puss in Boots: The Last Wish (4K Ultra HD + Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B002LK8O96) Fraternity House | Comedy > Arthouse | Rating: 3.5
(ID: B001FP9EJ2) Mr Magoos Christmas Carol Retail [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B0087YOF02) [Item: B0087YOF02] | Unknown | Rating: 4.6
(ID: B00005M2C4) Dragonball Z: Lord Slug [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B07WVNNZ8J) Izetta: The Last Witch - The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B01J6E4ICG) [Item: B01J6E4ICG] | Unknown | Rating: 4.3
(ID: B007W8ZIY6) Bugs of the Underworld | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B09KBVC5DJ) [Item: B09KBVC5DJ] | Unknown | Rating: 4.5
(ID: 0782008488) Private Affairs of Bel Ami VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00G4KZ0LE) [Item: B00G4KZ0LE] | Unknown | Rating: 4.5
(ID: B001I7SGHS) [Item: B001I7SGHS] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01B6YHZCY) My Foolish Heart | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B07W4DDC3T) Doc Martin series 9 [UNCUT UK import, region 2 PAL format] | Movies & TV > TV | Rating: 4.8
(ID: B01MG5O6LW) [Item: B01MG5O6LW] | Unknown | Rating: 4.5
(ID: B001Y4GNZW) G1 Transformers 1-4 Seasons Complete 98 Episode DVD Box Set | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.3
(ID: B0786YPZRX) [Item: B0786YPZRX] | Unknown | Rating: 2.8
(ID: B0009XT8TC) Colonel Bleep, Vol. 1 | Movies & TV > Animation | Rating: 3.7
(ID: B00BENM4JC) Paperman (Short) | Animation > Kids | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00005NG0W) Meyerbeer - L'Africaine / Arena, Domingo, Verrett, San Francisco Opera [DVD] | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07CPJWVVB) Barney: Planes, Trains & Cars [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B09NF6RMP2) [Item: B09NF6RMP2] | Unknown | Rating: 4.3
(ID: B01LTHSJ46) I'm Not Ashamed (DVD) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B009EEMNV2) [Item: B009EEMNV2] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B005CFBZY8) 6-Movie Pack: Fantasy & Action | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000I8JETW) [Item: B000I8JETW] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00DXNHG9O) [Item: B00DXNHG9O] | Unknown | Rating: 3.3
(ID: B00LM493J2) [Item: B00LM493J2] | Unknown | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07YBMYWGJ) [Item: B07YBMYWGJ] | Unknown | Rating: 2.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B074WN7NRY) [Item: B074WN7NRY] | Unknown | Rating: 4.0
(ID: B00RM7468Q) [Item: B00RM7468Q] | Unknown | Rating: 4.6
(ID: B01LY6TAEF) [Item: B01LY6TAEF] | Unknown | Rating: 3.4
(ID: B00HQ2GHIY) [Item: B00HQ2GHIY] | Unknown | Rating: 4.4
(ID: B00OEPJMQ0) Pokémon the Series: Ruby & Sapphire | Anime > Kids | Rating: 4.9
(ID: B071G9GB1P) 1,001 Ways to Enjoy the Missionary Position | Science Fiction > Comedy > Drama | Rating: 2.8
(ID: B00AEBB8ZG) Young Adult (2011) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B0892DHD7Q) The Trip to Greece [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B005EVJCKO) Brand New Day | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0006HBDA8) Felix The Cat: The Movie [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0BXQM8FTK) Max Fleischer's Superman (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00ESB23GQ) [Item: B00ESB23GQ] | Unknown | Rating: 3.9
(ID: B07G5K18JD) [Item: B07G5K18JD] | Unknown | Rating: 5.0
(ID: B09KDF2VQ8) [Item: B09KDF2VQ8] | Unknown | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000ENC6QY
|
The Closer: Season 1
| 3
|
AFPQBSQU5DN6OF3YY57CXEUDOUYA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Rabbit Hutch: A novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- An Honest Living: A Novel | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Bomb Shelter: Love, Time, and Other Explosives | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- Fix It with Food: More Than 125 Recipes to Address Autoimmune Issues and Inflammation: A Cookbook | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 1.0
- The 4 Disciplines of Execution: Achieving Your Wildly Important Goals | Books > Business & Money > Management & Leadership | Rating: 5.0
- The Cake and the Rain: A Memoir | Books > Arts & Photography > Music | Rating: 1.0
- The Revenant: A Novel of Revenge | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Finally Free: An Autobiography | Books > Sports & Outdoors > Biographies | Rating: 1.0
- A Natural Woman: A Memoir | Books > Arts & Photography > Music | Rating: 1.0
### User's movies History:
- [Item: B071ZB2VX7] | Unknown | Rating: 5.0
- [Item: B01AIW6QKW] | Unknown | Rating: 1.0
- [Item: B000IZW4UQ] | Unknown | Rating: 5.0
- Deliver Us From Evil | Horror > Fantasy > Dark | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B017VKFZFG) [Item: B017VKFZFG] | Unknown | Rating: 4.5
(ID: B00BT4NXJQ) [Item: B00BT4NXJQ] | Unknown | Rating: 4.6
(ID: B001HB1K00) Ping Pong Playa | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B087L325JT) One Winter Proposal | Comedy > Romance > Charming | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0016APX4Q) Sonner (Orig. Version mit Ut) [Import allemand] | Movies & TV > Movies | Rating: 4.2
(ID: B00009XN9D) All Creatures Great & Small - The Specials [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: 1581681267) Lots & Lots of Trains Vol. 2 [VHS] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B01MDK8OXD) [Item: B01MDK8OXD] | Unknown | Rating: 3.9
(ID: B07TMRSMWZ) Doctor Strange [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B001KQS3U2) Ultimate Body: Quick & Incredible Abs [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B07VV6QKBY) [Item: B07VV6QKBY] | Unknown | Rating: 3.3
(ID: B06XNXP9XT) [Item: B06XNXP9XT] | Unknown | Rating: 4.7
(ID: B00FRB7HY4) [Item: B00FRB7HY4] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 0780625005) Pecker VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0929GRSMW) Rise of the Teenage Mutant Ninja Turtles | Kids | Rating: 4.5
(ID: B00JE5O094) [Item: B00JE5O094] | Unknown | Rating: 3.6
(ID: B06XS1RN5P) Fate / Stay Night: Unlimited Blade Works | Movies & TV > Featured Categories > Blu-ray | Rating: 3.6
(ID: B07M7XP6RK) [Item: B07M7XP6RK] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B003BG3L7O) [Item: B003BG3L7O] | Unknown | Rating: 4.3
(ID: B08GBMGKK8) [Item: B08GBMGKK8] | Unknown | Rating: 3.8
(ID: B06ZY6TW94) [Item: B06ZY6TW94] | Unknown | Rating: 4.5
(ID: B01E4OC0E6) [Item: B01E4OC0E6] | Unknown | Rating: 4.3
(ID: B07T8QD9H5) [Item: B07T8QD9H5] | Unknown | Rating: 4.6
(ID: B001U7NW0M) Doodlebops: Family Fun Pack (Three-Disc Edition) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 6301969588) Freaks | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B00006SFJV) Imperio de la Fortuna | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00W70AC6I) [Item: B00W70AC6I] | Unknown | Rating: 3.9
(ID: B019GA57AW) [Item: B019GA57AW] | Unknown | Rating: 4.9
(ID: B00000JL4M) Devilman - The Birth/Demon Bird (Vol. 1 & 2) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.1
(ID: B000E0WJRI) WWE: New Year's Revolution 2006 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B0030CZZ1Y) Walt Disney Treasure Premium Collection 54 discs Limited Edition | Movies & TV > Movies | Rating: 4.0
(ID: B004WDP592) [Item: B004WDP592] | Unknown | Rating: 4.6
(ID: B087PK31QD) [Item: B087PK31QD] | Unknown | Rating: 4.6
(ID: B005K8QJ0W) A Day with SpongeBob SquarePants: The Movie (Unauthorized Mockumentary) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 2.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00INJ94HU) [Item: B00INJ94HU] | Unknown | Rating: 4.3
(ID: B001DIM3C6) Cafe Metropole DVD (1937) Tyrone Power, Adolphe Mejou, Loretta Young / Girls Dormitory (1936) Tyrone Power - Herbert Marshall Double Feature Movie | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.9
(ID: B00PV0BKHQ) Mob Wives | Unscripted | Rating: 4.7
(ID: B09FKPTF1N) [Item: B09FKPTF1N] | Unknown | Rating: 2.0
(ID: B07XZHK91X) [Item: B07XZHK91X] | Unknown | Rating: 4.5
(ID: B0001PCCEG) Woodworking Vol. 1: Woodworking DVD | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0081Y07C8) [Item: B0081Y07C8] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B009LDAFZM) [Item: B009LDAFZM] | Unknown | Rating: 4.5
(ID: B00S64J27E) [Item: B00S64J27E] | Unknown | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01M2YXF9M) [Item: B01M2YXF9M] | Unknown | Rating: 4.5
(ID: B0000CABIE) Hot Wheels - World Race [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B013PSU2S8) [Item: B013PSU2S8] | Unknown | Rating: 4.4
(ID: B00AFEY354) The Perks of Being a Wallflower | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00N1Q3S0E) [Item: B00N1Q3S0E] | Unknown | Rating: 4.4
(ID: B00YNFCF5G) Daniel Tigers Neighborhood: Daniel Goes To School | Movies & TV > Movies | Rating: 4.7
(ID: B00029QWII) The Passion of the Christ | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00009M9AJ) Project Twenty: The Real West | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: 6304288506) Car Wash [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B001D0BLS6) [Item: B001D0BLS6] | Unknown | Rating: 4.7
(ID: B006O5Y75Y) [Item: B006O5Y75Y] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01NCK35C6) [Item: B01NCK35C6] | Unknown | Rating: 4.4
(ID: B0077AYMCI) Cuando Me Enamoro | Movies & TV > Boxed Sets > Art House & International | Rating: 4.4
(ID: B001YV4V5O) [Item: B001YV4V5O] | Unknown | Rating: 4.8
(ID: B0031ZLC3A) [Item: B0031ZLC3A] | Unknown | Rating: 3.6
(ID: B01DOOPPV2) Totally Stripped | Movies & TV > Movies | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B086PNZHBZ) Peppermint [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B01LTI1S3Y) Dolly Parton - Queen of Country | Movies & TV > Music Artists > Queen | Rating: 4.4
(ID: B00008DDJT) Reign of Fire [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B000GNOSDG) Bedroom Window [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B089FBZYWF) [Item: B089FBZYWF] | Unknown | Rating: 3.7
(ID: B07N6JGR59) [Item: B07N6JGR59] | Unknown | Rating: 2.8
(ID: B00HN5FG3Q) [Item: B00HN5FG3Q] | Unknown | Rating: 4.4
(ID: B0007OY33O) Hanaukyo Maid Team La Verite, Vol. 3: Saving Mariel [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B005BYBZKY) Laurel & Hardy: The Essential Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B0095129FY) Jean De Florette (English Subtitled) | Comedy > Drama > Downbeat | Rating: 4.6
(ID: B01M2C37AA) Theo & Hugo (OmU) | Movies & TV > Movies | Rating: 4.4
(ID: B00004YNVB) Indigo Girls - Live at the Fillmore VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B00NC1BRUG) Cosmic Kids Yoga - Series 2 DVD. Bedtime Yoga! | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B0B8JDMSV2) [Item: B0B8JDMSV2] | Unknown | Rating: 4.9
(ID: B009TSA8RO) Michael Schenker: Temple Of Rock - Live In Europe | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B005SH663K) BBC Natural History Collection (Planet Earth: Special Edition / Blue Planet: Seas of Life: Special Edition / The Life of Mammals / The Life of Birds) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00005A8TY) Spartacus (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00JXCZ4AC) [Item: B00JXCZ4AC] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6302880785) Wish That Changed Christmas VHS | Movies & TV > Featured Categories | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0721QYGSZ) Planet of the Apes Trilogy (BD +Digital HD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000CS461Y) Modern Marvels - FBI's Crime Lab [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B00H7LINKE) August: Osage County [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00GR7QQ3U) [Item: B00GR7QQ3U] | Unknown | Rating: 4.6
(ID: B00R7UKR7C) The Fall Series 1 and 2 (BBC Series Starring Jamie Dornan and Gillian Anderson) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009EEP008) [Item: B009EEP008] | Unknown | Rating: 4.8
(ID: B00008XRVA) Kim Possible - The Secret Files | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07M7XP6RK
|
[Item: B07M7XP6RK]
| 2
|
AFI3YR7FZ4QNW67OFNVJ6QWXI75A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Trespasser: A Novel (Dublin Murder Squad Book 6) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Unnatural Exposure: Scarpetta (Book 8) (Kay Scarpetta) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Cruel and Unusual: Scarpetta 4 (Kay Scarpetta) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Mystic River | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Broken Harbor (Dublin Murder Squad, Book 4) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Secret Place: A Novel (Dublin Murder Squad) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- Angela's Ashes | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- A Thousand Splendid Suns | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Fifty Shades Of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series, 1) | Books > Literature & Fiction > Women's Fiction | Rating: 1.0
- An Echo in the Bone: A Novel (Outlander) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- [Item: B0018R8IIU] | Unknown | Rating: 5.0
- [Item: B0029LCJJS] | Unknown | Rating: 5.0
- [Item: B003ITF6LS] | Unknown | Rating: 5.0
- [Item: B007Z9QP3K] | Unknown | Rating: 5.0
- [Item: B004RL9T50] | Unknown | Rating: 5.0
- [Item: B006289PYQ] | Unknown | Rating: 5.0
- [Item: B002U1F32M] | Unknown | Rating: 4.0
- [Item: B007FH9GA6] | Unknown | Rating: 5.0
- [Item: B000VK7KVQ] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B078X1W8YZ) [Item: B078X1W8YZ] | Unknown | Rating: 4.5
(ID: B003UM8T1M) UFC Presents-Best of WEC | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.8
(ID: B004C997CM) [Item: B004C997CM] | Unknown | Rating: 4.4
(ID: B0046A8796) Avatar Extended | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00000ICCK) G.I. Joe: The Movie VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B002BAW6IG) One Tree Hill: Season 1 (Repackage) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0B857HJ2D) [Item: B0B857HJ2D] | Unknown | Rating: 4.3
(ID: B00HBQ3ESQ) [Item: B00HBQ3ESQ] | Unknown | Rating: 4.1
(ID: B079ZT464Z) The Best Of Your Show Of Shows Starring Sid Caesar | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00776QLVC) Lindsey Buckingham with special guest Stevie Nicks: Live | Music Videos and Concerts | Rating: 4.3
(ID: B00GQ4RUP2) [Item: B00GQ4RUP2] | Unknown | Rating: 4.7
(ID: 6302487196) Pilot | Movies & TV > Movies | Rating: 4.5
(ID: B00BUWD784) Wild Animal Baby Explorers - Learn and See! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B001JILWP4) Drona DVD | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B09Q21THBW) [Item: B09Q21THBW] | Unknown | Rating: 4.6
(ID: B003TGWKWI) [Item: B003TGWKWI] | Unknown | Rating: 4.8
(ID: B017V5WYIC) Truck Tunes 3 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00VVXH7TC) [Item: B00VVXH7TC] | Unknown | Rating: 4.7
(ID: B0007LBM3G) Jane Fonda Collection: The Complete Workout & Stress Reduction Program [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B004SIP95G) Pulp Fiction | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00NL5PUV0) [Item: B00NL5PUV0] | Unknown | Rating: 4.5
(ID: B07WRFJ2N2) Camel At The Royal Albert Hall | Movies & TV > Movies | Rating: 4.8
(ID: B01CK0TR6U) [Item: B01CK0TR6U] | Unknown | Rating: 4.8
(ID: B0000714HE) Dangerous Child [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B01M1OY27L) [Item: B01M1OY27L] | Unknown | Rating: 2.6
(ID: B00EID4FVK) [Item: B00EID4FVK] | Unknown | Rating: 3.3
(ID: B08DKXVT7Z) [Item: B08DKXVT7Z] | Unknown | Rating: 4.8
(ID: B00CT9HSHI) [Item: B00CT9HSHI] | Unknown | Rating: 4.4
(ID: B000A16HUG) Joan of the Angels | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 193013200X) Flying With Confidence Overcome your Fear of Flying [VHS] | Movies & TV > Independently Distributed > Documentary | Rating: 3.3
(ID: B000A7BQRE) The 12 Days of Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B009D1G9S4) Sea Hunt | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B082JQT19P) Color out of Space | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B01MSPI8JN) [Item: B01MSPI8JN] | Unknown | Rating: 4.8
(ID: B01BPJ8BZA) [Item: B01BPJ8BZA] | Unknown | Rating: 4.5
(ID: B00002JWZW) Twentyfourseven [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B0773X35HW) [Item: B0773X35HW] | Unknown | Rating: 4.7
(ID: B079P711L1) [Item: B079P711L1] | Unknown | Rating: 3.6
(ID: B00993ZM20) [Item: B00993ZM20] | Unknown | Rating: 4.7
(ID: B0009G0GDQ) WING CHUN KUNG FU 2 - WING CHUN STICKY HAND PRACTICE | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B00MX5JX0I) [Item: B00MX5JX0I] | Unknown | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B018J06SFI) [Item: B018J06SFI] | Unknown | Rating: 3.8
(ID: B000E1MTXQ) The Bourne Supremacy | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B082L3JVR1) [Item: B082L3JVR1] | Unknown | Rating: 3.6
(ID: B004SEUJO6) Bad Santa | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B002QVFOM0) Weather Girl | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: 0971448442) Murder in Portland | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: 1414316852) Epicenter DVD: A Video Documentary | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B008NNA6OG) Singin' In The Rain 60th Anniversary 2-Disc Special Edition | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B08FNHN34V) [Item: B08FNHN34V] | Unknown | Rating: 3.6
(ID: B000AQKUCW) Samurai Spy (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B075SK4H79) [Item: B075SK4H79] | Unknown | Rating: 3.8
(ID: B01BUBFO0S) [Item: B01BUBFO0S] | Unknown | Rating: 4.7
(ID: B07K6YV9JZ) [Item: B07K6YV9JZ] | Unknown | Rating: 4.2
(ID: B07LDNGMB6) The 6th Friend | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B001MM3B10) Monster Black Holes | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00UKNOIQ4) Last Heroes of WWII, The [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07P5N4RHH) [Item: B07P5N4RHH] | Unknown | Rating: 4.4
(ID: B00005AUJO) Shadows and Fog | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01COQ0QXI) 500 Days of Summer [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000BQ7DDA) The Best of Bizarre // The Uncensored / Volume 1 | Movies & TV > Independently Distributed > Comedy | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00NW6KW5C) Non Non Biyori | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B000AXW0WS) Pilates During Pregnancy, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00D7NT4M2) Eastwood Directs:The Untold Story / the Eastwood Factor - Extended Version | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B006HSLYR2) [Item: B006HSLYR2] | Unknown | Rating: 4.4
(ID: B008D5QYWC) [Item: B008D5QYWC] | Unknown | Rating: 3.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07KRJBTYK) [Item: B07KRJBTYK] | Unknown | Rating: 3.6
(ID: B07DVWBKS4) Bad Company | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B08SQG3182) The Hound Of The Baskervilles (1959) | Suspense > Horror > Atmospheric | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07RB898L9) Ann Rule Presents: The Stranger Beside Me - The Ted Bundy Story | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B01BSQ5036) [Item: B01BSQ5036] | Unknown | Rating: 3.9
(ID: B01N4QBVUF) [Item: B01N4QBVUF] | Unknown | Rating: 4.6
(ID: B099P2NRD5) [Item: B099P2NRD5] | Unknown | Rating: 5.0
(ID: B007QJ8YOM) [Item: B007QJ8YOM] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B084334Z1L) [Item: B084334Z1L] | Unknown | Rating: 3.4
(ID: B001M6SH88) DragonBall Z Double Feature: Super Android 13/Bojack Unbound (Steelbook) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: 6301566645) Le Souffle au coeur | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B01D9EUNBY) Captain America: Civil War [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07W6CF424) The Mummy Rebirth | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B0095P3REW) [Item: B0095P3REW] | Unknown | Rating: 4.7
(ID: B0002C9D90) Bonjour Les Amis! | Movies & TV > Boxed Sets > Art House & International | Rating: 3.3
(ID: B000FDFKH0) Danger After Dark Collection (Suicide Club/ Moon Child/ 2LDK) | Movies & TV > Boxed Sets > Art House & International | Rating: 4.5
(ID: B00E18QK9W) The Big Combo [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B001EBWIV8) [Item: B001EBWIV8] | Unknown | Rating: 4.6
(ID: B01CZ3K21Q) Airwolf - The Complete Series | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00VVXH7TC
|
[Item: B00VVXH7TC]
| 5
|
AGT4H4CR3YFTTESRCBL7G5LN5DWA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Dawn of Everything: A New History of Humanity | Books > History > Americas | Rating: 4.0
- English Grammar & Punctuation (Quick Study Academic) | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- The Palace Thief: Stories | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Me and My Sewing Machine | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Light of Eidon (Legends of the Guardian-King, Book 1) | Books > Christian Books & Bibles > Literature & Fiction | Rating: 3.0
- Foundation's Fears (Second Foundation Trilogy, 1) | Books > Romance > Historical | Rating: 3.0
### User's movies History:
- [Item: B09JB21878] | Unknown | Rating: 4.0
- [Item: B09F59CZ7R] | Unknown | Rating: 5.0
- [Item: B08CK2G93V] | Unknown | Rating: 5.0
- [Item: B097YYZ87F] | Unknown | Rating: 5.0
- [Item: B08W8CPG4L] | Unknown | Rating: 4.0
- [Item: B08CGN5DL9] | Unknown | Rating: 5.0
- [Item: B08NSDSHCJ] | Unknown | Rating: 4.0
- [Item: B08BTQKJ6N] | Unknown | Rating: 4.0
- [Item: B07R5CZV1H] | Unknown | Rating: 3.0
- [Item: B07QNJCXZK] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0931QRK49) Paramount Presents: Another 48 Hrs. [Blu-ray + Digital] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B009F43R8E) [Item: B009F43R8E] | Unknown | Rating: 4.0
(ID: B0013LRKPI) All Hat | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.3
(ID: B001LJMAJS) The Scratch | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01MYWEVEL) Ballerina | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B00M7VB4OG) [Item: B00M7VB4OG] | Unknown | Rating: 3.0
(ID: B0764T8D6N) [Item: B0764T8D6N] | Unknown | Rating: 4.1
(ID: B000A3XYJG) Big Six- Lance Armstrong's Greatest Moments of the Tour De France [DVD] | Movies & TV > Independently Distributed > Sports | Rating: 4.4
(ID: B08W7SNRLG) When Calls the Heart Double Feature: Open Season & From the Ashes [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00262T4YS) Starman (Widescreen / Fullscreen) (1984) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000PY30ZS) My-Zhime - My-Otome, Vol. 1 [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.2
(ID: B00005JLF5) Star Trek Deep Space Nine - The Complete First Season | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00ECGHM5O) The Americans: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00000JKZB) The Blood Oranges | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.8
(ID: B00112GCFI) Same Time Next Year [Import anglais] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01BEEGG7G) [Item: B01BEEGG7G] | Unknown | Rating: 4.1
(ID: B00G3NC7BI) [Item: B00G3NC7BI] | Unknown | Rating: 4.2
(ID: 6301425936) Feel Better Friends/Music Video [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B07BQ6NMDJ) [Item: B07BQ6NMDJ] | Unknown | Rating: 4.4
(ID: B000050IMW) Andy Griffith Show [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0777F9RNH) [Item: B0777F9RNH] | Unknown | Rating: 4.4
(ID: B00FFJBKIM) [Item: B00FFJBKIM] | Unknown | Rating: 4.7
(ID: B00DGNORUM) [Item: B00DGNORUM] | Unknown | Rating: 4.1
(ID: B075KV2ZXW) A Town Called Panic: The Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07X8Z1WY4) [Item: B07X8Z1WY4] | Unknown | Rating: 4.3
(ID: B000BJKWPI) Apollo 11 Post-Flight Press Conference - moonmovie.com | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B001GMH8X8) Dora the Explorer: Dora and The Three Little Pigs (Fullscreen Edition) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0019T7PCC) Aladdin Trilogy Region 2 Requires a Multi Region Player | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.1
(ID: B0086BBG6M) Tracks Ahead: San Francisco Cable Cars/ Twin Cities Model Railroad Club, Minneso | Special Interest | Rating: 4.8
(ID: B004NWPY1Q) Diabolique (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0B6HFNXN9) [Item: B0B6HFNXN9] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07CCG4ZD4) [Item: B07CCG4ZD4] | Unknown | Rating: 3.5
(ID: 6302806259) Troll VHS | Movies & TV > Studio Specials > Lions Gate Home Entertainment | Rating: 4.3
(ID: B00019GHTI) WWE: 'Cause Stone Cold Said So | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002TVQ49Y) The Best of Bob the Builder: Bob's Greatest Building Adventures | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B004ASDNNE) George Burns & Gracie Allen Show: Volumes 1 & 2 (Two-Disc Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0006J616C) Sealab 2021 - Seasons 1 & 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B089XT11F8) [Item: B089XT11F8] | Unknown | Rating: 3.3
(ID: B002H5M30G) [Item: B002H5M30G] | Unknown | Rating: 4.2
(ID: B00DI2TO2C) The Exes | Comedy | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B004GCLMLE) [Item: B004GCLMLE] | Unknown | Rating: 4.7
(ID: B000B5LO2C) $1,000,000 Tough Enough (WWE Smackdown) | Movies & TV > Movies | Rating: 3.9
(ID: B002BZLBDW) Carson City | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B084S3SC46) The Stand (Special Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01HSTE5OM) [Item: B01HSTE5OM] | Unknown | Rating: 2.8
(ID: B07BDNNGXY) V: The Complete First and Second Seasons 1 & 2 Series Collection | Movies & TV > TV | Rating: 4.8
(ID: B00005QCVO) Picking Up the Pieces | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B006C0AT9O) [Item: B006C0AT9O] | Unknown | Rating: 4.7
(ID: B00029NMNG) Rahxephon - The Motion Picture + Series Box and Book | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B00007KFO1) Out Cold | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000059MQG) Pokemon: The Johto Journeys, Vol. 40 - Midnight Guardian [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B006WP50VG) Elie Wiesel in Concert: Memories and Melodies of My Childhood | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00IQB47CM) [Item: B00IQB47CM] | Unknown | Rating: 4.8
(ID: B000FKP2CQ) Inside Story:ems:street Savr | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00X6JPXEU) Any Day | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00CBRHCW4) [Item: B00CBRHCW4] | Unknown | Rating: 4.1
(ID: B00A29MZYI) Learning Portuguese (European) for Children DVD Set (6 DVDs), Portuguese flashcards (150 cards) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0000CBXZF) The Hustle | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B00B68PK4G) Frank Zappa - From Straight To Bizarre | Documentary | Rating: 3.8
(ID: B01N7K0J3G) [Item: B01N7K0J3G] | Unknown | Rating: 3.7
(ID: 6303854540) Patlabor 2 | Movies & TV > Animation > By Animator | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000FAOCEU) Awesome, I Shot That [DVD] | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.8
(ID: B000NDIB1E) Timeless Tales: Cinderella | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002GSXKN8) 4 Film Favorites: Batman Collection (Batman / Batman Forever / Batman and Robin / Batman Returns) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00JL3IO82) [Item: B00JL3IO82] | Unknown | Rating: 4.8
(ID: B08CS5FQHX) Harrison Ford 5-Film Collection (Frantic / Presumed Innocent / The Fugitive / Firewall / 42) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07M865WG5) [Item: B07M865WG5] | Unknown | Rating: 4.5
(ID: B000CQQIXK) Landmarks of Western Art: Impressionism and Post-Impressionism | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B000Y7U99Q) Blackout | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000EU1OPQ) Kalani's Ultimate Hand Percussion: Ultimate Bongo Jam | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00AEFYQK6) No Way To Treat A Lady | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07KWHJPSK) [Item: B07KWHJPSK] | Unknown | Rating: 4.7
(ID: B0000C7PRD) Donizetti - L'Elisir d'Amore / Esposito, Machado, Marrucci, Canzian, Schrott, Muus, Macerata Opera | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07FCZB2V6) [Item: B07FCZB2V6] | Unknown | Rating: 3.9
(ID: B07DQNVWG8) [Item: B07DQNVWG8] | Unknown | Rating: 4.5
(ID: B006G393ZI) [Item: B006G393ZI] | Unknown | Rating: 4.8
(ID: B003D3Y64M) Red Desert | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00950VLZE) [Item: B00950VLZE] | Unknown | Rating: 4.2
(ID: B013DZG3UY) The Night They Saved Christmas | Drama > Charming > Sweet | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01C9D6M2A) The Driftless Area | Suspense > Drama > Dreamlike | Rating: 4.4
(ID: B0091XIBOE) [Item: B0091XIBOE] | Unknown | Rating: 4.9
(ID: B079K5Q6ZR) [Item: B079K5Q6ZR] | Unknown | Rating: 4.8
(ID: B07TBHZMHF) [Item: B07TBHZMHF] | Unknown | Rating: 4.6
(ID: B01JFYESTU) [Item: B01JFYESTU] | Unknown | Rating: 4.6
(ID: B001EBWIVS) [Item: B001EBWIVS] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0B6HFNXN9
|
[Item: B0B6HFNXN9]
| 3
|
AFGCKBIR7EMKLKY52OOGD5JCKDSQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Escape from Yokai Land: A Laundry Files Novella (Laundry Files, 12) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Peace Talks (Dresden Files) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Gospel of Loki | Books > Science Fiction & Fantasy > Fantasy | Rating: 2.0
- Dead Until Dark (Sookie Stackhouse/True Blood, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- A Fistful of Charms | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
### User's movies History:
- Futurama: Volume 6 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- Futurama: Volume 5 | Movies & TV > Blu-ray > TV | Rating: 4.0
- TaleSpin Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Darkwing Duck: Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B079DVYQ7J) [Item: B079DVYQ7J] | Unknown | Rating: 2.9
(ID: B000068V9S) The Outer Limits | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.7
(ID: B01MUEJN9Q) Humans | Science Fiction | Rating: 4.6
(ID: B01CH6SA1K) The Abandoned | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.9
(ID: B00IN3KWDQ) [Item: B00IN3KWDQ] | Unknown | Rating: 4.6
(ID: 6317857857) What We Do in the Shadows | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B007A0ZAE4) [Item: B007A0ZAE4] | Unknown | Rating: 4.8
(ID: B01MYOGXY2) [Item: B01MYOGXY2] | Unknown | Rating: 4.8
(ID: B00RLSTEE2) [Item: B00RLSTEE2] | Unknown | Rating: 2.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01N59IPE0) [Item: B01N59IPE0] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000E60TOC) The Man | Movies & TV > Movies | Rating: 4.6
(ID: B000E8N9CY) Martin Kane Private Eye - Volume 1 | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01N32BKYV) Chihayafuru: Kami No Ku + Shimo No Ku (Japanese Movie w. English Sub) | Movies & TV > Movies | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00UT8LV7Y) [Item: B00UT8LV7Y] | Unknown | Rating: 4.5
(ID: 6305666385) Organ | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.4
(ID: B0036APHPO) Kingdom Come & Johnson Family Vacation | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B0108N99DM) The Surface | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00HQCSSLI) [Item: B00HQCSSLI] | Unknown | Rating: 2.6
(ID: B00G9IARC8) Dora's Ice Skating Spectacular | Kids > Edifying > Feel-good | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00FQI1R4Y) Pokemon the Movie: Genesect and the Legend Awakened | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000MV8AAY) Death of a President | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B09NL631QZ) Superior 8 Ultra Brothers | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0049GEU7K) [Item: B0049GEU7K] | Unknown | Rating: 4.6
(ID: B002KYIAL0) Ichi // The Movie [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01EZ9DE3G) [Item: B01EZ9DE3G] | Unknown | Rating: 4.8
(ID: B00CPYB83W) The Mighty Ducks Trilogy (3 DVD Set) / The Mighty Ducks, D2, D3 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000AYPLFU) One Stroke Cards and Greetings with Donna Dewberry | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B000XPU5H0) That Certain Thing (Silent) (B&W) | Movies & TV > Independently Distributed > Drama | Rating: 3.5
(ID: B002BVOY7G) [Item: B002BVOY7G] | Unknown | Rating: 4.8
(ID: B083G8VYR7) [Item: B083G8VYR7] | Unknown | Rating: 4.4
(ID: B00009Y3VM) The Mighty Saturns: Saturn I and IB [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00064AE9C) SS Hell Camp | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B00CCMNMDG) The Lion King II: Simba's Pride | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B00000INZP) Love Is Forever | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B000KGH084) Una Noche Con Joe Posada | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B0007YXQVO) Kaput & Zorsky The Ultimate Obliterators Battle Crazy Leaders | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 0812077016) Once Upon a Potty Video for Her | Movies & TV > Movies | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B002ZPCEUM) [Item: B002ZPCEUM] | Unknown | Rating: 3.8
(ID: 6303257690) Luv | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
(ID: B00005JMZQ) Traffic: The Miniseries | Movies & TV > Mini-DVD > Television | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00TF89BA8) [Item: B00TF89BA8] | Unknown | Rating: 4.5
(ID: B071LFWMF1) Running on Empty [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01BO76HM2) [Item: B01BO76HM2] | Unknown | Rating: 4.9
(ID: B00KV8H1U8) [Item: B00KV8H1U8] | Unknown | Rating: 3.8
(ID: B00393SG1K) Tokyo Gore Police 1.5 (Bonus DVD) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07C8M1D9M) [Item: B07C8M1D9M] | Unknown | Rating: 4.5
(ID: B01A2PLFL0) [Item: B01A2PLFL0] | Unknown | Rating: 3.3
(ID: B075CQ2CW3) ROBOCOP (2014) (Blu-Ray + DVD + Digital HD UV) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00G32TD98) [Item: B00G32TD98] | Unknown | Rating: 4.6
(ID: B00352EOWA) [Item: B00352EOWA] | Unknown | Rating: 4.6
(ID: B0755CXJ95) [Item: B0755CXJ95] | Unknown | Rating: 2.9
(ID: B09J1F1CTR) [Item: B09J1F1CTR] | Unknown | Rating: 3.1
(ID: B00L1GKV6U) The Zigzag Kid | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B06XWHFJWW) [Item: B06XWHFJWW] | Unknown | Rating: 4.1
(ID: B00UGQB6MO) Born in East L.A. by Universal Studios | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000XRLDY2) BOXEO DE COLECCION....TITO TRINIDAD VS FERNANDO "EL FEROZ" VARGAS, WILFREDO GOMEZ VS LUPE PINTOR | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.6
(ID: B000ME1PVM) Byrne's Standard Video of Pool & Billiards Vol 2 Expert Techniques for Advanced | Movies & TV > Movies | Rating: 5.0
(ID: B0002DB5CC) Wai Lana Yoga: Goodbye Inertia DVD | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B004AO6YRU) Robin Hood | Comedy > Drama > Historical | Rating: 4.4
(ID: B00UVCHZ5A) Demon Baby | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B003V8GGOM) Rex the Runt | Comedy > Animation > Kids | Rating: 3.9
(ID: B00JZHPDOM) [Item: B00JZHPDOM] | Unknown | Rating: 2.8
(ID: 096751780X) The Moment After | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07DWGMGM9) [Item: B07DWGMGM9] | Unknown | Rating: 3.3
(ID: B000S76MU2) Our Country USA to Z | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B001B1873E) Little Terrors Triple Feature (Child's Play / The Good Son / The Omen) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B09DSCMPKH) [Item: B09DSCMPKH] | Unknown | Rating: 4.4
(ID: B08KSL2QFN) [Item: B08KSL2QFN] | Unknown | Rating: 4.5
(ID: B00F34VAMU) Cadillac Records 2008 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01B0DLBW6) [Item: B01B0DLBW6] | Unknown | Rating: 3.2
(ID: B07N8L29VP) [Item: B07N8L29VP] | Unknown | Rating: 3.4
(ID: B0081NZOMM) [Item: B0081NZOMM] | Unknown | Rating: 4.8
(ID: 6302783968) The Mouse That Roared [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B00KG2TEEK) [Item: B00KG2TEEK] | Unknown | Rating: 4.7
(ID: B01489K4M2) [Item: B01489K4M2] | Unknown | Rating: 4.7
(ID: 6305909326) The Ninth Gate [VHS] | Movies & TV > Art House & International > By Genre | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0013N0PTY) Purple People Eater | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B0013SQP8O) [Item: B0013SQP8O] | Unknown | Rating: 4.6
(ID: B000RW3YYU) The Best of Deathmatch Wrestling, Vol. 6: West Coast Warfare | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B000077VQ4) Live | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B074VQKLYR) [Item: B074VQKLYR] | Unknown | Rating: 3.1
(ID: B00006672R) The Mountain Men | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00QMKHM3A) The Missing : Season 1 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B0010AEQ1S) Speaking Freely, Vol. 4: Chalmers Johnson on American Hegemony | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B0000C2ITS) Juggalo Championshit Wrestling, Vol. 3 | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
6317857857
|
What We Do in the Shadows
| 1
|
AFWLOICL3ZS2V3EQXNEOHBO3ZQNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Tiny Stitches: Buttons, Badges, Patches, and Pins to Embroider | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- The New Food Processor Bible: 30th Anniversary Edition (Bible (Whitecap)) | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 1.0
- Bond Investing For Dummies | Books > Business & Money > Investing | Rating: 3.0
- Live Free or Die | Unknown | Rating: 5.0
- The I Ching, or, Book of Changes (Bollingen Series XIX) (Bollingen Series, 31) | Books > Politics & Social Sciences > Philosophy | Rating: 5.0
### User's movies History:
- Dial M for Murder [Blu-ray 3D] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Michael Flatley Returns as Lord of the Dance 3D - REGION FREE - UK Import [Blu-ray 3D + Blu-ray] [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
- Cirque du Soleil: Journey of Man [Blu-ray 3D] [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- World's Greatest Roller Coaster Thrills in 3-D [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Enchanted April | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Show Boat (1951) (DVD) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B004UMHCGE) [Item: B004UMHCGE] | Unknown | Rating: 4.8
(ID: B07KQFB1P9) [Item: B07KQFB1P9] | Unknown | Rating: 4.7
(ID: B005ZVIMUE) Night Court: The Complete Fifth Season (3 Discs) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01N0OUDTJ) [Item: B01N0OUDTJ] | Unknown | Rating: 4.7
(ID: B07CSJ6LVT) [Item: B07CSJ6LVT] | Unknown | Rating: 2.8
(ID: B007BOCCT0) Grim Reaper | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B006VDNLQK) Holiday | Comedy > Romance > Charming | Rating: 4.7
(ID: B01K7YDWWQ) [Item: B01K7YDWWQ] | Unknown | Rating: 2.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0B76PTGX6) [Item: B0B76PTGX6] | Unknown | Rating: 4.5
(ID: B00L23TDIE) [Item: B00L23TDIE] | Unknown | Rating: 4.7
(ID: B01HE1FTGC) [Item: B01HE1FTGC] | Unknown | Rating: 4.7
(ID: B01N7FZXOG) [Item: B01N7FZXOG] | Unknown | Rating: 4.5
(ID: B010E8VBJQ) [Item: B010E8VBJQ] | Unknown | Rating: 3.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0149GT132) Mrs. Brown's Boys - Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B005BQTUQS) American Loser | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.4
(ID: B007GI18TG) Bowie in Berlin | Movies & TV > TV | Rating: 3.7
(ID: B000CCD25Q) Holocaust - Dachau & Sachsenhausen | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B0851KBXQW) Doctor Who - The Power Of The Daleks 2020 | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00005JLFA) Valley Girl | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00UEWVFHG) Dragon Tiger Gate | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B002JI94NU) Star Trek 6: The Undiscovered Country (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01HDYVROI) [Item: B01HDYVROI] | Unknown | Rating: 4.3
(ID: B078X5972B) [Item: B078X5972B] | Unknown | Rating: 4.6
(ID: B00828G6LO) [Item: B00828G6LO] | Unknown | Rating: 3.7
(ID: B00VGXABLI) 3-D Rarities [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0785VM91V) Fangs of the Living Dead [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B08RJL76W5) [Item: B08RJL76W5] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07H38M4KN) [Item: B07H38M4KN] | Unknown | Rating: 4.7
(ID: B083B7G8JY) [Item: B083B7G8JY] | Unknown | Rating: 2.0
(ID: B00186R3NM) Reiki Psychic Attunement Vol. 2 New Attunements to Expand Psychic Abilities | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00455MGKS) [Item: B00455MGKS] | Unknown | Rating: 4.5
(ID: B000TD4N9W) Mad About You: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B08CS5YS37) [Item: B08CS5YS37] | Unknown | Rating: 4.0
(ID: B00VE9HA6S) Zero Motivation - Israeli Comedy-Drama Film Winner of 6 Ophir Awards for Year 2014 | Movies & TV > Movies | Rating: 3.7
(ID: B00AF7XCJO) Cranford (2007) (Repackage/DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07R5QMZ2V) [Item: B07R5QMZ2V] | Unknown | Rating: 4.8
(ID: 6303683002) Taste of Honey [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00QHP6DU8) [Item: B00QHP6DU8] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00ZIYZOFE) [Item: B00ZIYZOFE] | Unknown | Rating: 4.1
(ID: B00WTH15JW) Dark Shadows | Science Fiction > Suspense > Horror | Rating: 4.5
(ID: B0001H9T72) Body of Work | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B00005UWRV) Plunkett & Macleane | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B003Y7JWZ0) Earth: Final Conflict - The Complete Season 2 | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.6
(ID: B07NC3L4DT) [Item: B07NC3L4DT] | Unknown | Rating: 3.1
(ID: B00DQLTM5E) Owen Benjamin: High Five Til It Hurts | Comedy > Joyous | Rating: 4.5
(ID: B001RPYU12) Max Lucado's Hermie & Friends: Skeeter and the Mystery of the Lost Mosquito Treasure | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B009921WE8) [Item: B009921WE8] | Unknown | Rating: 3.7
(ID: B00CJ318FM) Agatha Christie's Poirot - Season 9 ( Agatha Christie: Poirot ) ( Five Little Pigs / Sad Cypress / Death on the Nile / The Hollow ) [ Blu-Ray, Reg.A/B/C Import - Spain ] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01E7V0RK0) [Item: B01E7V0RK0] | Unknown | Rating: 3.6
(ID: B00PRXBEHS) [Item: B00PRXBEHS] | Unknown | Rating: 4.8
(ID: B008GFZWRW) For Greater Glory | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000I9U9JA) [Item: B000I9U9JA] | Unknown | Rating: 4.6
(ID: B0009UC7OI) I Love Lucy - The Complete Fifth Season | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.8
(ID: B000059H5F) Escape from Alcatraz [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B001C32NY0) Candy Candy En Espanol - Parte 1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B000CETW76) The Educated Caregiver, Three DVD Set | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B007I60TJQ) Cajon Grooves for Beginners DVD Patterns for Rock, Pop, Funk & Folk | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B00006LPH5) A Few Hours of Sunlight (Un Peu de Soleil Dans l'Eau Froide) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B09KGBYQ7X) [Item: B09KGBYQ7X] | Unknown | Rating: 4.5
(ID: B0089U1FDE) [Item: B0089U1FDE] | Unknown | Rating: 3.4
(ID: B01B28WAW4) [Item: B01B28WAW4] | Unknown | Rating: 4.6
(ID: B07T5WBHJX) The Case of Hana & Alice [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B07DD3G21F) Nashville - The Complete Collection [DVD] [2018] | Movies & TV > Movies | Rating: 3.5
(ID: B0032KHMQU) [Item: B0032KHMQU] | Unknown | Rating: 4.5
(ID: 6304092091) THE THREE STOOGES [3 episodes] ~ False Alarms (1936) / Three Pests in a Mess (1945) / Flat Foot Stooges (1938) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B016Q1MFMC) [Item: B016Q1MFMC] | Unknown | Rating: 3.7
(ID: B07Q13VPK7) [Item: B07Q13VPK7] | Unknown | Rating: 4.6
(ID: B07KNWVVLQ) The Big Take | Comedy > Suspense > Drama | Rating: 3.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00TNJ1TU4) [Item: B00TNJ1TU4] | Unknown | Rating: 3.7
(ID: B00HWQ0YLU) [Item: B00HWQ0YLU] | Unknown | Rating: 3.8
(ID: B002ZS3ZXO) [Item: B002ZS3ZXO] | Unknown | Rating: 2.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B09CLTSDQ4) [Item: B09CLTSDQ4] | Unknown | Rating: 4.2
(ID: 6305428077) The Three Musketeers | Movies & TV > Walt Disney Studios Home Entertainment > Live Action | Rating: 4.7
(ID: B004FZWDR4) Guin Saga Collection 1 | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: B004ZEDJ9G) Jascha Heifetz: God's Fiddler | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B06XRZ8Q1D) Sweet Home Oklahoma | Unscripted | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08FFGZCJR) [Item: B08FFGZCJR] | Unknown | Rating: 5.0
(ID: B0041RDCAI) The Tudors: The Complete Season 4 | Movies & TV > Showtime > All Showtime Titles | Rating: 4.8
(ID: B086TXBTVT) [Item: B086TXBTVT] | Unknown | Rating: 5.0
(ID: B00932AFD8) Jim Gaffigan: Mr. Universe | Comedy > Documentary | Rating: 4.5
(ID: B000BW3WGG) Over Washington - Deluxe | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0B5ZDWQBP) [Item: B0B5ZDWQBP] | Unknown | Rating: 3.3
(ID: B0013UNBOS) African Dance Workout with Debra Bono | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B0000C24N2) Darkness Falls | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00CHIMBLE) [Item: B00CHIMBLE] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00VGXABLI
|
3-D Rarities [Blu-ray]
| 5
|
AHZUSOXVV4K6QQQCA2C53FRNZ74Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Magical Oil Recipes | Books > Religion & Spirituality > New Age & Spirituality | Rating: 2.0
- All Dogs Have ADHD | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- The Elements of Style | Books > Reference > Writing, Research & Publishing Guides | Rating: 2.0
- Magical Clutter Clearing Boot Camp | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 4.0
- Magical Chants | Books > Religion & Spirituality > New Age & Spirituality | Rating: 4.0
### User's movies History:
- Sing [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- [Item: B005C8ENI0] | Unknown | Rating: 5.0
- [Item: B018GVHDW2] | Unknown | Rating: 5.0
- G.I. Joe: Retaliation | Science Fiction > Suspense > Biting | Rating: 5.0
- [Item: B00I2TV3NO] | Unknown | Rating: 5.0
- Khumba [3D/2D Blu-ray/DVD Combo] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.0
- [Item: B00EB6F1TY] | Unknown | Rating: 5.0
- Rise of the Guardians - Limited Edition Easter Gift Pack (Blu-ray / DVD / Digital Copy + 2 Hopping Toy Eggs) | Movies & TV > Blu-ray > Movies | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00027LD66) Puccini - La Fanciulla del West / Zampieri, Domingo, Pons, Bertocchi, Maazel, La Scala Opera | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.9
(ID: B093HLD3VG) [Item: B093HLD3VG] | Unknown | Rating: 3.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B08K2Q279R) [Item: B08K2Q279R] | Unknown | Rating: 4.1
(ID: B006OFDPNO) Christmas with the King Family | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.0
(ID: B01F6GSJTG) [Item: B01F6GSJTG] | Unknown | Rating: 3.4
(ID: B00VSKT1XI) Adventure Time: Season 5 | Movies & TV > TV | Rating: 4.8
(ID: B00004VVNB) Logan's Run [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B018H841YW) [Item: B018H841YW] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01IX0B8V8) [Item: B01IX0B8V8] | Unknown | Rating: 3.1
(ID: B00ATLK1O0) [Item: B00ATLK1O0] | Unknown | Rating: 4.0
(ID: B076122BYZ) [Item: B076122BYZ] | Unknown | Rating: 3.7
(ID: B004BZ5AMS) Monsters Special Edition + Digital Copy [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.3
(ID: B0028J00M4) Bender Ball: The Bender Method of Core Training | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 6300185516) Sweet Liberty | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B008XTVWHK) The Valley of the Gwangi | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B017ODGM6Q) [Item: B017ODGM6Q] | Unknown | Rating: 3.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00DLD4VLW) Doc McStuffins | Animation > Kids > Fantasy | Rating: 4.5
(ID: B01KOCX0PA) The Twilight Zone: Season One | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00AVIQ5VE) [Item: B00AVIQ5VE] | Unknown | Rating: 4.4
(ID: B01FR35Q62) Black Sails Season 3 | 4 Discs | NON-USA Format | PAL | Region 4 Import - Australia | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B097PWVP4Y) [Item: B097PWVP4Y] | Unknown | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01M0XGTV1) Alice Through The Looking Glass [Blu-ray 3D] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01LBIRG2Y) Battle of the Sexes (1960) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01N9D4LXW) Night Ranger: 35 Years And A Night In Chicago [Blu-ray] [2016] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00GNJBCY0) [Item: B00GNJBCY0] | Unknown | Rating: 4.6
(ID: B09D8YZW2L) [Item: B09D8YZW2L] | Unknown | Rating: 4.4
(ID: B07X5MK7L7) [Item: B07X5MK7L7] | Unknown | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01JJUCA7M) ICE AGE: A MAMMOTH CHRISTMAS | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B003XF1UZS) Kill, Baby Kill | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B085K5K61K) Jurassic Shark | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07YWJH2PQ) ONE SPRING NIGHT - COMPLETE TV SERIES (KOREAN TV SERIES, 1-32 EPISODES, ENGLISH SUBTITLES, ALL REGION) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01LE4IOXA) [Item: B01LE4IOXA] | Unknown | Rating: 2.9
(ID: B002OLG188) [Item: B002OLG188] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00BJOCUAO) [Item: B00BJOCUAO] | Unknown | Rating: 4.2
(ID: B00YORA3IY) [Item: B00YORA3IY] | Unknown | Rating: 4.0
(ID: B09NXGTJ38) Sing 2 (Blu-ray + DVD + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B005G5NPGK) The Wild Thornberrys: Season 2, Part One | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.8
(ID: B000VWYJ8G) The Bourne Ultimatum (Full Screen Edition) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B0002TR2ZA) Hermie & Friends: Webster, the Scaredy Spider | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.1
(ID: B094YMFL29) [Item: B094YMFL29] | Unknown | Rating: 4.0
(ID: B000GLL1C4) Pokemon Movie - Lucario and The Mystery of Mew | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B07B8KSQX3) [Item: B07B8KSQX3] | Unknown | Rating: 4.7
(ID: B006UTDI0Y) Let the Bullets Fly [Blu-ray/DVD Combo] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07VGV9BLH) [Item: B07VGV9BLH] | Unknown | Rating: 4.7
(ID: B00IIJJVQ4) [Item: B00IIJJVQ4] | Unknown | Rating: 4.2
(ID: B000NVLGNG) By Dancers For Dancers: Belly Dance Performances | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B009NEMNHM) Openings | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B07M8FBXRX) [Item: B07M8FBXRX] | Unknown | Rating: 3.7
(ID: B01F8DJJB4) Berserk Movie CS Triple Feature (DVD) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B000OONRSO) Essentials of Qi Gong [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: B00Q05GHOW) Walk Like A Man | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B072YQ8XQK) [Item: B072YQ8XQK] | Unknown | Rating: 1.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01A5WOBU2) [Item: B01A5WOBU2] | Unknown | Rating: 4.2
(ID: B000068IEU) The Last House on the Left [DVD] | Movies & TV > Cult Movies > Horror | Rating: 4.2
(ID: B006TM4H7K) [Item: B006TM4H7K] | Unknown | Rating: 4.7
(ID: B01DCNUHV8) [Item: B01DCNUHV8] | Unknown | Rating: 4.6
(ID: B00019G8EC) The Four Tops | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B08FNJJZR4) Crouching Tiger, Hidden Dragon [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B005XNHWFK) Elephant in the Living Room | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B01A4OACC2) Bordertown | Comedy > Animation | Rating: 4.6
(ID: B000E8N98I) Mad Youth | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B07CBLSGV2) In My Dreams | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000BM7YVK) The Legendary Guitar of James Burton | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B018LR3K7S) [Item: B018LR3K7S] | Unknown | Rating: 4.7
(ID: B001J4E19M) Mercury Man | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B07DGNFDJD) [Item: B07DGNFDJD] | Unknown | Rating: 4.4
(ID: B002T08R7W) Deadly Duo [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00RBG9FJI) [Item: B00RBG9FJI] | Unknown | Rating: 2.6
(ID: B015S4DRH0) Town, The (Rpkg/BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00005JLUH) My Darling Clementine | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B07WSS4D41) Hawaii Five-0: Seasons 1-7 (1968) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B009XTF8HE) Branded | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 160901118X) Illustrated Codes for Designers: Residential | Movies & TV > Movies | Rating: 2.3
(ID: B09NLFFRSK) [Item: B09NLFFRSK] | Unknown | Rating: 3.9
(ID: B00BG4RKL6) Godzilla vs. Biollante (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B06Y1JT72G) Ignatius of Loyola: Soldier - Sinner - Saint | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B0B77BQNNZ) [Item: B0B77BQNNZ] | Unknown | Rating: 2.8
(ID: B0002TSZH4) Betty Blue (Unrated Director's Cut) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B0007M123U) Purple Sunset | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B071FRNLFX) Journey To Paradise | Comedy > Drama > Romance | Rating: 3.2
(ID: B00BBAQD6S) Superman: Unbound | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000ND91WW) Tyrone Power Collection (Blood and Sand / Son of Fury / The Black Rose / Prince of Foxes / The Captain from Castile) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B0034CK5N8) The Dungeon Masters | Drama > Documentary > Special Interest | Rating: 3.3
(ID: B005148Z66) [Item: B005148Z66] | Unknown | Rating: 4.7
(ID: B004WDZR3Q) Cape Fear 1991 | Movies & TV > Blu-ray > Movies | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09NXGTJ38
|
Sing 2 (Blu-ray + DVD + Digital)
| 5
|
AGHOR5LC4IGGFT5ZYFPAUGV5UFJA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Hominids: Volume One of The Neanderthal Parallax (Neanderthal Parallax, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- The Mammoth Hunters: Earth's Children, Book Three | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Valley of Horses: Earth's Children, Book Two | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Clan of the Cave Bear: Earth's Children, Book One | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Super Sad True Love Story: A Novel | Books > Literature & Fiction > Humor & Satire | Rating: 4.0
- Infected: A Novel (The Infected) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- A Kiss of Shadows (Meredith Gentry, Book 1) | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
### User's movies History:
- [Item: B00HQWYIF8] | Unknown | Rating: 5.0
- [Item: B008JAHBSM] | Unknown | Rating: 1.0
- Apostasy | Science Fiction > Drama > Contemplative | Rating: 3.0
- [Item: B091YLYSNG] | Unknown | Rating: 5.0
- [Item: B000HCWZYK] | Unknown | Rating: 4.0
- The Girl Who Played With Fire | Suspense > Drama > Intense | Rating: 1.0
- [Item: B000QDYQQ0] | Unknown | Rating: 1.0
- [Item: B07XGPVXQN] | Unknown | Rating: 1.0
- [Item: B08PDSVTSS] | Unknown | Rating: 5.0
- [Item: B001V5CIFI] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000C825Q) A Light in the Forest [DVD] | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.6
(ID: B00IGQ9IXK) [Item: B00IGQ9IXK] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 6303402232) Stand Alone | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00FG5FRG6) [Item: B00FG5FRG6] | Unknown | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0007N19X2) I Am David | Movies & TV > Music Artists | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00HWHFEHS) [Item: B00HWHFEHS] | Unknown | Rating: 4.0
(ID: B00DYQAT8K) [Item: B00DYQAT8K] | Unknown | Rating: 4.3
(ID: B016BET49G) [Item: B016BET49G] | Unknown | Rating: 4.2
(ID: B000067J2W) Ranma 1/2 - Hard Battle - The Complete Third Season | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B000RFWYNO) Bad Reputation | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B0B8SZW9PG) [Item: B0B8SZW9PG] | Unknown | Rating: 3.8
(ID: B0B5KXZ8BC) [Item: B0B5KXZ8BC] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B005SQRYS2) Kojak: The Complete Movie Collection | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.6
(ID: B00ID9Q0CC) Disney Mickey Mouse Clubhouse: Around The Clubhouse World | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B000UUHSB4) [Item: B000UUHSB4] | Unknown | Rating: 4.6
(ID: B0058JT95A) Alone in the Wilderness 2 DVD plus Book package | Movies & TV > Movies | Rating: 4.8
(ID: B00FXMEK74) [Item: B00FXMEK74] | Unknown | Rating: 4.6
(ID: B00005BGRO) Bubblegum Crisis - Tokyo 2040 - Blood & Steel (Vol. 5) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B0158ZYEH6) Baby Boy / Boyz N' the Hood - Vol | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00D5P4EJU) Sam & Cat | Comedy > Drama > Kids | Rating: 4.4
(ID: B00ESY66LG) Richard II | Drama | Rating: 4.1
(ID: B000KJU1E6) After Innocence | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B01JIUE5V2) Fools Rush in (1997) / Made of Honor / Wedding Planner, the - Vol | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B09HRBQD5J) [Item: B09HRBQD5J] | Unknown | Rating: 4.4
(ID: B01AKMVAC4) [Item: B01AKMVAC4] | Unknown | Rating: 4.2
(ID: B09KF4J3MG) Spencer | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08M9J51KM) [Item: B08M9J51KM] | Unknown | Rating: 4.7
(ID: B0767FCYDP) God's Own Country | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00G2YOFGI) Scott of the Antarctic | Adventure > Exciting > Inspiring | Rating: 4.1
(ID: B0010S6EO2) Shogun Assassin, Vol. 4: Five Fistfuls of Gold [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 1400205980) Uninvited Video Study: Living Loved When You Feel Less Than, Left Out, and Lonely | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.6
(ID: B00005MKNB) The First Turn-On | Movies & TV > Independently Distributed > Comedy | Rating: 3.8
(ID: B00HIWAYYK) [Item: B00HIWAYYK] | Unknown | Rating: 3.5
(ID: B07JK8W7KX) HOTEL TRANSYLVANIA TRILOGY - BLU-RAY REGION FREE (Hotel Transylvania + Hotel Transylvania 2 + Hotel Transylvania 3) English & Spanish Audio & Subtitles - IMPORT | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07R2756K6) The Alienist (DVD) | Movies & TV > Movies | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001GWC9CS) Garmin 300c Fishfinder | Movies & TV > Genre for Featured Categories > Sports | Rating: 1.0
(ID: B083WMF6LD) [Item: B083WMF6LD] | Unknown | Rating: 4.1
(ID: B00HI48UBM) 1492: Conquest of Paradise | Historical > Adventure > Emotional | Rating: 4.2
(ID: B00LAUMK7K) Forbidden Cinema, Volume 5: Lost Blue Classics | Movies & TV > Movies | Rating: 3.4
(ID: B01K4D7OZ6) [Item: B01K4D7OZ6] | Unknown | Rating: 3.2
(ID: B07F6PJS46) [Item: B07F6PJS46] | Unknown | Rating: 4.3
(ID: B00AKGSOGQ) Triple Feature Films JOHN WAYNE Legend of the lost / Horse Soldiers / The Alamo | Movies & TV > John Wayne Store > All Titles | Rating: 5.0
(ID: B07Z8DY419) [Item: B07Z8DY419] | Unknown | Rating: 3.4
(ID: B01N7UBYW2) [Item: B01N7UBYW2] | Unknown | Rating: 3.4
(ID: B000UPMZ12) Spalding Basketball Basics: Learn from the Pros | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B009CPKX60) [Item: B009CPKX60] | Unknown | Rating: 4.2
(ID: B076MJXDC8) [Item: B076MJXDC8] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0001ARFES) Yoga with Ateeka | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B097HRLC5C) [Item: B097HRLC5C] | Unknown | Rating: 3.1
(ID: B002B37HQE) [Item: B002B37HQE] | Unknown | Rating: 4.5
(ID: B009TGVSOI) [Item: B009TGVSOI] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08LJRYBH6) Floogals: Season 1 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B006JRRYEI) [Item: B006JRRYEI] | Unknown | Rating: 4.7
(ID: B00FMPG91C) [Item: B00FMPG91C] | Unknown | Rating: 4.5
(ID: B00MEAKL62) [Item: B00MEAKL62] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00000INB2) Karen Voight - Great Weighted Workout VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B0000A9GL0) Big Spender [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B002WH0ZAE) Soul Power | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00I3BQ2NW) [Item: B00I3BQ2NW] | Unknown | Rating: 4.7
(ID: 6304067887) Ninja Challenge/Quest for the Dragon VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B081NPB9Q8) Jumanji: The Next Level 2019 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08SWBD547) Tell No One | Drama > Suspense > Compelling | Rating: 4.0
(ID: B00IX3U0U6) [Item: B00IX3U0U6] | Unknown | Rating: 4.7
(ID: B0035ECHUY) Ride With the Devil (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B092P771BX) ALADDIN 2-MOVIE COLLECTION | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B004WM0YRQ) Beat the Devil | Comedy > Drama > Adventure | Rating: 3.9
(ID: B0BM3PQFHF) Event Horizon [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B073RQLKGV) [Item: B073RQLKGV] | Unknown | Rating: 4.7
(ID: B000X1DHZG) Power Boating Skills and Safety, Instructional Video, Show Me How Videos | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.2
(ID: B01MA6LVUG) [Item: B01MA6LVUG] | Unknown | Rating: 3.3
(ID: B00008Z78D) Foreign Correspondent [Region 2] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B088KRZNJG) Lucille Ball Small Screen DVD Collection - The Lucy Show: The Complete Series / The Best of I Love Lucy [Lucy Show: Seasons 1,2,3, 4, 5, & 6 TV Show] | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.9
(ID: B00PEJ2YEW) [Item: B00PEJ2YEW] | Unknown | Rating: 4.4
(ID: B0B4FH3XHK) [Item: B0B4FH3XHK] | Unknown | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B09HJS6YKF) No Time to Die (2021) - 2-Disc Collector's Edition [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00AQBDU1E) Ultramarines: Warhammer | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00795DM7W) [Item: B00795DM7W] | Unknown | Rating: 4.0
(ID: B00BMKMOWO) [Item: B00BMKMOWO] | Unknown | Rating: 4.8
(ID: B00KMG57QE) [Item: B00KMG57QE] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01MU3I7O1) [Item: B01MU3I7O1] | Unknown | Rating: 3.7
(ID: B00VQRFDE4) Black Patch | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B007OYOQKA) [Item: B007OYOQKA] | Unknown | Rating: 3.7
(ID: B0009E27I0) Mississippi Masala | Movies & TV > Movies | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B009EXX7Z4) [Item: B009EXX7Z4] | Unknown | Rating: 5.0
(ID: B01I609G3C) StickerChef Fishing and Hunting Turkey Cornhole Board Decals Wrap Stickers Bean Bag Toss With Rings | Movies & TV > Featured Categories > DVD | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0B5KXZ8BC
|
[Item: B0B5KXZ8BC]
| 5
|
AGWW42RT66WJIKXJQTI5BLXKPFKQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- American Psycho | Books > Humor & Entertainment > Humor | Rating: 1.0
- How to Play the Piano Despite Years of Lessons: What Music Is and How to Make It at Home | Books > Arts & Photography > Music | Rating: 4.0
- The Portable Curmudgeon Redux | Books > Humor & Entertainment > Humor | Rating: 4.0
- Hollywood Babylon: The Legendary Underground Classic of Hollywood's Darkest and Best Kept Secrets | Books > Arts & Photography > Performing Arts | Rating: 2.0
- How To Draw Comics The Marvel Way | Books > Arts & Photography > Graphic Design | Rating: 2.0
### User's movies History:
- Annie - The Broadway Tribute Edition | Movies & TV > Movies | Rating: 2.0
- Sweet Charity | Movies & TV > Movies | Rating: 3.0
- Jfk [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
- Jingle All the Way [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.0
- Virtuosity | Movies & TV > Science Fiction & Fantasy | Rating: 1.0
- Body of Evidence (Unrated Version) [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Damage | Movies & TV > Art House & International > By Country | Rating: 4.0
- Daylight [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00005UM34) Battle of the Planets, Vol. 3 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B00BP3YHE6) [Item: B00BP3YHE6] | Unknown | Rating: 4.2
(ID: B000E1MXTQ) TCM Archives: The Laurel and Hardy Collection (The Devil's Brother / Bonnie Scotland) | Movies & TV > Music Artists > King, B.B. | Rating: 4.6
(ID: B01M8IC45M) [Item: B01M8IC45M] | Unknown | Rating: 4.8
(ID: B00J8CX7BA) [Item: B00J8CX7BA] | Unknown | Rating: 3.3
(ID: B00AMBK0X4) Ted (Unrated) | Comedy > Coarse > Fantastic | Rating: 4.6
(ID: B07Z5G6TX3) [Item: B07Z5G6TX3] | Unknown | Rating: 3.1
(ID: B002TZS87G) [Item: B002TZS87G] | Unknown | Rating: 4.7
(ID: B000E8N690) Walk the Line (Full Screen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B071G3VYW6) The Devil's Candy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B011U0FU7G) [Item: B011U0FU7G] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B015PR5TBW) [Item: B015PR5TBW] | Unknown | Rating: 2.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01MSLG205) Do You Believe in Prophecy? Be the Judge | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00DY06SUO) [Item: B00DY06SUO] | Unknown | Rating: 3.7
(ID: B009L2TAJU) The Sun Comes Up | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00KG2OZIU) The Monuments Men | Comedy > Drama > Cerebral | Rating: 4.6
(ID: B0773SSTJP) [Item: B0773SSTJP] | Unknown | Rating: 3.6
(ID: B0B8SKHVV6) Primal | Suspense > Drama > Adventure | Rating: 3.2
(ID: B00DCHGF70) [Item: B00DCHGF70] | Unknown | Rating: 4.5
(ID: B075RGTP2H) November Criminals | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B0095HHBRY) Cloud Atlas [DVD] [2013] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B085H75FSD) [Item: B085H75FSD] | Unknown | Rating: 4.5
(ID: B0011TZ6UI) The Naked Gun 33 1/3: The Final Insult | Comedy > Suspense > Campy | Rating: 4.6
(ID: B005HEDJGQ) [Item: B005HEDJGQ] | Unknown | Rating: 4.8
(ID: B00BI4RKFK) Virtual Active Home British Columbia Sea to Sky Hike DVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00NQAG81Q) Roger Corman's Operation Rogue | Suspense > Action > Compelling | Rating: 3.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B004ALIG2O) A Private Function | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B087XZ3Y4P) A Deadly Charter | Drama | Rating: 4.1
(ID: B00QLWQC44) The Fighting 69th | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B0071BY1HE) Joffrey: Mavericks of American Dance | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000AC7OZ2) Samurai Deeper Kyo - TV Series Perfect Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001S86J5S) Major League (Wild Thing Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B08WQ316H3) Young Rock | Comedy | Rating: 4.5
(ID: B000E10ERE) The Animated Kids Bible-Episode 1 Creation | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00IINLDSE) Bell Book and Candle ( Bell, Book & Candle ) [ Blu-Ray, Reg.A/B/C Import - Spain ] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B005QWLQH8) [Item: B005QWLQH8] | Unknown | Rating: 4.9
(ID: B004PS68Q8) [Item: B004PS68Q8] | Unknown | Rating: 4.7
(ID: B00004XPQL) Final Destination VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00501LNQ4) Get RIPPED! 1000 Top 10 workout! Fitness Magazine and Shape | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00Y7R9GZ2) Gypsy Colt | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00A4Y7VRM) [Item: B00A4Y7VRM] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00A5IZHO6) [Item: B00A5IZHO6] | Unknown | Rating: 4.6
(ID: B004W7GQMS) [Item: B004W7GQMS] | Unknown | Rating: 3.9
(ID: B003XZ29LW) [Item: B003XZ29LW] | Unknown | Rating: 4.1
(ID: B09JBQDZVS) Hard Target (Special Edition) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00CDWBPP2) [Item: B00CDWBPP2] | Unknown | Rating: 4.9
(ID: B0093QI67G) [Item: B0093QI67G] | Unknown | Rating: 4.7
(ID: B01IXWTMF0) [Item: B01IXWTMF0] | Unknown | Rating: 4.4
(ID: B004D0BTAI) Yoga 4 Kids DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B0009V1JIW) Joe Walsh - Instructional DVD for Guitar | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01N703WAA) The Tunnel: Sabotage, Season 2 DVD | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: 0790744546) Diner | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01KGR18PW) One-Eyed Jacks (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.8
(ID: B0797Y6L3T) [Item: B0797Y6L3T] | Unknown | Rating: 4.5
(ID: B01KWK57SW) Haganai NEXT: Season Two [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000M7XREW) Soccer Coaching:Soccer Fast Footwork Drills | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B01FIAXKD0) Subterranea | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.5
(ID: B085LYTPTZ) [Item: B085LYTPTZ] | Unknown | Rating: 4.4
(ID: B000R9U39W) Edward Hopper | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0B5MVWYBH) [Item: B0B5MVWYBH] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 6304911742) Terror of Mechagodzilla [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B004QK42SG) TDK Premium Hi8 (4 Pack) Video Cassettes | Movies & TV > Movies | Rating: 4.3
(ID: 6304078110) Nixon VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0167X3G7M) [Item: B0167X3G7M] | Unknown | Rating: 2.7
(ID: B008V28ZLK) The Return of the Beverly Hillbillies (1981) | Movies & TV > Movies | Rating: 1.0
(ID: B000E1ZB7C) Macross - Under Crimson Skies (Vol. 2) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00489VHEW) [Item: B00489VHEW] | Unknown | Rating: 3.9
(ID: B07N3PGCZM) Leverage: The Complete Series | Movies & TV > TV | Rating: 4.6
(ID: B077VY2KC9) [Item: B077VY2KC9] | Unknown | Rating: 4.3
(ID: B007V2LKWW) American Warships | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00G1L6VR8) Boardwalk [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00UC3BYQE) Sopranos, Season 4 | Movies & TV > HBO > All HBO Titles | Rating: 4.9
(ID: B008133K5K) [Item: B008133K5K] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0007TKNDS) Harper Valley P.T.A. | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0046BAAUE) Tracey Mallett-The Booty Barre-Total New Body | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B076FGGX2S) [Item: B076FGGX2S] | Unknown | Rating: 4.6
(ID: B07X27Q9GS) [Item: B07X27Q9GS] | Unknown | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0793HJMZW) [Item: B0793HJMZW] | Unknown | Rating: 2.9
(ID: B000WTLDPU) Stardust | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00B1CGFVE) A Man Betrayed | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B09PB3226B) [Item: B09PB3226B] | Unknown | Rating: 3.0
(ID: B01MRVZ7RY) Framed | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B0043607W8) [Item: B0043607W8] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0787TMP72) [Item: B0787TMP72] | Unknown | Rating: 3.0
(ID: B004OAKGFG) Classical Stretch The Esmonde Technique: Season 7 - Part 2 (2010 Health Series Episodes 16-30) | Movies & TV > TV | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
6304078110
|
Nixon VHS
| 3
|
AECN7VPQ6HIKVEVU6HZAFLNAJX2Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Omega: The Unknown Classic TPB | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- Justice League: Trinity War | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- Fantastic Four Omnibus 1 | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- The Monster of Frankenstein | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Batgirl 2: The Bronze Age Omnibus | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Ultimate Comics: New Ultimates: Thor Reborn | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- John Constantine, Hellblazer Vol. 7: Tainted Love | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
### User's movies History:
- The Andy Griffith Show: Return to Mayberry | Movies & TV > Featured Categories > DVD | Rating: 2.0
- The Rounders | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- The Kenny Everett Video Show [DVD] | Movies & TV > Movies | Rating: 5.0
- The Odyssey - MiniSeries Masterpiece | Movies & TV > Miniseries | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00008VGLH) Ronin Warriors - OVA, Volume 2: Message | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B072PQJKYH) [Item: B072PQJKYH] | Unknown | Rating: 4.6
(ID: B009EEPXDW) [Item: B009EEPXDW] | Unknown | Rating: 4.5
(ID: B0002109FI) Shame | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.9
(ID: B000PUAIDE) Alma & King Noah's Court (Liken Gold Series) | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.5
(ID: B0080CSXJA) [Item: B0080CSXJA] | Unknown | Rating: 5.0
(ID: B0002IQLE4) Goosebumps - The Haunted Mask II | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00005NTNV) Dirty Harry [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B004D8LY82) [Item: B004D8LY82] | Unknown | Rating: 4.3
(ID: B0B1MMBL7Y) Animal Inside | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00028G6EY) Quickfix - Cardio Hip-Hop Workout | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07NRJTVKG) Secrets of the Dead: Egypt's Darkest Hour DVD | Movies & TV > PBS > All | Rating: 4.5
(ID: B07JX5DBCB) Robocop (1987) / Robocop (2014) Double Feature Blu-ray + DVD + Digital HD | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B017SXHE3W) [Item: B017SXHE3W] | Unknown | Rating: 3.6
(ID: B004FUKLGY) Ballykissangel: Complete Series Six | Movies & TV > BBC > All BBC Titles | Rating: 4.0
(ID: B0009X77AO) Jerry Garcia Band: Live at Shoreline [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0006GVKE8) The Day of the Triffids [Regions 2 & 4] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B005ILYWD2) [Item: B005ILYWD2] | Unknown | Rating: 4.8
(ID: B00LUTWXW8) The Dinah Shore Show | Movies & TV > TV | Rating: 3.8
(ID: B077N1N743) [Item: B077N1N743] | Unknown | Rating: 3.5
(ID: B079VD19MG) The Taste of Salt | Drama | Rating: 5.0
(ID: B002PNJ8WQ) [Item: B002PNJ8WQ] | Unknown | Rating: 4.6
(ID: B00AZ1OFUU) [Item: B00AZ1OFUU] | Unknown | Rating: 4.4
(ID: B08DK2HG77) [Item: B08DK2HG77] | Unknown | Rating: 4.3
(ID: B00BCEZBWK) [Item: B00BCEZBWK] | Unknown | Rating: 4.4
(ID: B006BQFLNI) [Item: B006BQFLNI] | Unknown | Rating: 4.6
(ID: B0006FO5EG) The Plug Lady [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B08W1WLRK1) [Item: B08W1WLRK1] | Unknown | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000A2X488) Radical Jack | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B00KH57U60) Beware The Batman: Dark Justice (13eps) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B0069R06VQ) Sentence Builder 2 Volume Set | Movies & TV > Movies | Rating: 3.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000EQ5VIQ) Sesame Street: Guess That Shape and Color [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B005HES9D4) [Item: B005HES9D4] | Unknown | Rating: 4.8
(ID: B000MEUKDQ) Scarface | Movies & TV > Movies | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0001EFTM4) Arjuna - The Complete Collection [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.0
(ID: B00RCM4VPE) [Item: B00RCM4VPE] | Unknown | Rating: 4.1
(ID: B001AQBLBU) Weeds: Season 4 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000K4YQWO) Lake Placid / Python (Double Feature) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
(ID: B00BPCNO00) Doctor Who - Terror of the Zygons [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B001JT1B5Y) Rock On !! | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.9
(ID: 6302000483) The Jeweller's Shop VHS | Movies & TV > Movies | Rating: 3.9
(ID: B0069HECQG) Baby Einstein: Baby Lullaby | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00182A0MW) [Item: B00182A0MW] | Unknown | Rating: 3.1
(ID: B08DX7Q6PC) [Item: B08DX7Q6PC] | Unknown | Rating: 5.0
(ID: B075Y899J1) [Item: B075Y899J1] | Unknown | Rating: 2.7
(ID: 0767821408) Bottle Rocket | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0002V9Y6I) Columbo Collector's Edition: Ransom For A Dead Man | Movies & TV > Movies | Rating: 5.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B09KN65MVC) Yellowstone: Season Four [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B07G2QCQHP) Chair Yoga Vo. 2 with Shannon Basham | Special Interest > Fitness | Rating: 4.6
(ID: B01NAIYF1Y) [Item: B01NAIYF1Y] | Unknown | Rating: 3.8
(ID: B07WRSHBTL) Pippi Longstocking | Kids > Comedy > Cheerful | Rating: 4.4
(ID: B003UOAXLE) Incredible Creatures That Defy Evolution II | Faith and Spirituality > Documentary > Special Interest | Rating: 4.5
(ID: B002ZF24A2) Batman Returns | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B009CPHFUW) [Item: B009CPHFUW] | Unknown | Rating: 4.9
(ID: B00006ZZ05) The Monkees: Season 1 [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.7
(ID: B002DMJMDE) Varsity Blues (Deluxe Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000059HGY) Tora Tora Tora VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B079T1CKMD) Black Panther - Marvel [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0006FO5HS) Cavedweller | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.4
(ID: B075XCBB4D) Will & Grace | Comedy > Romance | Rating: 4.8
(ID: B00KI69GBK) Californication: The Complete Collection [DVD] | Movies & TV > Showtime > All Showtime Titles | Rating: 4.4
(ID: B00EIFJWRA) Basketball Wives 5 | Unscripted | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0039251EG) [Item: B0039251EG] | Unknown | Rating: 4.7
(ID: B009O4VLPG) [Item: B009O4VLPG] | Unknown | Rating: 3.3
(ID: B078X1MKFT) [Item: B078X1MKFT] | Unknown | Rating: 4.5
(ID: B009G4O9GW) [Item: B009G4O9GW] | Unknown | Rating: 3.6
(ID: B07ZHPTB7K) [Item: B07ZHPTB7K] | Unknown | Rating: 3.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01M61ZK3L) Stark Raving Mad | Comedy > Action | Rating: 3.9
(ID: B000E6ESBW) Reba - Season 3 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B004N66XYE) Upstairs, Downstairs | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00GP4N7GE) Insider's Guide to Puerto Rico | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B001T7RPOC) [Item: B001T7RPOC] | Unknown | Rating: 4.4
(ID: B00003UC5N) Black Cat, White Cat [VHS] | Movies & TV > Art House & International > By Genre | Rating: 4.6
(ID: B001L28H10) Lone Wolf & Cub: Live Action TV Series, Vol. 6 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07KZKK6H3) A Place to Call Home: Season 6 | Movies & TV > TV | Rating: 4.8
(ID: B0015KH3AE) Doctor Who: The 50th Anniversary Collection | Suspense > Drama > International | Rating: 4.5
(ID: B0844818LB) The Personal History of David Copperfield | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B001HW8HT6) I'll Take Manhattan | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01CTH1ZJQ) [Item: B01CTH1ZJQ] | Unknown | Rating: 4.3
(ID: B01554UIDO) [Item: B01554UIDO] | Unknown | Rating: 4.6
(ID: B0000AOX0R) The Land Before Time - 9 Movie Dino Pack | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B06XS189F7) Welcome to Happiness | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00TPSKOP4) [Item: B00TPSKOP4] | Unknown | Rating: 4.6
(ID: B0077BI05M) The Train | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.8
(ID: B00D1NN6S6) [Item: B00D1NN6S6] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
0767821408
|
Bottle Rocket
| 3
|
AEQ24IY64F6NC4K3FPGZHJ5VJT5A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Sport and a Pastime: A Novel (Picador Modern Classics) | Books > Literature & Fiction > United States | Rating: 2.0
- The Stand | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Life and Times of Michael K: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Acceptance: A Novel (The Southern Reach Trilogy, 3) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Authority: A Novel (The Southern Reach Trilogy, 2) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Annihilation: A Novel (The Southern Reach Trilogy, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's movies History:
- [Item: B00ZVS30Q2] | Unknown | Rating: 3.0
- [Item: B007P0ZFS0] | Unknown | Rating: 1.0
- Stuck Between Stations | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00XVPGI9I) [Item: B00XVPGI9I] | Unknown | Rating: 2.9
(ID: B07PPWT6V7) The Crown (The Complete First Season) [The Platinum Edition] | Movies & TV > TV | Rating: 4.8
(ID: B00I1OM7EO) [Item: B00I1OM7EO] | Unknown | Rating: 4.3
(ID: B00I11M0VM) [Item: B00I11M0VM] | Unknown | Rating: 4.7
(ID: B01ADWS7O0) American Experience: The Mine Wars | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B0007QS3TM) Trace Adkins: Video Hits, Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0B8Q7R6ZH) [Item: B0B8Q7R6ZH] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08P3Y3K38) [Item: B08P3Y3K38] | Unknown | Rating: 3.9
(ID: B01ALIGOBO) [Item: B01ALIGOBO] | Unknown | Rating: 4.3
(ID: B00HZ6JSD2) [Item: B00HZ6JSD2] | Unknown | Rating: 4.1
(ID: B0721GZW8X) Beacon Point | Movies & TV > Disc on Demand | Rating: 3.1
(ID: B008VFFSTO) [Item: B008VFFSTO] | Unknown | Rating: 3.4
(ID: B018YEE8A6) [Item: B018YEE8A6] | Unknown | Rating: 2.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B006N31Y8U) The Journey (1959) Yul Brynner, Deborah Kerr, Jason Robards (Import - NTSC All Region 0 DVD) | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.6
(ID: B00K6LVTBW) Escape From Tomorrow [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B005DOSF14) The Discovery of Heaven | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B00006ZZ1D) A Tribute To / Un Hommage A Frederic Back | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.9
(ID: B08WDVLNRP) [Item: B08WDVLNRP] | Unknown | Rating: 4.5
(ID: B000784WMW) Jane Eyre | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B09Q7NQRH5) Downton Abbey (Movie, 2019) - (4K Ultra HD + Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B012R1UD7E) [Item: B012R1UD7E] | Unknown | Rating: 3.6
(ID: B09228KVNM) [Item: B09228KVNM] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000LC3IBK) Reservoir Dogs / Bad Lieutenant | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000W8OM5E) Halloween (2007) | Movies & TV > Movies | Rating: 4.6
(ID: B0757Z6RXX) [Item: B0757Z6RXX] | Unknown | Rating: 4.2
(ID: B00JVFRL7K) She's Got Everything/ The Smartest Girl In Town Double Feature | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B07G11TYR1) [Item: B07G11TYR1] | Unknown | Rating: 4.6
(ID: B00V30KSJE) [Item: B00V30KSJE] | Unknown | Rating: 3.0
(ID: B009NX3NEA) [Item: B009NX3NEA] | Unknown | Rating: 4.6
(ID: B00B5Q1ZRU) [Item: B00B5Q1ZRU] | Unknown | Rating: 4.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B077BPH12X) THOR RAGNAROK - (Blu-ray 3D) - English and Spanish Audio & Subtitles - IMPORT | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000AYQJ5Q) Dirty Dancing / Love Actually / My Best Friend's Wedding [dvd] - Patrick Swayze / Hugh Grant / Julia Roberts DVD | Movies & TV > Movies | Rating: 3.7
(ID: B0117V8BX8) The Collected Works of Hayao Miyazaki (Amazon Exclusive) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6301978285) Tex Avery's Screwball Classics [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B00MYFGE2W) [Item: B00MYFGE2W] | Unknown | Rating: 4.3
(ID: B00HTJ7A9O) [Item: B00HTJ7A9O] | Unknown | Rating: 3.5
(ID: B00FJ01BN6) [Item: B00FJ01BN6] | Unknown | Rating: 3.5
(ID: B0190R84FQ) [Item: B0190R84FQ] | Unknown | Rating: 4.8
(ID: B01MXINWU5) [Item: B01MXINWU5] | Unknown | Rating: 4.8
(ID: B005FJ77M0) [Item: B005FJ77M0] | Unknown | Rating: 4.8
(ID: B071GB9JSC) Last Winter | Arthouse > Drama | Rating: 3.9
(ID: B01G43HGWQ) Shameless: The Complete Sixth Season [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0B5LXBG8M) [Item: B0B5LXBG8M] | Unknown | Rating: 4.2
(ID: B00RNV4RPS) [Item: B00RNV4RPS] | Unknown | Rating: 5.0
(ID: 0783230400) Reap the Wild Wind [DVD] | Movies & TV > John Wayne Store > All Titles | Rating: 4.6
(ID: B07KPHX9JN) [Item: B07KPHX9JN] | Unknown | Rating: 3.5
(ID: B00006FDA9) The Chaplin Collection [DVD] | Movies & TV > Classics > Silent Films | Rating: 2.5
(ID: B01MQCK57L) Best of Ed Sullivan Show 18 DVD Deluxe Collection | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B007V4M6SC) [Item: B007V4M6SC] | Unknown | Rating: 4.8
(ID: B01A4Q3OXE) [Item: B01A4Q3OXE] | Unknown | Rating: 3.7
(ID: B000GQRA0Q) Only the Lonely VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07K68FX68) [Item: B07K68FX68] | Unknown | Rating: 3.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07YMHB1NN) Pumpkins | Movies & TV > Disc on Demand | Rating: 3.6
(ID: B0B7QGY84K) Superman & Lois: The Complete Second Season | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00GOEQ20S) Chasing Nashville | Unscripted > Drama | Rating: 3.8
(ID: B077Z82BCG) The Strangers [Collector's Edition] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00OQRU8XM) Pokemon Movie 17:Diancie&Cocoon of (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B00DUGTGGA) [Item: B00DUGTGGA] | Unknown | Rating: 3.6
(ID: B07YSWCCZZ) Medium: The Complete Series Seasons 1-7 | Movies & TV > TV | Rating: 4.6
(ID: B008JFUS5A) The Hunger Games: Catching Fire [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B018WU9JB0) [Item: B018WU9JB0] | Unknown | Rating: 2.2
(ID: B088QC9VPC) [Item: B088QC9VPC] | Unknown | Rating: 4.5
(ID: B0065IGO2O) A Biblical Critique of the Word Faith Movement | Movies & TV > Movies | Rating: 5.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00646UPFE) [Item: B00646UPFE] | Unknown | Rating: 4.8
(ID: B00K10JSK2) [Item: B00K10JSK2] | Unknown | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0000TAZLA) Mötley Crüe - Greatest Video Hits explicit_lyrics | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B083G9JNQV) [Item: B083G9JNQV] | Unknown | Rating: 4.4
(ID: B00HYRYN4Q) Best Night Ever | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00ZW2V97Y) [Item: B00ZW2V97Y] | Unknown | Rating: 3.4
(ID: B00TSPVJNA) [Item: B00TSPVJNA] | Unknown | Rating: 4.4
(ID: B0041H55BW) At Close Range | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B0845M7PWB) [Item: B0845M7PWB] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00H4UHELM) [Item: B00H4UHELM] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01FUYRK62) Scarface (1983) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B005NS0VLC) 9500 Liberty | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B06WD6LYK5) [Item: B06WD6LYK5] | Unknown | Rating: 4.0
(ID: B01NCMNUHQ) [Item: B01NCMNUHQ] | Unknown | Rating: 4.4
(ID: B00003OSTM) The Life of Emile Zola VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00VJRQHSW) [Item: B00VJRQHSW] | Unknown | Rating: 4.3
(ID: B002WHQ9YA) Eureka Seven: Good Night, Sleep Tight, Young Lovers | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B002WN8IQQ) Walk the Line | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.8
(ID: B07KM16S6W) Grimgar, Ashes and Illusions: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B07KLFLYF6) The Thing (2011) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000FJH5KO) Petite Princess Yucie: Complete Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00TESN2C2) [Item: B00TESN2C2] | Unknown | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07KPHX9JN
|
[Item: B07KPHX9JN]
| 1
|
AEWG4UAZ5I37ZHNSTYNCV7NETL6A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Batman: Tales of the Demon | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- The Final Night | Books > Comics & Graphic Novels > Publishers | Rating: 3.0
- Green Arrow 4: The Kill Machine | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Dave Stevens' Stories & Covers | Books > Humor & Entertainment > Pop Culture | Rating: 3.0
- Batman: The Black Glove | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Hobgoblin (Ultimate Spider-Man, Vol. 13) | Books > Teen & Young Adult > Literature & Fiction | Rating: 2.0
### User's movies History:
- [Item: B00FEC3TW0] | Unknown | Rating: 3.0
- [Item: B001NOVA1U] | Unknown | Rating: 4.0
- Iron Man 3 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
- [Item: B0178EIWKK] | Unknown | Rating: 5.0
- TALES FROM THE CRYPT: S7 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Batman vs. Robin | Animation > Drama > Adventure | Rating: 2.0
- Batman: The Dark Knight Returns (Deluxe Edition) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
- Nosferatu (The Vampyre / Phantom Der Nacht) [DVD] | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 5.0
- Scars of Dracula | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Terror Of Dracula | Movies & TV > Genre for Featured Categories > Horror | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01MRRN6I2) [Item: B01MRRN6I2] | Unknown | Rating: 3.5
(ID: B071FBQ547) Rock Star (Light of Day) 1987 -- Spanish Release | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B005YGCSRI) Jurassic Park: Ultimate Trilogy (Blu-ray/DVD Combo + Digital Copy SteelBook) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01EXR5C3U) [Item: B01EXR5C3U] | Unknown | Rating: 4.5
(ID: B00CFL1EIO) [Item: B00CFL1EIO] | Unknown | Rating: 3.0
(ID: B076N3Q1GK) Children Without Parents | Comedy > Kids > Drama | Rating: 4.8
(ID: B00DACM3BO) The Straight Story (Import-Japan, Region A Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0002UBZ8O) You Can Teach Yourself Mandolin | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B074TM55MM) Home Alone 5 Movie Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B003BDPCHY) [Item: B003BDPCHY] | Unknown | Rating: 3.2
(ID: B08T73596S) [Item: B08T73596S] | Unknown | Rating: 3.2
(ID: B009CG23LM) Darkman | Science Fiction > Suspense > Cerebral | Rating: 4.6
(ID: B009CHY7UG) Dead Kansas | Movies & TV > Movies | Rating: 3.0
(ID: B09VBWHK4X) [Item: B09VBWHK4X] | Unknown | Rating: 3.4
(ID: B01M24LN7F) [Item: B01M24LN7F] | Unknown | Rating: 3.6
(ID: B0009UZG78) The Vicar of Dibley - 10th Anniversary Specials | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B08PVTMZ78) [Item: B08PVTMZ78] | Unknown | Rating: 4.1
(ID: B079KK27J3) A Christmas Fireplace 2017 | Documentary | Rating: 3.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00A6N7D6K) [Item: B00A6N7D6K] | Unknown | Rating: 3.6
(ID: B00RLKK6FG) [Item: B00RLKK6FG] | Unknown | Rating: 2.5
(ID: B01M6TNQWB) [Item: B01M6TNQWB] | Unknown | Rating: 4.4
(ID: B000IMQC7K) Classic Nursing Films DVD: Nursing Tribute Films From 1927-1945 Including The Army Nurse, Nursing Vocational & Career Film, Nursing Education & History, And Much More | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B0031REQJA) Wonderful World | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B000O79FRI) Stewart Granger Collection [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B001ELDYU2) [Item: B001ELDYU2] | Unknown | Rating: 4.5
(ID: B07G1YNC6X) A Nashville Christmas | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B086Q9TKGX) [Item: B086Q9TKGX] | Unknown | Rating: 4.5
(ID: B09GG82W24) Nine Days [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B0000AQS43) Men Who Killed Kennedy | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B06XNWKW7F) Kung Fu Zombies - 7 Movie Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B002IRXH6M) The Gale Storm Show - Classic TV Shows - Collection | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B09JSFGR86) [Item: B09JSFGR86] | Unknown | Rating: 2.9
(ID: B004PYX8XI) [Item: B004PYX8XI] | Unknown | Rating: 4.6
(ID: B00FP20ZCG) Children of Dune | Movies & TV > Sci-Fi Series & Sequels > Dune | Rating: 4.6
(ID: B005MQXYFA) Stardust/Hotel For Dogs/The Spiderwick Chronicles [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01DQ40RKE) [Item: B01DQ40RKE] | Unknown | Rating: 4.4
(ID: B0128P0LIU) Ascension | Movies & TV > Movies | Rating: 4.5
(ID: B07MLB2NSV) [Item: B07MLB2NSV] | Unknown | Rating: 4.5
(ID: B001IKWT50) [Item: B001IKWT50] | Unknown | Rating: 4.7
(ID: B0182ZZC98) [Item: B0182ZZC98] | Unknown | Rating: 3.9
(ID: B009I66A7Y) [Item: B009I66A7Y] | Unknown | Rating: 2.9
(ID: B007K5FV8E) [Item: B007K5FV8E] | Unknown | Rating: 4.2
(ID: B01LZC0EOQ) [Item: B01LZC0EOQ] | Unknown | Rating: 3.5
(ID: 6303162290) Lethal Legs VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00V5JEJ66) Married With Children: Season 10 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B08PDDYLP8) [Item: B08PDDYLP8] | Unknown | Rating: 2.8
(ID: B0B7F6XRGS) The Marvelous Mrs. Maisel | Comedy > Drama | Rating: 4.2
(ID: B003WWDT0G) Spot: Spot's Magical Christmas | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B09JLKQ53V) [Item: B09JLKQ53V] | Unknown | Rating: 1.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0000CABIY) Prevention Magazine - Walk Your Way Slim [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B0029F2M2S) GET SMART:S4 (Viva/Rpkg/DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B00IXF8IBW) [Item: B00IXF8IBW] | Unknown | Rating: 3.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0001UZZMW) Bruce Brown: The Golden Years of Surf Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B009CG0102) [Item: B009CG0102] | Unknown | Rating: 4.8
(ID: B09SS5JNQG) [Item: B09SS5JNQG] | Unknown | Rating: 4.0
(ID: B006VEM4AS) [Item: B006VEM4AS] | Unknown | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B006ZTZ44C) [Item: B006ZTZ44C] | Unknown | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B002MW3JO8) [Item: B002MW3JO8] | Unknown | Rating: 4.8
(ID: B00J8BYDNW) [Item: B00J8BYDNW] | Unknown | Rating: 4.9
(ID: B08JQNMZJB) Moonraker / Spy Who Loved Me (2 Disc DVD Set) - Roger Moore (as James Bond), Richard Kiel, Michael Lonsdale, Lois Chiles, Corinee Clery, Barbara Bach - Albert R. Broccoli, Ian Flemming, Lewis Gilbert | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000F0UU6Y) STOTT PILATES Walk On to Weight Loss (English/French) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004MPJZ1O) [Item: B004MPJZ1O] | Unknown | Rating: 4.3
(ID: B07JMG3BXR) [Item: B07JMG3BXR] | Unknown | Rating: 4.3
(ID: 6305128928) A Perfect Murder | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07GNRC8XT) State and Main [Blu-ray] [DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00168OINK) Kung Fu Panda (+ BD-Live) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B006I1CL70) [Item: B006I1CL70] | Unknown | Rating: 2.4
(ID: B00GG0NA9Q) Big Momma's House 3 | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0001KNH8G) Yoga & Riding Volume 2: Breathing and Relaxation Techniques for Equestrians | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B08GS6QJZR) [Item: B08GS6QJZR] | Unknown | Rating: 4.7
(ID: B01HHNRLS6) [Item: B01HHNRLS6] | Unknown | Rating: 4.0
(ID: B09B46Z37W) [Item: B09B46Z37W] | Unknown | Rating: 3.8
(ID: B01N0DKE7E) [Item: B01N0DKE7E] | Unknown | Rating: 4.2
(ID: B0049IPLYE) [Item: B0049IPLYE] | Unknown | Rating: 4.7
(ID: B07MT1W9FL) Escape at Dannemora | Movies & TV > Paramount Home Entertainment | Rating: 4.6
(ID: B001G5T6NK) Sally Of The Sawdust | Movies & TV > Classics > Silent Films | Rating: 3.6
(ID: B000069I1T) Of Love and Shadows [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.9
(ID: B0012AVRWW) [Item: B0012AVRWW] | Unknown | Rating: 4.1
(ID: B016QE2BIC) [Item: B016QE2BIC] | Unknown | Rating: 2.3
(ID: B004C6B6JM) Extremebooty.Com: Booty Poppin 8 | Movies & TV > Movies | Rating: 2.9
(ID: B008R3NI5G) [Item: B008R3NI5G] | Unknown | Rating: 4.8
(ID: B00HGN54C8) [Item: B00HGN54C8] | Unknown | Rating: 4.1
(ID: B0053ULWFY) Virtual Active – Swiss Alps Run | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B000G1TQ8U) "Who Needs Sleep?" | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: 6302794498) Vanishing Act [VHS] | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0128P0LIU
|
Ascension
| 4
|
AEVNQCL6W5V5XHNOKNFKYD35GPIA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Stefan Mendoza Trilogy Boxed Set | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Phantom: Chainfire Trilogy, Part 2 (Sword of Truth, Book 10) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- The Gone-Away World | Books > Literature & Fiction > Contemporary | Rating: 5.0
- Paul of Dune | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- The Appeal: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- The Last Dragon | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Gilbert & Sullivan: Broadway Theatre Archive (The Pirates of Penzance / Kline, Ronstadt, Smith, Routledge, Delacorte Theater ) | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Back Track - Championship Vintage Motocross DVD | Movies & TV > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0007PAM3I) Garfield: Fantasies (Garfield's Babes and Bullets / Garfield's Feline Fantasies / Garfield : His Nine Lives) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00IP965IO) Rawhide: The Eighth and Final Season | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 6300182150) Animal House [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B07BHXJKRW) [Item: B07BHXJKRW] | Unknown | Rating: 3.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002HFWBEE) Pour Elle | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.3
(ID: B00CNUP9QA) Climb It, Tarzan! | Comedy > Drama > Arthouse | Rating: 3.2
(ID: B07DR1ZQYF) This Is Not My Hat | Animation > Kids | Rating: 4.4
(ID: B00HVJZ4MW) I Married Adventure | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B008Y6RNL6) [Item: B008Y6RNL6] | Unknown | Rating: 4.1
(ID: B07V3NTZ2X) Major Chords For Minors | Documentary > Special Interest | Rating: 5.0
(ID: B005SZED64) Royal Pains: Season 3 - Volume One | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01IQJ3LOI) The James Bond Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01MXV5VOU) [Item: B01MXV5VOU] | Unknown | Rating: 4.8
(ID: 6302208688) Larry Bird - A Basketball Legend [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: 6305111677) Richard Pryor - Live in Concert | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B00H57OXSG) [Item: B00H57OXSG] | Unknown | Rating: 4.3
(ID: B000E0OBDI) Against the Odds: The Artists of the Harlem Renaissance | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B00005U7QW) Barney - You Can Be Anything [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0149B1LRG) Strawberry Shortcake Princess Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009K0ZNAI) [Item: B009K0ZNAI] | Unknown | Rating: 3.7
(ID: B01JHIH2SI) [Item: B01JHIH2SI] | Unknown | Rating: 3.5
(ID: B00149XOTU) Hopscotch-Import | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000FNNHVQ) Alexander the Great | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07L4ZLJ8M) [Item: B07L4ZLJ8M] | Unknown | Rating: 3.1
(ID: B07M9CVBBL) [Item: B07M9CVBBL] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00004WMKV) Peanuts: Holiday Collection | Movies & TV > 3-6 Years | Rating: 4.9
(ID: B00P63PW8Q) [Item: B00P63PW8Q] | Unknown | Rating: 3.7
(ID: B00CIAXBWY) [Item: B00CIAXBWY] | Unknown | Rating: 3.8
(ID: B0071LEH14) Black Butler: Complete First Season | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B01G2B5W2G) [Item: B01G2B5W2G] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B002T1C8RQ) LOS PEQUENOS GIGANTES | Movies & TV > Movies | Rating: 4.1
(ID: B00030DI3S) Scarecrow and Mrs. King: The First Time & There Goes the Neighborhood | Movies & TV > Movies | Rating: 4.2
(ID: B010CVV22Q) Brynhildr in the Darkness: Complete Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B078JN83BP) [Item: B078JN83BP] | Unknown | Rating: 3.8
(ID: B00463KKBQ) [Item: B00463KKBQ] | Unknown | Rating: 4.6
(ID: B00008WJC8) The Boys Club [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07RD8Q56G) [Item: B07RD8Q56G] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00K5YWL2G) [Item: B00K5YWL2G] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00OSZNMXA) [Item: B00OSZNMXA] | Unknown | Rating: 4.3
(ID: B096NDC3NN) [Item: B096NDC3NN] | Unknown | Rating: 3.8
(ID: B00NF6P9D4) The Game | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B0006IION6) Veggie Tales: Lord of the Beans, A Lesson in Using Your GIfts | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B004EPM5SW) [Item: B004EPM5SW] | Unknown | Rating: 3.1
(ID: B07B7D6JWX) [Item: B07B7D6JWX] | Unknown | Rating: 3.5
(ID: B000X73N90) Scrapped | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01D7T6SII) [Item: B01D7T6SII] | Unknown | Rating: 4.8
(ID: B000A0GY46) Is There Life Out There? [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B005U9PM0Y) [Item: B005U9PM0Y] | Unknown | Rating: 3.4
(ID: B09XQ3N6VY) [Item: B09XQ3N6VY] | Unknown | Rating: 4.5
(ID: B00F12IRSO) September 11 - The New Pearl Harbor | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0BTDSFXN1) Moonrise | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00G0RU0AC) Vuelve En Primera Fila | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08PL1G6J7) [Item: B08PL1G6J7] | Unknown | Rating: 4.8
(ID: B002QVFONE) Ghost Machine | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B003UVM1KS) Gaiam Valerie Bertinelli: Losing It and Keeping Fit DVD 05-54675 | Movies & TV > TV | Rating: 3.3
(ID: B00AVKAHU2) [Item: B00AVKAHU2] | Unknown | Rating: 4.0
(ID: B00004U1FB) Mon Oncle D'Amerique | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000066752) Bullets of Love [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01LTHZENU) The Curse of Oak Island Season 3 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B000G03NMG) Virtual Jack-O-Lantern: Halloween Video Decoration | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 2.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B09MSHYC35) One Note Symphony: Live In Tel Aviv | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01L8D6AP6) [Item: B01L8D6AP6] | Unknown | Rating: 3.9
(ID: B003VNGHVO) The Science of Sleep (Widescreen) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00DQ4HO4M) [Item: B00DQ4HO4M] | Unknown | Rating: 3.9
(ID: B00UMX88K4) [Item: B00UMX88K4] | Unknown | Rating: 4.6
(ID: B00WAR6GY0) [Item: B00WAR6GY0] | Unknown | Rating: 4.9
(ID: B00BJFTSTY) Flirt [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B0058OASGY) [Item: B0058OASGY] | Unknown | Rating: 3.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0000AQS81) Aqua Teen Hunger Force - Volume One | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07H7WXH79) [Item: B07H7WXH79] | Unknown | Rating: 4.5
(ID: B00003W8NN) Anywhere But Here | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B01LB2ECJU) [Item: B01LB2ECJU] | Unknown | Rating: 3.8
(ID: B00I87XNOW) Bullets, Bombs and Babes - 12 Film Set - The Andy Sidaris Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00005OW0W) Pride FC 7 - From the Yokohama Arena | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B09HVCF1B9) [Item: B09HVCF1B9] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00008K76W) Patriot Games (Special Collector's Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B073795J1S) The Christmas Note | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00158K1B4) Something for the Boys | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B000K2VITU) OTHERS: The Tales of F. Paul Wilson | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.5
(ID: B014CRO2W8) [Item: B014CRO2W8] | Unknown | Rating: 4.9
(ID: B07RFTTJLN) [Item: B07RFTTJLN] | Unknown | Rating: 3.4
(ID: B009I5VFTS) Avengers Illuminated 3D Lenticular Gift Set - Best Buy Exclusive | Movies & TV > Movies | Rating: 4.7
(ID: B000UP8854) Dear Mr. Fantasy Featuring the Music of Jim Capaldi and Traffic: A Celebration for Jim Capaldi | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B0007MANZS) The Texican | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B074J8DMRL) Friday the 13th - The Final Chapter | Movies & TV > Blu-ray > Movies | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0071LEH14
|
Black Butler: Complete First Season
| 5
|
AFSWUWXE57RXC6XHUWPMKN6K2SVA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Gustav Klimt: Art Nouveau Visionary | Books > Arts & Photography > History & Criticism | Rating: 5.0
- The Annotated Lolita: Revised and Updated | Books > Humor & Entertainment > Humor | Rating: 5.0
- The Fossil | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Book of the Dead | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Coloring Book for Grown Ups: Creative Patterns for Adults | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 3.0
- Collecting Rocks, Gems & Minerals: Easy Identification - Values - Lapidary Uses (Warman's Field Guide) | Books > Science & Math > Nature & Ecology | Rating: 2.0
- Firebird (An Alex Benedict Novel) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Gideon's Sword (Gideon Crew Series) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- Better Homes and Gardens New Cook Book: Celebrating the Promise, 14th Limited Edition "Pink Plaid" | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
- Modeling the Head in Clay: Creative Techniques for the Sculptor | Books > Arts & Photography > History & Criticism | Rating: 3.0
### User's movies History:
- Europa Report | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.0
- Terra Nova | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 5.0
- [Item: B00VFTA0G4] | Unknown | Rating: 5.0
- Earth 2 - The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Interstellar (Blu-ray + DVD Combo Pack) | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 2.0
- Surface: The Complete Series [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Prometheus (Blu-ray/ DVD + Digital Copy) | Movies & TV > Blu-ray > Movies | Rating: 3.0
- Skyline | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B01KBKY4GE) [Item: B01KBKY4GE] | Unknown | Rating: 3.7
(ID: B00KDK63HG) Heaven Is for Real [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07L9FHQXM) [Item: B07L9FHQXM] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01KPVXRY4) Post Pop Depression Live at The Royal Albert Hall [Blu-ray/2CD] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: 6300182975) Psycho II [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B00CB3SQ2S) [Item: B00CB3SQ2S] | Unknown | Rating: 4.1
(ID: B08FF6HXGP) [Item: B08FF6HXGP] | Unknown | Rating: 3.3
(ID: B003PWWY90) [Item: B003PWWY90] | Unknown | Rating: 4.9
(ID: B004X63S7Y) Harry In Your Pocket | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B01N21VC7H) [Item: B01N21VC7H] | Unknown | Rating: 4.7
(ID: B09LRXZDW2) [Item: B09LRXZDW2] | Unknown | Rating: 4.2
(ID: B08HK18P1S) [Item: B08HK18P1S] | Unknown | Rating: 4.4
(ID: B00JGDD446) Cluster (English Subtitled) | Drama > Documentary > Talk Show and Variety | Rating: 3.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0014BJ1CW) The Secret Invasion | Movies & TV > Today's Deals > Fox Featured Deals | Rating: 4.0
(ID: B0091JJ2J6) Hepburn, Audrey - In The Movies | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.3
(ID: B01MZ2MU8O) [Item: B01MZ2MU8O] | Unknown | Rating: 3.8
(ID: B01LZBP327) [Item: B01LZBP327] | Unknown | Rating: 4.5
(ID: B01EKAA686) [Item: B01EKAA686] | Unknown | Rating: 4.8
(ID: B00IRKXWNM) [Item: B00IRKXWNM] | Unknown | Rating: 4.8
(ID: B000063JDK) High Spirits [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B087CVXTFV) Outlander: Season 5 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B017ODFVL8) [Item: B017ODFVL8] | Unknown | Rating: 3.8
(ID: B01N45HYV5) Is It Wrong to Try to Pick Up Girls in a Dungeon? | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B000JJSKWM) Monroe: Class of '76 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.2
(ID: B09QFLKJLY) [Item: B09QFLKJLY] | Unknown | Rating: 4.0
(ID: B00G4K13DI) Kettlebell kickboxing: The Body Series | Movies & TV > TV | Rating: 3.7
(ID: B009F91Z38) Live & More Encore | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0018PGD7U) Bridges at Toko-Ri, The | Action > Drama > Emotional | Rating: 4.6
(ID: B00DTMOG7O) [Item: B00DTMOG7O] | Unknown | Rating: 3.5
(ID: B07ZWC5S9S) [Item: B07ZWC5S9S] | Unknown | Rating: 4.8
(ID: B00005NRO6) WWE: Lita - It Just Feels Right | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0051HCUPU) Naqoyqatsi | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0090SBDAY) INFINITE HOPE: Time Out For Woman 2010 | Movies & TV > Movies | Rating: 5.0
(ID: B002GQEOOE) [Item: B002GQEOOE] | Unknown | Rating: 3.2
(ID: B000KE5JDO) [Item: B000KE5JDO] | Unknown | Rating: 3.9
(ID: B000087F1Q) Prehistoric Women | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B002EAYE5Q) Man From Galveston | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.2
(ID: B000RZIGXQ) College Hill - Virginia State University | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.7
(ID: B07Z45VMJY) [Item: B07Z45VMJY] | Unknown | Rating: 4.6
(ID: B0009PVZIW) Bleak House | Movies & TV > BBC > All BBC Titles | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0091CC5ME) [Item: B0091CC5ME] | Unknown | Rating: 4.8
(ID: B00AALHQBA) [Item: B00AALHQBA] | Unknown | Rating: 4.6
(ID: B000GCFO12) Silent Hill | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B01GF6RG2M) [Item: B01GF6RG2M] | Unknown | Rating: 3.6
(ID: B071K971CP) [Item: B071K971CP] | Unknown | Rating: 4.8
(ID: 6305261636) Dance of Death | Movies & TV > Widescreen > Action & Adventure | Rating: 4.0
(ID: B00DKJYXHY) [Item: B00DKJYXHY] | Unknown | Rating: 4.0
(ID: B000053W55) Blues Brothers 2000 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0068FZ0W4) Imitation of Life Two-Movie Special Edition | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.8
(ID: B0758PZ4R4) Blue Planet: The Collection [Blu-ray] [2017] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B009Z8FSNC) [Item: B009Z8FSNC] | Unknown | Rating: 4.7
(ID: B007H5239M) [Item: B007H5239M] | Unknown | Rating: 4.3
(ID: B075VVYQGN) Harry Potter and the Goblet of Fire (4K Ultra HD) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B000QYKDFC) El Laberinto del Fauno - Pan's Labyrinth | Movies & TV > Movies | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00II29B4I) [Item: B00II29B4I] | Unknown | Rating: 4.0
(ID: B000059ZY6) Small Town in Texas VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.3
(ID: B000V9ICGO) Captain & Tennille: The Christmas Show | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07R991LK9) [Item: B07R991LK9] | Unknown | Rating: 4.6
(ID: B014SVXMA6) [Item: B014SVXMA6] | Unknown | Rating: 2.8
(ID: B00DS79HJW) Armistice | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000UJ48O0) The O.C.: The Complete Series | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00BHO0RMO) Nice Girl's Don't Explode | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B001NFNTX6) The Scarlet Pimpernel (1934) | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.6
(ID: B0B6QBYXNR) [Item: B0B6QBYXNR] | Unknown | Rating: 4.8
(ID: B06XH3JZSJ) [Item: B06XH3JZSJ] | Unknown | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B077J2TKR6) Space Chimps 1+2 Df | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B08B1X63B2) [Item: B08B1X63B2] | Unknown | Rating: 4.8
(ID: B00G7A5VYC) Bloodline | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B000A2V912) Good Times with Carey Hart | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B00008LE00) The Firm // Cardio Sculpt / Body Sculpting System | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B0039JERH6) [Item: B0039JERH6] | Unknown | Rating: 4.5
(ID: B00BQGB5RE) [Item: B00BQGB5RE] | Unknown | Rating: 4.3
(ID: B07WZH8NRM) [Item: B07WZH8NRM] | Unknown | Rating: 4.6
(ID: B004P96WEU) Aleksis Kivi | Movies & TV > Musicals & Performing Arts > Opera | Rating: 3.6
(ID: B003A3UYM8) Stevie Nicks: Live In Chicago | Music Videos and Concerts | Rating: 4.8
(ID: B08LZV9DMF) RWBY: The Complete 6-Volume Blu-ray Collection - Volume 1 / Volume 2 / Volume 3 / Volume 4 / Volume 5 / Volume 6 | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0BXX3XSHZ) [Item: B0BXX3XSHZ] | Unknown | Rating: 4.7
(ID: B07NMLS733) [Item: B07NMLS733] | Unknown | Rating: 4.2
(ID: B0B8QMKJ69) [Item: B0B8QMKJ69] | Unknown | Rating: 3.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00JJC74CM) Madame Onça's Fan-Demonium DVD - The Essential Fan Primer for Bellydancers | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002ICGTHQ) [Item: B002ICGTHQ] | Unknown | Rating: 3.9
(ID: B00DCLTFCI) WWE: Triple H: Thy Kingdom Come | Movies & TV > Boxed Sets > Sports | Rating: 4.6
(ID: B00019G4QY) The Scrambled States of America... and More Stories to Celebrate Our Country | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B0132U1BAC) [Item: B0132U1BAC] | Unknown | Rating: 4.2
(ID: B08SMFNNXJ) [Item: B08SMFNNXJ] | Unknown | Rating: 3.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07R991LK9
|
[Item: B07R991LK9]
| 3
|
AFVN7B424ATRX5TZPIN6J3WJNG6Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Child 44 (The Child 44 Trilogy) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Spangle | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- No Less Than Victory: A Novel of World War II | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- My Google Chromebook (My...) | Books > Computers & Technology > Hardware & DIY | Rating: 1.0
- You're Only Old Once!: A Book for Obsolete Children | Books > Literature & Fiction > Humor & Satire | Rating: 2.0
- Suddenly Sixty: And Other Shocks of Later Life (Judith Viorst's Decades) | Books > Literature & Fiction > Poetry | Rating: 1.0
- Bowl of Heaven: A Novel | Books > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
- Overtime: A Tor.Com Original (Laundry Files) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- Prime Suspect: The Complete Collection | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 3.0
- The Bletchley Circle: Cracking a Killer's Code | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 2.0
- Firefly: The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.0
- Lewis - Series 7 [NON-U.S.A. FORMAT: PAL + REGION 2 + U.K. IMPORT] (Complete Seventh Season - Original British Version - Inspector Lewis) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Foyle's War: The Homefront Files, Sets 1-6 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B004G6WTYE) [Item: B004G6WTYE] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000LP5FMC) Toka Toka: A Documentary About Surfing In Forbidden Fiji | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07KPMPKVZ) [Item: B07KPMPKVZ] | Unknown | Rating: 4.1
(ID: B0049W0O4C) Bill Nye the Science Guy: Earth's Seasons | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 5.0
(ID: B00CIB0POK) [Item: B00CIB0POK] | Unknown | Rating: 4.2
(ID: B00175GAIS) The Atheism Tapes | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B07ZG9V98Y) [Item: B07ZG9V98Y] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00YSBFON0) Jane the Virgin: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07NNVJXYS) [Item: B07NNVJXYS] | Unknown | Rating: 3.6
(ID: B0B4V336VC) Remember Me | Suspense > Horror > Drama | Rating: 3.7
(ID: B0000639HJ) Saint Tail - Girl of Justice (Vol. 5) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00007JZO2) Burn Up Excess - The Case of the Black Diamonds (Vol. 4) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B07QBD5MYC) [Item: B07QBD5MYC] | Unknown | Rating: 4.3
(ID: 6302967783) Abbott and Costello Show Volume 6 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B001NJJ3XC) [Item: B001NJJ3XC] | Unknown | Rating: 4.6
(ID: B06XZ6578K) Bridesmaids / The Boss / Identity Thief 3-Movie Laugh Pack [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07MB6QNV5) [Item: B07MB6QNV5] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B009CG8QKO) Drag Me To Hell | Suspense > Horror > Eerie | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B09DV6MXT3) The Spore [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.2
(ID: B0081HLMD8) Headhunters [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0001KNH9K) The Event | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B0049AB9F2) The Girl Who Played With Fire (English Dubbed Verison) (DVD/Blu-ray Combo) | Movies & TV > Movies | Rating: 4.5
(ID: B01ENPP624) The Huntsman: Winter's War | Movies & TV > Fully Loaded DVDs > Extended Editions | Rating: 4.6
(ID: B01I2EHG0M) [Item: B01I2EHG0M] | Unknown | Rating: 3.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000F48D28) Soccer for Kids-Getting Started [DVD] | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.4
(ID: B086Y747HZ) A Few Good Pizzas | Comedy | Rating: 4.1
(ID: B0085Z3BXA) 20-Film Great American Westerns: Shootouts 'N Showdowns | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.9
(ID: B0012EM5DI) Beverly Hills, 90210: Season 4 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B075HFM2MM) [Item: B075HFM2MM] | Unknown | Rating: 3.7
(ID: B082PPQW36) Jim Allison: Breakthrough | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B07G2QPNHJ) Harmony | Comedy > Arts, Entertainment, and Culture | Rating: 5.0
(ID: B012BYDKIG) Friday the 13th Part V/Friday the 13th Part VI (DBFE) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B01CK6YVRY) English Baroque Soloists - The Beggar's Opera | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B007142CFE) [Item: B007142CFE] | Unknown | Rating: 4.8
(ID: B000O3TL8A) [Item: B000O3TL8A] | Unknown | Rating: 4.6
(ID: B000094J5Y) Flight of the Intruder [DVD] | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B093RP1C7V) Honeydew | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: 0790736411) U.S. Marshals (Special Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B08RVVM4T5) [Item: B08RVVM4T5] | Unknown | Rating: 4.4
(ID: B073DQRZ3T) [Item: B073DQRZ3T] | Unknown | Rating: 3.8
(ID: B00A2KKK2G) [Item: B00A2KKK2G] | Unknown | Rating: 4.3
(ID: B000063V8R) Star Trek The Next Generation - The Complete Third Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01G2TK2JQ) [Item: B01G2TK2JQ] | Unknown | Rating: 3.4
(ID: B00CH0O57U) The Path Less Traveled: Performing Miracles | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004L73FN2) Microwarriors: The Power of Probiotics | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: 6305263590) Absolution VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 2.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07VKPQ7RX) [Item: B07VKPQ7RX] | Unknown | Rating: 4.7
(ID: B0B6Q95P2K) [Item: B0B6Q95P2K] | Unknown | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01EXR5RJE) [Item: B01EXR5RJE] | Unknown | Rating: 4.4
(ID: B009KY9DL4) The Great Rupert MP3 tracks | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07SQ5YQWC) [Item: B07SQ5YQWC] | Unknown | Rating: 4.7
(ID: B004QFSKW0) [Item: B004QFSKW0] | Unknown | Rating: 4.4
(ID: B01N21VC7H) [Item: B01N21VC7H] | Unknown | Rating: 4.7
(ID: B001F6Q372) Classic Films Triple - A Night To Remember/The Red Shoes/Caesar and Cleopatra [Import anglais] | Movies & TV > Movies | Rating: 3.9
(ID: B01KVKAE04) Stephen King's Cat's Eye (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000XBPEUC) Italian for Kids: Learn Italian Beginner Level 1 - Volume 2 | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B081PGJ71M) [Item: B081PGJ71M] | Unknown | Rating: 5.0
(ID: 1596688750) Artful Lettering: Tools & Techniques Discovering Your Style | Movies & TV > Movies | Rating: 3.7
(ID: B002QY9VPI) [Item: B002QY9VPI] | Unknown | Rating: 3.2
(ID: B006Z7Z3PO) Dark Shadows: Best of Barnabas | Movies & TV > Explore 50 Years of Great TV > The 1960s | Rating: 4.6
(ID: B004XYF43W) [Item: B004XYF43W] | Unknown | Rating: 4.1
(ID: B07KBYMVH8) [Item: B07KBYMVH8] | Unknown | Rating: 4.3
(ID: B00443HWUA) [Item: B00443HWUA] | Unknown | Rating: 3.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B003ZHR6TS) The Chronicles of Narnia (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B006PJIAE8) Dinner Rush | Drama > Romance | Rating: 4.7
(ID: B00YIZWFQ0) Leslie Sansone: Walk to the Hits All Time Favorites | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B005S570FA) [Item: B005S570FA] | Unknown | Rating: 4.8
(ID: B0098VYE4U) We Have a Pope (English Subtitled) | Comedy > Drama > Fun | Rating: 4.1
(ID: B000M06U5W) Massenet - Cherubin | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B001EH8T1K) [Item: B001EH8T1K] | Unknown | Rating: 3.4
(ID: B011T0C6HO) Agatha Christie's Marple: The Julia McKenzie Collection | Movies & TV > Boxed Sets > Drama | Rating: 4.5
(ID: B000GFLEEA) Go for Zucker | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001AD6UTQ) Pattern For Plunder | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B06XJ3TZGT) [Item: B06XJ3TZGT] | Unknown | Rating: 4.8
(ID: 0979410738) Precious Knowledge | Prime Video > Prime Video > Movies | Rating: 5.0
(ID: B00CXN3Z4U) Legend of the Goatman: Horrifying Monsters | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B079Y48Z8T) Jurassic Dead, The | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01LTHOXMS) Crazed | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01LRI7ZD8) [Item: B01LRI7ZD8] | Unknown | Rating: 4.0
(ID: B005I4HO02) Jonny's Golden Quest | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B09QFRWF88) [Item: B09QFRWF88] | Unknown | Rating: 3.6
(ID: B008Y5NQHM) [Item: B008Y5NQHM] | Unknown | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000S86J40) Introduction to Bellynesian | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B07TTKQHGL) Ramekin | Comedy > Horror | Rating: 4.0
(ID: B00006JDSJ) A Year of the Quiet Sun | Movies & TV > Featured Categories > DVD | Rating: 3.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B009KY9DL4
|
The Great Rupert MP3 tracks
| 2
|
AHORAUWSIZYMKFM6EEXTAR2IWUHQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Witch Elm: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Sleeping in the Ground: An Inspector Banks Novel (Inspector Banks Novels, 24) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Antique Trader Antiques & Collectibles Price Guide 2016 | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 2.0
- Kovels' Antiques and Collectibles Price Guide 2015: America's Most Authoritative Antiques Annual! | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 2.0
- Gone, Baby, Gone: A Novel (Patrick Kenzie and Angela Gennaro Series, 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- Homeland: The Complete First Season | Movies & TV > Primetime Emmy® Central | Rating: 1.0
- Theeb | Movies & TV > Independently Distributed > Drama | Rating: 5.0
- Wire in the Blood - The Mermaids Singing | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- The Waiting Time | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Child 44 [DVD + Digital] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07FD19VNP) [Item: B07FD19VNP] | Unknown | Rating: 4.6
(ID: B09NLBQ3HX) 13 Fanboy | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B00GOYHR34) Amber Alert | Movies & TV > Science Fiction & Fantasy | Rating: 3.6
(ID: B0743MGH1W) [Item: B0743MGH1W] | Unknown | Rating: 3.6
(ID: B08445XK7R) Calamity Jane [DVD] [2020] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B08HJ2P3BD) The Secret: Dare to Dream [DVD] [2020] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003CAK0BE) [Item: B003CAK0BE] | Unknown | Rating: 4.5
(ID: B01I67MMLI) [Item: B01I67MMLI] | Unknown | Rating: 3.3
(ID: B004EPYZU8) Sucker Punch | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B079J6LJPB) The Reunion | Suspense > Drama > Serious | Rating: 3.1
(ID: B098GSYX6Z) Beauty and the Beast: The Complete Series | Movies & TV > TV | Rating: 4.8
(ID: B07CF7XXPD) [Item: B07CF7XXPD] | Unknown | Rating: 4.6
(ID: B00E68UW00) [Item: B00E68UW00] | Unknown | Rating: 4.5
(ID: B06XX6VF49) [Item: B06XX6VF49] | Unknown | Rating: 3.8
(ID: B0BK59Y77T) The Bridge at Remagen | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0771JVQ46) Suspiria 40th Anniversary Edition [Blu-Ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B092PKQ2JK) TOY STORY 4-MOVIE COLLECTION | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B001VED3EO) Shotokan Karate JKA Legends | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B008X0SVMS) [Item: B008X0SVMS] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000XXWE1W) Four Swords: Shaw Brothers 4-Disc Collection (Vengeance Is a Golden Blade / The Water Margin / The Wandering Swordsman / Have Sword Will Travel) | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.2
(ID: B07YP2Y3LR) The Mummy Ultimate Collection [The Mummy / The Mummy Returns / The Tomb of the Dragon Emperor / The Scorpion King] [Blu-Ray + Digital] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B095XQMV59) [Item: B095XQMV59] | Unknown | Rating: 4.7
(ID: B00AYOCN0W) Catfish The TV Show: Season 1 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B004ODLUIU) Shoeshine | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B01M5EKXCA) Doctor Strange | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B004ISIBLK) [Item: B004ISIBLK] | Unknown | Rating: 4.8
(ID: B002BTNR3U) The Royal Tenenbaums - The Criterion Collection | Movies & TV > Movies | Rating: 4.7
(ID: B0042AGNC8) Spider-Man | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07751TR2K) [Item: B07751TR2K] | Unknown | Rating: 4.8
(ID: B0797CY7L3) [Item: B0797CY7L3] | Unknown | Rating: 4.3
(ID: B08QJNSK2N) [Item: B08QJNSK2N] | Unknown | Rating: 4.5
(ID: B01F7OXNYS) [Item: B01F7OXNYS] | Unknown | Rating: 3.9
(ID: B00011D1HC) Jazz Life, Vol. 1: Johnnie Griffin & Richie Cole [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B004BH9H3E) Alphabet DVD by Have Fun Teaching | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00005R85N) Ambush in Mogadishu VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B00VJ8FBVU) [Item: B00VJ8FBVU] | Unknown | Rating: 3.6
(ID: B00UAQ8PE2) [Item: B00UAQ8PE2] | Unknown | Rating: 4.2
(ID: B01MYZHT0P) Mifune: The Last Samurai | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B0B8S8RB2Z) The Good Doctor | Drama | Rating: 4.8
(ID: B0779QD8Z5) [Item: B0779QD8Z5] | Unknown | Rating: 4.2
(ID: B00E9GAX1C) National Lampoon's Christmas Vacation: Special Edition(Holiday/DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000EQ5VIQ) Sesame Street: Guess That Shape and Color [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 6300262677) Mutilator, The [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.5
(ID: B000YPYC3M) Seraphim Falls [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B008Y1YJYA) Forbidden Street | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B09KHLXJ1Q) [Item: B09KHLXJ1Q] | Unknown | Rating: 3.8
(ID: B004GIV0MO) [Item: B004GIV0MO] | Unknown | Rating: 4.5
(ID: B01MS5UMSR) [Item: B01MS5UMSR] | Unknown | Rating: 4.6
(ID: B0857C1GDF) Narcos: Mexico: Season 1 | Movies & TV > TV | Rating: 4.6
(ID: B00TF6RSXW) Proof of the Devil | Horror > Ominous > Unsettling | Rating: 3.0
(ID: B0095125W6) [Item: B0095125W6] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01LBK54EE) Hotchfeld | Action > Drama | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00UGPCD0E) Swing Time by Turner Home Ent | Movies & TV > Movies | Rating: 4.4
(ID: B07XLVMCS7) China Beach The Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07PR2QYZT) [Item: B07PR2QYZT] | Unknown | Rating: 4.8
(ID: B087CQ4BRF) Anastasia: Once Upon A Time | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B087ZSHNPB) Stargate SG-1 Complete Series / Stargate Atlantis Seasons 1-5 / SGU Stargate Universe Complete Series (DVD 17-Set Pack) | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.7
(ID: B075J81WB3) The British Classic Series // Thriller the complete collection / 43 Murder Mystery Movies | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B08D5Z9YWD) [Item: B08D5Z9YWD] | Unknown | Rating: 3.0
(ID: B000CNESL2) The Jimmy/Timmy Power Hour 2 - When Nerds Collide (Jimmy Neutron / Fairly OddParents) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B000JYW5CS) Grim Reaper | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.7
(ID: B0B8JW4XYW) [Item: B0B8JW4XYW] | Unknown | Rating: 3.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009YDAUJ0) [Item: B009YDAUJ0] | Unknown | Rating: 4.8
(ID: B0899C8BTQ) [Item: B0899C8BTQ] | Unknown | Rating: 3.1
(ID: B097BLY5YW) Kolchak: The Night Stalker: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B000127Z78) Brum - Stunt Bike Rescue and other Stories [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00G2X8YVQ) [Item: B00G2X8YVQ] | Unknown | Rating: 4.8
(ID: B07RNGRN85) Archer | Comedy > Animation > Action | Rating: 4.7
(ID: B00Q05GOKO) Wai Lana Yoga for Everyone: Flexibility (Includes Pose Booklet) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B008BI41YY) Nightmare on Elm Street Collection 1-7 Blu-ray (Import) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07H62NQ6Z) River Runs Red BD &4K | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 6300147363) Soldier Blue [VHS] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.5
(ID: B003DZ4J56) [Item: B003DZ4J56] | Unknown | Rating: 3.3
(ID: B0036QUCE4) Little Bear - Rainy Day Tales/Feel Better, Little Bear (Double Feature) | Movies & TV > Movies | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000O39MZC) [Item: B000O39MZC] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B019YNPNVE) [Item: B019YNPNVE] | Unknown | Rating: 3.1
(ID: B005FDWRLW) [Item: B005FDWRLW] | Unknown | Rating: 4.6
(ID: 6305940932) The Little Mermaid II: Return to the Sea VHS | Movies & TV > Disney Home Video > By Age | Rating: 4.6
(ID: B001DAVTQK) FREEDOM'S FURY | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B07YMKWFBN) [Item: B07YMKWFBN] | Unknown | Rating: 4.6
(ID: B01MU93CGV) [Item: B01MU93CGV] | Unknown | Rating: 3.2
(ID: B06ZYM1Q14) [Item: B06ZYM1Q14] | Unknown | Rating: 3.7
(ID: B01F2AY01M) [Item: B01F2AY01M] | Unknown | Rating: 3.7
(ID: B00B4WQK7A) [Item: B00B4WQK7A] | Unknown | Rating: 4.0
(ID: B00GR92LD2) [Item: B00GR92LD2] | Unknown | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B075J81WB3
|
The British Classic Series // Thriller the complete collection / 43 Murder Mystery Movies
| 5
|
AFXC3BOL3ADJFQTZEG7O7GB2W62A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Chemistry and Other Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 5.0
- The Informant: An Otto Penzler Book (Butcher's Boy Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Ancient Minstrel: Novellas | Books > Literature & Fiction > United States | Rating: 4.0
- Bury the Lead (The Andy Carpenter Series, 3) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- Good and Valuable Consideration: Jack Reacher vs. Nick Heller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Lincoln Myth (Cotton Malone) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
### User's movies History:
- [Item: B00A5IY9PY] | Unknown | Rating: 4.0
- [Item: B001BOMRMS] | Unknown | Rating: 5.0
- [Item: B00PBJ4HYA] | Unknown | Rating: 4.0
- Sherlock Holmes in Color: Prelude to Murder (a.k.a Dressed to Kill) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- [Item: B001NRTG8Q] | Unknown | Rating: 2.0
- Sherlock Holmes Double Feature: Sherlock Holmes Faces Death and Sherlock Holmes in Washington | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0016JB6U2) Amy Bento: In the Ring Cardio Kickboxing | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00XAMESGM) Spooks: The Greater Good [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00FQMUPL6) [Item: B00FQMUPL6] | Unknown | Rating: 4.7
(ID: B0085NDW8G) [Item: B0085NDW8G] | Unknown | Rating: 3.4
(ID: B009O8HS54) Jacques Pepin Fast Food My Way 3: International Accents | Special Interest | Rating: 4.7
(ID: B07Q5BC8D2) [Item: B07Q5BC8D2] | Unknown | Rating: 5.0
(ID: B08STPFMWS) Beneath A Sea of Lights | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: 6303894534) The Greatest Hits Video Collection | Movies & TV > Art House & International > By Original Language | Rating: 4.8
(ID: B002BC9YHA) Ocean Waves ( Umi ga kikoeru ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Movies | Rating: 4.4
(ID: B08DJYP1JK) [Item: B08DJYP1JK] | Unknown | Rating: 4.6
(ID: B005OKF1N2) Noodle & Noodle: All Aboard With Noodle & Doodle | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B004NJG7PG) The Best Of Roy Harris Jiu Jitsu 3 DVD Set Armlocks, Takedowns from the Knees, BJJ Over 40 | Movies & TV > TV | Rating: 3.5
(ID: B00VWGIJRW) Runoff | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B002V7938K) [Item: B002V7938K] | Unknown | Rating: 4.1
(ID: B00CNDXU0Y) G.I Joe: 1 & 2 | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B074TSVM63) [Item: B074TSVM63] | Unknown | Rating: 3.1
(ID: B00K3VYNKO) Frontline: Locked Up in America - Solitary Nation and Prison State | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B005SH5K7I) [Item: B005SH5K7I] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B072R7FMH3) Transformers 5 Movie Collection | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B007Z5MK8I) [Item: B007Z5MK8I] | Unknown | Rating: 3.6
(ID: B01F5ZY41K) Midnight Special (DVD) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0002B55BG) The Passion | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000LV6W0A) Touched by an Angel: Season 4, Vol. 1 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.9
(ID: B00L08PD26) [Item: B00L08PD26] | Unknown | Rating: 4.0
(ID: B09JB7SNDB) [Item: B09JB7SNDB] | Unknown | Rating: 4.8
(ID: B07TJKBNMM) Animal Babies: First Year On Earth | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00QU5FG12) In Your Eyes DVD | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0013TQSO4) In-Fisherman Crappie Tactics For Lakes And Reservoirs DVD | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B002SL29DU) [Item: B002SL29DU] | Unknown | Rating: 2.4
(ID: B0073PZSSE) [Item: B0073PZSSE] | Unknown | Rating: 4.4
(ID: B00JM5C8YA) WWE: Payback 2014 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000083C4L) Magic User's Club! (Maho Tsukai Tai) - Boxed Set [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01KH23Z3O) Mechanic: Resurrection | Suspense > Adventure > Coarse | Rating: 4.6
(ID: B07D3H77JX) [Item: B07D3H77JX] | Unknown | Rating: 4.6
(ID: B00153ZQS2) Will & Dewitt: Frog-tastic Family Fun! [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6305788073) Blue Submarine No. 6 - Hearts Vol. 3 VHS | Movies & TV > Science Fiction & Fantasy | Rating: 4.4
(ID: B07VJFGKXY) [Item: B07VJFGKXY] | Unknown | Rating: 4.4
(ID: B08S95HJTJ) [Item: B08S95HJTJ] | Unknown | Rating: 3.1
(ID: B07TPGVZ1H) [Item: B07TPGVZ1H] | Unknown | Rating: 4.2
(ID: B01F4IM2KI) Imba Means Sing | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000BP86T6) On Location: with Myron Cohen | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000VB2PAG) Wiles of the Devil | Movies & TV > Christian Movies & TV | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B088452QRM) [Item: B088452QRM] | Unknown | Rating: 4.4
(ID: B01BD6AD10) Macbeth | International > Drama > Emotional | Rating: 4.2
(ID: B001QVGLFU) Darkwing Duck: It's A Wonderful Leaf, Disney | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.3
(ID: B005XN3150) [Item: B005XN3150] | Unknown | Rating: 4.7
(ID: 6301976460) Solarbabies [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B00000I4OM) Roommate,the [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B06XH3TYYC) [Item: B06XH3TYYC] | Unknown | Rating: 4.7
(ID: B088C42SST) [Item: B088C42SST] | Unknown | Rating: 3.9
(ID: B08T71D4RL) [Item: B08T71D4RL] | Unknown | Rating: 4.1
(ID: B0000TG95Q) Swing Shift | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B005M1PBVU) Burn Notice | Drama | Rating: 4.8
(ID: B07X9VLKHF) [Item: B07X9VLKHF] | Unknown | Rating: 4.0
(ID: B000IBJKY8) [Item: B000IBJKY8] | Unknown | Rating: 4.9
(ID: B079P52SS9) [Item: B079P52SS9] | Unknown | Rating: 2.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B073ZP8KW6) [Item: B073ZP8KW6] | Unknown | Rating: 4.9
(ID: B001JNNE46) Kada Kien Su Karma | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B00RD2OFH2) [Item: B00RD2OFH2] | Unknown | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B005OT7ZWI) Killer Party | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00WSD2L90) [Item: B00WSD2L90] | Unknown | Rating: 4.0
(ID: B01GGE7J70) Septembers of Shiraz | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B08R7Y42GH) [Item: B08R7Y42GH] | Unknown | Rating: 4.2
(ID: B081GSYYKG) [Item: B081GSYYKG] | Unknown | Rating: 4.9
(ID: B00028HCFQ) The Missouri Breaks | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00001W0G3) The Curse of the Cat People | Movies & TV > Science Fiction & Fantasy | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B005G0919K) Studio Ghibli: The Borrower Arrietty DVD (Licensed boxed version, Japanese audio version with Eng Sub) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6301642023) Green Eyes [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B009YR6WXE) [Item: B009YR6WXE] | Unknown | Rating: 4.1
(ID: B00006CXI1) Death to Smoochy | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07XM95P34) [Item: B07XM95P34] | Unknown | Rating: 4.9
(ID: B00TQGGGO8) Hoovey [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B086PPZ6RD) Ice Cold in Alex | Drama > Adventure > Ambitious | Rating: 4.4
(ID: B00O8NRIJQ) [Item: B00O8NRIJQ] | Unknown | Rating: 4.6
(ID: B00FPS79F6) Dcu: Batman: Dark Knight Returns | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B003NOHL3O) Digimon Season 1 Adventure Fabric Wall Scroll Poster with Season 1 DVD Set | Movies & TV > 7-9 Years | Rating: 2.9
(ID: B0B5NBY9FT) [Item: B0B5NBY9FT] | Unknown | Rating: 3.9
(ID: B00NE94FTQ) [Item: B00NE94FTQ] | Unknown | Rating: 3.5
(ID: B00DD2B52Y) [Item: B00DD2B52Y] | Unknown | Rating: 4.0
(ID: B07L6WY24K) [Item: B07L6WY24K] | Unknown | Rating: 4.9
(ID: B004C4K7GM) [Item: B004C4K7GM] | Unknown | Rating: 4.9
(ID: B001B0LZ7U) The Crimson Rivers ( Les rivires pourpres ) [ Blu-Ray, Reg.A/B/C Import - France ] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B0073MVV38) Keeping the Melody: Making Contemporary Abstracts with Inspiring Materials and Techniques | Movies & TV > Movies | Rating: 2.9
(ID: B000LKARP2) The Circle | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B09DBZ7T8F) The Killing | Suspense > Drama | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01BD6AD10
|
Macbeth
| 3
|
AEALXF2OHOI5Y6T3T5J2B4WQCPRQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Shadows Between Us | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 1.0
- Topsy-Turvy Knitted Dolls: 10 Fun Reversible Toys to Make | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Inquisitor's Tale: Or, The Three Magical Children and Their Holy Dog | Books > Children's Books > Literature & Fiction | Rating: 2.0
- Fly Guy Presents: Bats (Scholastic Reader, Level 2) | Books > Children's Books > Literature & Fiction | Rating: 3.0
- All the Light We Cannot See: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- What Happens When People Die? | Books > Children's Books | Rating: 5.0
- Elantris | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- William Morris Designs CD-ROM and Book (Dover Electronic Clip Art) | Books > Arts & Photography > Decorative Arts & Design | Rating: 1.0
### User's movies History:
- George Shrinks: Sunken Treasures | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
- Wallace and Gromit: Three Amazing Adventures [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Wallace & Gromit: The Curse of the Were-Rabbit (Widescreen Edition) | Movies & TV > Studio Specials > DreamWorks | Rating: 5.0
- Wallace & Gromit: A Close Shave | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Wallace and Gromit: The Wrong Trousers | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Off the Baa! | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Back in the Ba-a-ath | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Off the Baa!/Wallace and Gromit: Three Amazing Adventures [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Off the Baa!/Wallace and Gromit: Three Amazing Adventures [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Wallace and Gromit: A Grand Day Out | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B002E9FPN2) [Item: B002E9FPN2] | Unknown | Rating: 4.2
(ID: B009B5G0C2) [Item: B009B5G0C2] | Unknown | Rating: 4.5
(ID: B005X5XIBU) Agatha Christie's Poirot, Series 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B009NXD90I) Bridge on the River Kwai, The | Drama > Adventure > Ambitious | Rating: 4.8
(ID: B08C6XWVB6) [Item: B08C6XWVB6] | Unknown | Rating: 3.8
(ID: B0000ASLP0) Denise Austin Pilates Workout System | Movies & TV > TV | Rating: 3.3
(ID: 6303236863) Flintstones [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B08WFJKNMG) Superman: The Movie | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00HDY17EY) Rock Star (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B071Y3SQP8) Buster's Mal Heart | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002STN6CU) Clifford the Big Red Dog: Be My Big Red Valentine | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: 0767835980) Slc Punk | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01M5JUK82) Star Trek: Enterprise: The Complete Third Season | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0044S3KAQ) [Item: B0044S3KAQ] | Unknown | Rating: 4.7
(ID: B0774YX3XF) The Journey | Drama > Atmospheric > Powerful | Rating: 4.5
(ID: B001HQZKF6) Certifiable-Deluxe (Blu-Ray) | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B003PB0IOY) Reebok Resistance 360 Trainer with DVD | Movies & TV > TV | Rating: 3.5
(ID: B00FZK2XZU) [Item: B00FZK2XZU] | Unknown | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000FCP9EU) Five Deadly Venoms | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B094QRS13L) [Item: B094QRS13L] | Unknown | Rating: 4.7
(ID: B007UK0F4O) [Item: B007UK0F4O] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00QCYUZ5S) George Michael : Live in Rio~ Dvd [Import] Region 0 | Ntsc | George Michael - Wham-Faith | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01KWK55UC) Death Parade: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0060CXSR4) Pocahontas | Animation > Drama > Dreamlike | Rating: 4.7
(ID: B08LQYKC1F) [Item: B08LQYKC1F] | Unknown | Rating: 4.5
(ID: B001N2WJ44) Pet Shop of Horrors: Complete Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B00023P4OC) Deanna Durbin Sweetheart Pack (Three Smart Girls / Something In the Wind / First Love / It Started with Eve / Can't Help Singing / Lady on a Train) | Movies & TV > Classics > Silent Films | Rating: 4.5
(ID: B0B68WD44Q) [Item: B0B68WD44Q] | Unknown | Rating: 4.0
(ID: B001M3X5GU) THE SPIRIT MOVES: A History of Black Social Dance on Film, 1900-1986. Part 1: Jazz Dance from the Turn of the Century to 1950 [DVD] | Movies & TV > Independently Distributed > Documentary | Rating: 3.0
(ID: B00A8OYT0K) 12 Men Of Christmas | Comedy > Charming > Joyous | Rating: 4.7
(ID: B009ZQBZZE) [Item: B009ZQBZZE] | Unknown | Rating: 4.7
(ID: 0788861654) Scrubs: The Complete Fourth Season [DVD] | Movies & TV > TV | Rating: 4.6
(ID: B00DYQ2SW0) [Item: B00DYQ2SW0] | Unknown | Rating: 4.1
(ID: B001HN695O) Morning Light | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00TS7U56A) AWOL (aka Lionheart) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001D51X1Q) [Item: B001D51X1Q] | Unknown | Rating: 4.7
(ID: B00005JLW5) Comedian | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B09XJ63CDD) Gentleman Jack: Series 1-2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08DVG1JPN) [Item: B08DVG1JPN] | Unknown | Rating: 4.0
(ID: B07PNSTJYY) [Item: B07PNSTJYY] | Unknown | Rating: 4.7
(ID: B0000WN1J0) Zorro Cliffhanger Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B00A142R1A) DVD Colosio | Movies & TV > Movies | Rating: 4.8
(ID: B00SVBVS6K) Donizetti: La Favorite [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B00K3AAXDG) [Item: B00K3AAXDG] | Unknown | Rating: 4.2
(ID: B000GYI3JU) Apaches (Apachen) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B079K34GTN) [Item: B079K34GTN] | Unknown | Rating: 4.7
(ID: B001221DV0) Saawariya | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B07ZTGXK9J) [Item: B07ZTGXK9J] | Unknown | Rating: 3.9
(ID: B00HES29S2) Garo Soukoku No Maryu (Japanese Movie with English Sub - All Region DVD version) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00ZL98LRY) [Item: B00ZL98LRY] | Unknown | Rating: 3.6
(ID: B008MYXH5Q) [Item: B008MYXH5Q] | Unknown | Rating: 4.0
(ID: B09TPVT3QZ) Laura | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002QVT6LU) [Item: B002QVT6LU] | Unknown | Rating: 3.4
(ID: B00IEQUPBQ) Orphan Black (Season 1) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 0792836006) The Year of Living Dangerously | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00KW23WOC) [Item: B00KW23WOC] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B088Q1P5PJ) [Item: B088Q1P5PJ] | Unknown | Rating: 3.7
(ID: B004BBV88M) Harry Potter: Prisoner of Azkaban | Movies & TV > Characters & Series > Harry Potter | Rating: 4.9
(ID: B00008978K) Beyond Silence [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B07SPHM8HJ) American Gods: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07DM71N3C) [Item: B07DM71N3C] | Unknown | Rating: 4.8
(ID: B07VXYWJQ9) [Item: B07VXYWJQ9] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00R2KMGN0) [Item: B00R2KMGN0] | Unknown | Rating: 4.3
(ID: B07VDKTZQX) [Item: B07VDKTZQX] | Unknown | Rating: 4.4
(ID: B001L1IXT2) [Item: B001L1IXT2] | Unknown | Rating: 4.5
(ID: B003ZUS26Q) [Item: B003ZUS26Q] | Unknown | Rating: 4.4
(ID: B07D3GFR34) [Item: B07D3GFR34] | Unknown | Rating: 4.0
(ID: B0002V7TYW) X-Men: Evolution - Mystique's Revenge | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B015GLTOPY) The Karate Kid Collection (The Karate Kid / The Karate Kid 2 / The Karate Kid 3 / The Karate Kid 4) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01JH4G3KA) Weeds: Seasons 1 & 2 [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 4.5
(ID: B00HCS73YE) Splash Area: Night of the Freaks | Comedy > Horror | Rating: 3.0
(ID: B01FUYRKAI) Eternal Sunshine of the Spotless Mind | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0085A9K4E) Flight Angels | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B00A6OLT32) Amazing Ocean [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B000NJXG68) Katharine Hepburn Collection (Morning Glory / Undercurrent / Sylvia Scarlett / Without Love / Dragon Seed / The Corn Is Green) [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01M2WL9FX) Porky's II: The Next Day (1983) | Porky's Revenge (1985) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07VNHCRX2) VC ANDREWS' HEAVEN | Drama > Downbeat > Mysterious | Rating: 4.4
(ID: B0001FVDGE) No Man Is an Island [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B088WX7RPR) A Bride for Christmas | Comedy > Romance > Fun | Rating: 4.5
(ID: B007VYDFMS) [Item: B007VYDFMS] | Unknown | Rating: 4.8
(ID: B07WV324X7) [Item: B07WV324X7] | Unknown | Rating: 4.7
(ID: B00UVCHZMI) Pound of Flesh [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B002P2MFHC) [Item: B002P2MFHC] | Unknown | Rating: 3.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B008S7FLNI) [Item: B008S7FLNI] | Unknown | Rating: 4.5
(ID: B076FKX1P6) [Item: B076FKX1P6] | Unknown | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00023P4OC
|
Deanna Durbin Sweetheart Pack (Three Smart Girls / Something In the Wind / First Love / It Started with Eve / Can't Help Singing / Lady on a Train)
| 5
|
AHUKQVSM55WHHNVYR7KFAIUCDVUA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Grumpy Cat Stickers | Books > Children's Books > Animals | Rating: 5.0
- A Long Walk to Water: Based on a True Story | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Watchers | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Fear Nothing | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Intensity | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Phantoms | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Mask | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Bad Beginning (A Series of Unfortunate Events #1) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Harry Potter and the Deathly Hallows (Book 7) | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- Masters of the Plectrum Guitar | Books > Arts & Photography > Music | Rating: 5.0
### User's movies History:
- Bee Season | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
- Signs | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Walt Disney Treasures - The Adventures of Spin & Marty - The Mickey Mouse Club | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 5.0
- Roy Clark: Live from Branson VHS | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B082QH5DSY) NCIS Season 16 [DVD] [2019] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0876856K6) [Item: B0876856K6] | Unknown | Rating: 4.7
(ID: B00287Z2DS) Lupin the Third ｖｓ Detective Conan | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07FDMM7BK) Doctor Who: Twice Upon a Time (4KUHD) [4K UHD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00EVU3SRC) The Attack [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B008OE05IG) [Item: B008OE05IG] | Unknown | Rating: 4.8
(ID: B001U7NVWG) Fireman Sam: Hero Next Door | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01M9IBGHC) Darby O'Gill And The Little People | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B006MFQ4DE) Everybody Loves Raymond: Season 6 | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00OPX5M9M) [Item: B00OPX5M9M] | Unknown | Rating: 4.3
(ID: B075962YVF) [Item: B075962YVF] | Unknown | Rating: 4.7
(ID: B000JU7JB4) There Was A Crooked Man | Movies & TV > Movies | Rating: 4.5
(ID: B0037SGKTW) George Washington Carver: An Uncommon Way | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: 6301967895) Dangerous When Wet | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B09KDB4B5S) [Item: B09KDB4B5S] | Unknown | Rating: 4.4
(ID: B00AEURFYA) [Item: B00AEURFYA] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01IPED518) Nashville (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B018YJ31QS) [Item: B018YJ31QS] | Unknown | Rating: 1.6
(ID: B002S9139I) The Biggest Loser - Last Chance Workout | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B010MJ851Y) Tut | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.5
(ID: B0BG49GJC7) Bros (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00C58LUWW) [Item: B00C58LUWW] | Unknown | Rating: 4.0
(ID: B00BLN4UKQ) Star Chamber | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B008B9JSD2) We Have a Pope | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00429KY24) [Item: B00429KY24] | Unknown | Rating: 3.8
(ID: B00272LJXG) The City: Season One Part One (Amazon.com Exclusive) | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B0001NJ9OY) Cartoon Mania // 16 Color Cartoon Classics | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.9
(ID: B01H2HGUGQ) [Item: B01H2HGUGQ] | Unknown | Rating: 4.7
(ID: B001DLWF8U) Pi | Science Fiction > Suspense > Anxious | Rating: 4.4
(ID: B000ELJ3GC) Burnin' Rubber | Movies & TV > Boxed Sets > Documentary | Rating: 4.0
(ID: B08WLZKCNH) [Item: B08WLZKCNH] | Unknown | Rating: 4.2
(ID: B07QQ4WY1B) [Item: B07QQ4WY1B] | Unknown | Rating: 4.3
(ID: B019YHGHX8) Daddy's Home | Drama > Comedy > Heartwarming | Rating: 4.5
(ID: B00FZ3UMLE) Taekwondo Black Belt - Koryo and Original Koryo | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B010UROZ30) [Item: B010UROZ30] | Unknown | Rating: 2.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B06XTC5KJZ) [Item: B06XTC5KJZ] | Unknown | Rating: 4.4
(ID: 6304749139) Judy Garland's Hollywood | Movies & TV > Movies | Rating: 3.7
(ID: B074J6JB3F) The Disorderly Orderly | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00GTKYHJK) Wargames [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00HAW9MP0) [Item: B00HAW9MP0] | Unknown | Rating: 4.0
(ID: B01MU9G0MK) [Item: B01MU9G0MK] | Unknown | Rating: 4.6
(ID: B0001ZX0OM) Mystic River (Full Screen Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B071JPTJYZ) Sgt. Pepper's Lonely Hearts Club Band [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00LM4SXP2) [Item: B00LM4SXP2] | Unknown | Rating: 4.7
(ID: B000XDK8FG) [Item: B000XDK8FG] | Unknown | Rating: 3.3
(ID: B003JHSWVU) The Seashell and the Clergyman | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: 630446519X) Drunken Master [VHS] | Movies & TV > Art House & International > By Original Language | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00S89I8SG) The Strange Affair of Uncle Harry | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00RPOQPLW) Clayton & Claudia | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B06WW8ZF58) [Item: B06WW8ZF58] | Unknown | Rating: 4.5
(ID: B007WPLZAK) [Item: B007WPLZAK] | Unknown | Rating: 4.3
(ID: B005P5TQPU) [Item: B005P5TQPU] | Unknown | Rating: 4.9
(ID: B0080FKBOW) [Item: B0080FKBOW] | Unknown | Rating: 3.9
(ID: B07R96PZL3) Find Me | Comedy > Drama > Beautiful | Rating: 3.9
(ID: B00097FD6U) A Traveler's Guide To Italy: Rome and The Vatican Galleries | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: B000N6U0VU) Persuasion : Complete ITV Adaptation 2007 | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.7
(ID: B00K0C9UDQ) [Item: B00K0C9UDQ] | Unknown | Rating: 4.5
(ID: B00AYB1CT8) [Item: B00AYB1CT8] | Unknown | Rating: 4.3
(ID: B009EEQ60Q) [Item: B009EEQ60Q] | Unknown | Rating: 4.5
(ID: B00TPJFXEU) [Item: B00TPJFXEU] | Unknown | Rating: 3.6
(ID: B00ND87AQ8) [Item: B00ND87AQ8] | Unknown | Rating: 4.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07HMHHQ7Y) [Item: B07HMHHQ7Y] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07V2BBGTX) [Item: B07V2BBGTX] | Unknown | Rating: 3.7
(ID: B009JZS54A) [Item: B009JZS54A] | Unknown | Rating: 4.3
(ID: B08HQPP3Y1) [Item: B08HQPP3Y1] | Unknown | Rating: 3.3
(ID: B08DKRHKGY) [Item: B08DKRHKGY] | Unknown | Rating: 4.4
(ID: B01MF5OI7Y) The People vs. Fritz Bauer [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B002XMGGL0) Thomas & Friends: High Speed Adventures | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B01G0463A0) [Item: B01G0463A0] | Unknown | Rating: 2.9
(ID: B016APPT6S) Last of the Summer Wine: Vintage 2006 | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B0B8PCJ9TZ) [Item: B0B8PCJ9TZ] | Unknown | Rating: 3.5
(ID: B002QN9TCY) [Item: B002QN9TCY] | Unknown | Rating: 4.0
(ID: B00INS41D8) [Item: B00INS41D8] | Unknown | Rating: 4.0
(ID: B08XDB79TW) [Item: B08XDB79TW] | Unknown | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: 6301973496) Knute Rockne All American | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B07JM49K68) How to Train Your Dragon | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B07N1W1B2N) [Item: B07N1W1B2N] | Unknown | Rating: 3.0
(ID: B001J710Y8) The Wicker Man | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002YC0NM2) Jim Brown Football Highlights | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00JACLI50) [Item: B00JACLI50] | Unknown | Rating: 3.5
(ID: B001G55U76) Bryan Ferry: Bete Noire Tour | Movies & TV > Music Artists > Roxy Music | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00BZBPJPO) [Item: B00BZBPJPO] | Unknown | Rating: 4.7
(ID: B0009K7QYY) Codename Kids Next Door - Sooper Hugest Missions File Two | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.9
(ID: B00E8RVTFQ) Horror Heads! 3 Pack Set | Movies & TV > Boxed Sets > Horror | Rating: 5.0
(ID: B00004TIT4) Breaker Morant (Region 2) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B001G55U76
|
Bryan Ferry: Bete Noire Tour
| 5
|
AGTMR7HXQ45BEHX3UHKYRMGPSUZA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Honey Bunny Funnybunny: An Early Reader Book for Kids (Beginner Books(R)) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Christopher Lowell's One-of-a-Kind Decorating Projects: Fast & Flexible Ways to Personalize Your Home | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 1.0
- I Am Legend | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Textbook of Basic Nursing (Lippincott's Practical Nursing) | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 1.0
- Textbook of Basic Nursing (Lippincott's Practical Nursing) | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 1.0
- Sam the Cooking Guy: Just a Bunch of Recipes | Books > Cookbooks, Food & Wine > Quick & Easy | Rating: 4.0
- Study Guide for The Human Body in Health and Illness | Books > Medical Books > Medicine | Rating: 3.0
- I Remember Nothing: And Other Reflections | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- The Mediterranean Vegan Kitchen: Meat-Free, Egg-Free, Dairy-Free Dishes from the Healthiest Region Under the Sun: A Vegan Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Tofu 1-2-3 | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
### User's movies History:
- Magic Mike (DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Clay Pigeons | Movies & TV > Featured Categories > DVD | Rating: 5.0
- [Item: B005K23S20] | Unknown | Rating: 5.0
- Saturday Night Live: The Best of Chris Farley | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
- Leonard Cohen I'm Your Man | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B077Z7ZQTS) [Item: B077Z7ZQTS] | Unknown | Rating: 3.2
(ID: B077Q32QPR) [Item: B077Q32QPR] | Unknown | Rating: 3.4
(ID: B018379FY8) [Item: B018379FY8] | Unknown | Rating: 3.0
(ID: B006L4IP1K) [Item: B006L4IP1K] | Unknown | Rating: 4.5
(ID: B002DP0J6K) Scenic National Parks: Zion & Bryce | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: 6302034922) Long Day's Journey Into Night [VHS] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B00HHYF5CU) Thomas & Friends: Spills & Thrills | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00E1LP734) [Item: B00E1LP734] | Unknown | Rating: 4.5
(ID: B005HFW8DU) [Item: B005HFW8DU] | Unknown | Rating: 4.6
(ID: B000HZGNEU) [Item: B000HZGNEU] | Unknown | Rating: 4.8
(ID: B00A7BE1IO) Christian Yoga Relax, Rest and Restore DVD a One Hour Christ-centered Approach to Physical Health and Spiritual Growth Through Yoga | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00DZ3N2VS) Kung Fu: Northern Shaolin 6 | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 5.0
(ID: B00006JMQ2) Return to the Blue Lagoon [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B004ULNJIA) N-Secure | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B077FHNQR8) [Item: B077FHNQR8] | Unknown | Rating: 4.8
(ID: B000FFS4ZI) AGENCY with Robert Mitchum, Valerie Perrine, Lee Majors | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B08SZ1F5F8) CSI: NY: The Complete Series | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: B08GB4BDP9) Tremors: Shrieker Island [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00UGPWFFC) Monk: The Complete Series - Limited Edition by Universal Studios | Movies & TV > TV | Rating: 4.8
(ID: B0B8QQY3G2) [Item: B0B8QQY3G2] | Unknown | Rating: 4.3
(ID: B003HVRG74) What Dreams May Come | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00LXDQ91M) Swamphead | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B001D5F2LI) Becket | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B09DTYDMQK) [Item: B09DTYDMQK] | Unknown | Rating: 4.6
(ID: 6303980309) A Handful of Dust [VHS] | Movies & TV > Featured Categories | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0038AL7M4) Spirits of the Dead | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B001JFH6J8) Lake Dead | Suspense > Horror > Compelling | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B06XGXD5LL) [Item: B06XGXD5LL] | Unknown | Rating: 4.5
(ID: B004I7F862) IP MAN COMPLETE SET # 1-2-3 | Movies & TV > Movies | Rating: 4.4
(ID: B07DLRQY3G) Truth or Dare | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B002M2T1ZE) In Search of Santa Claus | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00JV8YI50) [Item: B00JV8YI50] | Unknown | Rating: 4.5
(ID: B08M7J3QDN) A Blue Ridge Mountain Christmas | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00066FBRA) Wild in the Country (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B099MMDFQV) Old | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0012Z5ULG) Full Metal Panic! The Second Raid Box Set | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B003AAW0UA) [Item: B003AAW0UA] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000IAZ49Y) DVD * Neger,neger,Schornsteinfeger [Import allemand] | Movies & TV > Movies | Rating: 4.8
(ID: B07N47X646) [Item: B07N47X646] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B073DHD363) [Item: B073DHD363] | Unknown | Rating: 2.9
(ID: B086454CPV) [Item: B086454CPV] | Unknown | Rating: 3.3
(ID: B06XXVFP11) [Item: B06XXVFP11] | Unknown | Rating: 3.9
(ID: B00DKS56Z8) [Item: B00DKS56Z8] | Unknown | Rating: 4.5
(ID: B093P8W6ZH) Bar Rescue | Unscripted | Rating: 3.8
(ID: 6304928254) Hogan's Heroes Vol 1: The Informer Original Pilot VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001BEK8GU) Edgar and Ellen: Trick or Twins | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B017FCKYTM) Hero | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.4
(ID: B08LNBH4PP) Synchronic [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B073X93QPS) [Item: B073X93QPS] | Unknown | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0716K6BMB) [Item: B0716K6BMB] | Unknown | Rating: 3.9
(ID: B017Y3V8RE) [Item: B017Y3V8RE] | Unknown | Rating: 3.6
(ID: 6303060013) American Cyborg: Steel Warrior [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B07JJ45VK6) [Item: B07JJ45VK6] | Unknown | Rating: 4.4
(ID: B004H0M2YG) Heaven Ain't Hard to Find | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B001GS1DS8) [Item: B001GS1DS8] | Unknown | Rating: 4.7
(ID: B017AOXGKE) [Item: B017AOXGKE] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B082DQDXW7) [Item: B082DQDXW7] | Unknown | Rating: 4.5
(ID: B00FW3UJOM) [Item: B00FW3UJOM] | Unknown | Rating: 4.3
(ID: B004HAA9SM) [Item: B004HAA9SM] | Unknown | Rating: 4.5
(ID: B075MDDJQS) Overdrive | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07HHWJWGB) [Item: B07HHWJWGB] | Unknown | Rating: 4.1
(ID: B007TKRXR2) Oz & James Big Wine Adventure - California | Movies & TV > Movies | Rating: 4.8
(ID: B0001JZXUW) The Presence | Movies & TV > Movies | Rating: 3.7
(ID: B00F5R4XJ2) Andre Rieu: Under The Stars - Live In Maastricht V | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B006WFNR84) [Item: B006WFNR84] | Unknown | Rating: 3.4
(ID: B091N9XYXG) [Item: B091N9XYXG] | Unknown | Rating: 4.6
(ID: B07N3RJD79) Terra Formars [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B074WMG7LP) [Item: B074WMG7LP] | Unknown | Rating: 3.4
(ID: B00005JKPT) Contempt (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.3
(ID: B00RLKK6FG) [Item: B00RLKK6FG] | Unknown | Rating: 2.5
(ID: B01JGY5BY0) Amityville Terror | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B00DXJ5MZ8) [Item: B00DXJ5MZ8] | Unknown | Rating: 4.7
(ID: B004P1U7Z8) [Item: B004P1U7Z8] | Unknown | Rating: 2.8
(ID: B01CVS1I0O) Cromartie High School Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00004W9C7) James Bond 007 Collection Volume 3 VHS | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.6
(ID: B009Y7UO3S) [Item: B009Y7UO3S] | Unknown | Rating: 3.7
(ID: B07CYF17K3) [Item: B07CYF17K3] | Unknown | Rating: 3.6
(ID: B008Q5LMBM) [Item: B008Q5LMBM] | Unknown | Rating: 3.1
(ID: B00H8J0TWK) [Item: B00H8J0TWK] | Unknown | Rating: 4.0
(ID: B013G1H6ZQ) [Item: B013G1H6ZQ] | Unknown | Rating: 3.6
(ID: B0079PRZAM) [Item: B0079PRZAM] | Unknown | Rating: 4.7
(ID: B000NJWTPC) The Toybox | Movies & TV > Independently Distributed > Horror | Rating: 3.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00LCLUFP6) [Item: B00LCLUFP6] | Unknown | Rating: 4.6
(ID: B07MCL68GZ) [Item: B07MCL68GZ] | Unknown | Rating: 3.4
(ID: B084P3833W) Wizarding World: [10 Film Collection] [Harry Potter/Fantastic Beasts] [DVD] [2001] [2020] | Movies & TV > Featured Categories > DVD | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0716K6BMB
|
[Item: B0716K6BMB]
| 5
|
AHXPUULKALLRTHMWJP6LB5OJ7YCA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- How to Be a Woman | Books > Biographies & Memoirs > Community & Culture | Rating: 5.0
- Killing Jesus: A History (Bill O'Reilly's Killing Series) | Books > History > World | Rating: 3.0
- Lost on Planet China: One Man's Attempt to Understand the World's Most Mystifying Nation | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- My Sister's Keeper | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Wednesday Sisters: A Novel (Wednesday Series) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Cesar's Way: The Natural, Everyday Guide to Understanding and Correcting Common Dog Problems | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Island of the Sequined Love Nun | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
### User's movies History:
- [Item: B00AF29H34] | Unknown | Rating: 2.0
- [Item: B00VFTA70I] | Unknown | Rating: 4.0
- [Item: B00J5WF270] | Unknown | Rating: 5.0
- [Item: B00N9US8DE] | Unknown | Rating: 4.0
- The Other Woman | Romance > Comedy > Feel-good | Rating: 5.0
- [Item: B004ZVB068] | Unknown | Rating: 5.0
- Yoga Journal: Seane Corn - Yoga from the Heart | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Yoga Zone Beginners: Premiere Collection (Four-Pack) | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 5.0
- What the Bleep Do We Know!? | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- AM/PM YOGA - For Beginners & Beyond | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0015TJGH8) Belle Toujours | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000UUCSLE) Peter Jennings Reporting - UFOs: Seeing is Believing | Movies & TV > MOD CreateSpace Video | Rating: 4.1
(ID: B001CQONOA) The Wild Wild West: The Complete Series (1965) | Movies & TV > Paramount Home Entertainment > Classics | Rating: 4.8
(ID: B07Z9TYN7B) [Item: B07Z9TYN7B] | Unknown | Rating: 4.5
(ID: B000294HNK) The Big Lift | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B015J50NNY) The Beverly Hillbillies: The Official First Season [DVD] | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B07JB7PVHL) Crazy Ex-Girlfriend | Comedy > Drama > Arts, Entertainment, and Culture | Rating: 4.5
(ID: B08C73XS2K) [Item: B08C73XS2K] | Unknown | Rating: 4.5
(ID: B00H8DWYIS) [Item: B00H8DWYIS] | Unknown | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003BHG972) Totally Nude Warm-Up & Stretch | Movies & TV > Genre for Featured Categories > Fantasy | Rating: 3.8
(ID: B01NBXKNMN) [Item: B01NBXKNMN] | Unknown | Rating: 4.4
(ID: B01LXAJ9SD) [Item: B01LXAJ9SD] | Unknown | Rating: 4.5
(ID: B001L28GZW) Rareflix.com Triple Feature Vol. 4 (Boogie Vision / Lighting Bolt / Transformed) | Movies & TV > Boxed Sets > Special Interests | Rating: 3.6
(ID: B09K421RWT) Scream (MIRAMAX) | Science Fiction > Suspense > Terrifying | Rating: 4.4
(ID: B017OHF5YM) [Item: B017OHF5YM] | Unknown | Rating: 4.7
(ID: B00NQI6A2A) [Item: B00NQI6A2A] | Unknown | Rating: 4.5
(ID: B08HBKQ33G) Fearless Faith | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B008Y6P7XM) [Item: B008Y6P7XM] | Unknown | Rating: 4.5
(ID: B005EW5X0G) [Item: B005EW5X0G] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6303578284) Number One Fan [VHS] | Movies & TV > Art House & International > By Genre | Rating: 4.3
(ID: B000Y7WGM4) Adventures in Hollyhood [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0042ROZIA) This Ugly Yet Beautiful World - 12 - My Heart's Song | Animation > Anime > Action | Rating: 3.7
(ID: B0011TNVLY) [Item: B0011TNVLY] | Unknown | Rating: 4.8
(ID: B00316DDZY) Ciao | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B002VKVJF2) Fight Fit TV fitness DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001B433E4) Overcoming Obstacles, The Secret to Success | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
(ID: B0019KFOEW) The Evil (1977) Richard Crenna, Joanna Pettet, Andrew Prine | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B0172Q1T1S) [Item: B0172Q1T1S] | Unknown | Rating: 4.9
(ID: B07SBTCVB8) Ancient Aliens | Documentary > Special Interest | Rating: 4.7
(ID: B000CSWBMK) The Appalachians | Movies & TV > Music Artists > Cash, Johnny | Rating: 4.4
(ID: B01F5HQX1W) Annie 1982 Madeline / Matilda 1996 New Adventures of Pippi Longstocking, the - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01N6G7F1P) J.L. Family Ranch | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000059PP6) Hell Comes to Frogtown [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B001NUFWUY) [Item: B001NUFWUY] | Unknown | Rating: 4.5
(ID: B00AI91ODA) [Item: B00AI91ODA] | Unknown | Rating: 4.4
(ID: B07K17N4B8) Floating Horses: The Life of Casey Tibbs | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B01DZDWLIW) ANGEL BEATS (ENGLISH AUDIO) - COMPLETE TV SERIES DVD BOX SET ( 1-13 EPISODES + OVA ) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B016VJM2M2) How Did We End Up Here: Live at Wembley Arena | Movies & TV > Movies | Rating: 4.8
(ID: B000GW8S06) Red Bull BC One: Berlin 2005 Breakdancing Championship | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B00A6N7ZPY) [Item: B00A6N7ZPY] | Unknown | Rating: 3.9
(ID: 6305815178) Brown's Requiem | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.6
(ID: B0000YTOQ2) Academy Award Winning Movies - Volume I (Chicago/Frida/Life is Beautiful) [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B001OD8MX4) [Item: B001OD8MX4] | Unknown | Rating: 4.4
(ID: B00727YZ9G) [Item: B00727YZ9G] | Unknown | Rating: 4.4
(ID: 1571204687) DVD Diana McClun & Laura Nownes Teach Yo: At Home with the Experts #8 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B013IXXU5C) [Item: B013IXXU5C] | Unknown | Rating: 1.7
(ID: B081GB7RM8) [Item: B081GB7RM8] | Unknown | Rating: 4.5
(ID: B01MTK4JQZ) [Item: B01MTK4JQZ] | Unknown | Rating: 3.8
(ID: B008ROFZIS) [Item: B008ROFZIS] | Unknown | Rating: 4.6
(ID: B004NFOHRA) [Item: B004NFOHRA] | Unknown | Rating: 4.4
(ID: B005898DMA) [Item: B005898DMA] | Unknown | Rating: 4.4
(ID: B008Y6TYKE) [Item: B008Y6TYKE] | Unknown | Rating: 4.2
(ID: B01M5BJCEH) [Item: B01M5BJCEH] | Unknown | Rating: 4.7
(ID: B00UGQV7Q4) Brother Bear / Brother Bear 2 (3-Disc Special Edition) [Blu-ray / DVD] by Walt Disney Studios Home Entertainment | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000IJ7A74) Piece by Piece | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00I5HD8V8) [Item: B00I5HD8V8] | Unknown | Rating: 3.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00GLO45W8) Civil War 360 | Historical > Documentary > Military and War | Rating: 4.3
(ID: B01BPJSKPQ) Love the Coopers (DVD) | Movies & TV > Movies | Rating: 4.3
(ID: B078B1K8N4) [Item: B078B1K8N4] | Unknown | Rating: 2.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00L2OBH6E) [Item: B00L2OBH6E] | Unknown | Rating: 4.7
(ID: B00XWV6VZW) [Item: B00XWV6VZW] | Unknown | Rating: 4.8
(ID: B007VYCPNI) [Item: B007VYCPNI] | Unknown | Rating: 1.0
(ID: B085LRYX9Q) [Item: B085LRYX9Q] | Unknown | Rating: 2.9
(ID: B00O8UI5SC) Eat: Story of Food | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B000G8NXA0) Playboy After Dark | Movies & TV > Boxed Sets > Television | Rating: 3.8
(ID: B0000AINJG) Gaucho Serenade [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B07YMJGNHL) Fiddler: A Miracle of Miracles | Documentary > Cerebral > Joyous | Rating: 4.7
(ID: B07BC5STNG) Avatar - The Last Airbender: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000JGJAG0) GRUNT! The Wrestling Movie | Movies & TV > Featured Categories | Rating: 4.4
(ID: B0184S7A52) [Item: B0184S7A52] | Unknown | Rating: 4.7
(ID: B01IIPB8EK) [Item: B01IIPB8EK] | Unknown | Rating: 3.7
(ID: B003VMDT8E) Gerry McCambridge "The Mentalist" DVD | Movies & TV > Movies | Rating: 4.0
(ID: B00N99V7GK) [Item: B00N99V7GK] | Unknown | Rating: 4.8
(ID: B00003CM1I) Marine Corps' Hand to Hand Combat [VHS] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B0001EFTXI) Battleship Potemkin [DVD] | Movies & TV > Classics > Silent Films | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B001E8T31Y) [Item: B001E8T31Y] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01N75BJRK) The Last Emperor | Drama > Historical > Beautiful | Rating: 4.7
(ID: B000YFX30A) [Item: B000YFX30A] | Unknown | Rating: 4.1
(ID: B00005YWK0) Ultimate Beginner Series - Acoustic Guitar Basics | Movies & TV > Independently Distributed > Music Video & Concerts | Rating: 4.1
(ID: B000NQPZCY) Revenge (Unrated Director's Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01J6TNSAY) [Item: B01J6TNSAY] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B077B7K2VM) [Item: B077B7K2VM] | Unknown | Rating: 4.2
(ID: B00F0DJ0N0) [Item: B00F0DJ0N0] | Unknown | Rating: 4.4
(ID: B00004Y3P2) The Adventures of Elmo in Grouchland | Prime Video > Prime Video > Movies | Rating: 4.7
(ID: B000WTVZGW) Lake Placid 2 Pack | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01M5BJCEH
|
[Item: B01M5BJCEH]
| 5
|
AFF4YOP4XM2HWLO6D5Q5JD7XZZFQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The War on Music: Reclaiming the Twentieth Century | Books > Arts & Photography > Music | Rating: 2.0
- The Three Escapes of Hannah Arendt: A Tyranny of Truth | Books > History > World | Rating: 1.0
- Left Bank: Art, Passion, and the Rebirth of Paris, 1940-50 | Books > Biographies & Memoirs > Historical | Rating: 2.0
- The Heart's Invisible Furies: A Novel | Books > LGBTQ+ Books > Literature & Fiction | Rating: 3.0
- At the Existentialist Café: Freedom, Being, and Apricot Cocktails with Jean-Paul Sartre, Simone de Beauvoir, Albert Camus, Martin Heidegger, Maurice Merleau-Ponty and Others | Books > Politics & Social Sciences > Philosophy | Rating: 3.0
- The Hotel on Place Vendome: Life, Death, and Betrayal at the Hotel Ritz in Paris | Books > Arts & Photography > Architecture | Rating: 1.0
- Tennessee Williams: Mad Pilgrimage of the Flesh | Books > Arts & Photography > Performing Arts | Rating: 2.0
### User's movies History:
- THE SHINY SHRIMPS | Movies & TV > Movies | Rating: 1.0
- Tudors: The Complete Series | Movies & TV > Paramount Home Entertainment > Drama | Rating: 2.0
- Here Comes Your Man | Movies & TV > Movies | Rating: 1.0
- Fried Green Tomatoes | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.0
- No Hard Feelings | Movies & TV > Genre for Featured Categories > LGBT | Rating: 5.0
- The Strong Ones (Los Fuertes) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Family Tree | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Hidden: Series 1 | Movies & TV > TV | Rating: 1.0
- Hindemith - a pilgrim's progress | Movies & TV > Movies | Rating: 1.0
- Medici: Masters of Florence [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00009V900) The Best Of Not The Nine O'Clock News Vol. 1 [Region 2] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B094C39KK5) [Item: B094C39KK5] | Unknown | Rating: 4.6
(ID: 1602743541) 2012 Merrie Monarch Festival | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0056ANHJA) Les cousins (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00006RCMH) Black Beauty (Jetlag Productions) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B00AP77CKE) [Item: B00AP77CKE] | Unknown | Rating: 4.7
(ID: B000I0XBLM) [Item: B000I0XBLM] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00005UKIV) The Best Is Yet To Come | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0087TORPA) Deadliest Catch: Inside The Catch | Movies & TV > Discovery Channel > Channels | Rating: 4.6
(ID: B004K4FU9S) A Valentine's Date | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08FF7D5G7) [Item: B08FF7D5G7] | Unknown | Rating: 4.2
(ID: B00C7ZBU6E) Dracula and His Vampire Bride - Digitally Remastered (Amazon.com Exclusive) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.1
(ID: B0000AP9JR) Dharmputra [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B003N9ASEI) National Lampoon's Animal House [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00GK51K26) Away From Here | Drama | Rating: 3.1
(ID: B0046VCF70) [Item: B0046VCF70] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00IE1BP1U) [Item: B00IE1BP1U] | Unknown | Rating: 4.0
(ID: B002VXCBO2) Under The Rainbow | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 630583671X) The Best of Zagreb Film: Be Careful What You Wish For/The Classic Collection [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B001MK9ZJE) Mr Magorium's Wonder Emporium [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00LDLSHTG) [Item: B00LDLSHTG] | Unknown | Rating: 3.5
(ID: B00KB3PZ4W) Monster Rancher: The Complete Season 3 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B0B7F3VZZT) [Item: B0B7F3VZZT] | Unknown | Rating: 4.4
(ID: B000AEN9B8) Running A Steam Locomotive Volumes 1,2,3 | Movies & TV > Movies | Rating: 4.8
(ID: B0000ZMH8S) NewsRadio - The Complete First & Second Seasons | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B08BWGQ6ZY) Penny Dreadful: City of Angels – Season One (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B078B7NTH3) [Item: B078B7NTH3] | Unknown | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0031R8S44) [Item: B0031R8S44] | Unknown | Rating: 3.9
(ID: 6300160394) More Baby Songs VHS | Movies & TV > Featured Categories | Rating: 3.9
(ID: B01MRNXOU4) [Item: B01MRNXOU4] | Unknown | Rating: 4.5
(ID: B00061QITA) Total Yoga: The Flow Series - Water [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00006JU6Y) What to Do in Case of Fire | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07KLR5FRC) Daniel Tiger's Neighborhood Double Feature: Daniel Goes Camping And Tiger Family Trip | Movies & TV > PBS > All | Rating: 4.8
(ID: B075JSFWBT) [Item: B075JSFWBT] | Unknown | Rating: 4.3
(ID: B00CEU49KG) View From The Vault II | Movies & TV > Movies | Rating: 4.8
(ID: B009L6MKWK) Cowgirls 'N Angels Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: B07937X15M) [Item: B07937X15M] | Unknown | Rating: 4.1
(ID: B0083KPNGA) The Cube (DVD + Blu-ray Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00020HBN2) Sailor Moon S, Vol. 6 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B0068FYZ6G) Do the Right Thing [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B087SD4ZNQ) Knives Out | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0030IK2NE) [Item: B0030IK2NE] | Unknown | Rating: 1.9
(ID: B00OX386HY) [Item: B00OX386HY] | Unknown | Rating: 3.7
(ID: B008RKLE8C) [Item: B008RKLE8C] | Unknown | Rating: 4.2
(ID: B00RWKNDYQ) That Man From Rio / Up to His Ears Double Feature [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07FQSQ7HM) [Item: B07FQSQ7HM] | Unknown | Rating: 3.8
(ID: B008PVQQ3G) Cut to the Chase - The Charley Chase Comedy Collection | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B000FMJJTG) Joy to the World with Bill and Gloria Gaither and their Homecoming Friends | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B00PHSFBLS) [Item: B00PHSFBLS] | Unknown | Rating: 4.2
(ID: B0065AVWGU) [Item: B0065AVWGU] | Unknown | Rating: 4.6
(ID: B081MQMQR3) The Date | Comedy > LGBTQ > Charming | Rating: 3.4
(ID: B00014NEIA) Ships of Light - The Carlos Diaz UFO Experience | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.0
(ID: B076M9MG23) Web of the Spider | Movies & TV > Blu-ray > Movies | Rating: 3.3
(ID: B01LWY9UH8) [Item: B01LWY9UH8] | Unknown | Rating: 2.8
(ID: B07L9T4H1Y) Aquaman [Blu-ray] [2018] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B003C2Y5L8) [Item: B003C2Y5L8] | Unknown | Rating: 4.5
(ID: B087GHHRTM) [Item: B087GHHRTM] | Unknown | Rating: 4.6
(ID: B07NHWFGQV) [Item: B07NHWFGQV] | Unknown | Rating: 4.4
(ID: B07KM1WN3K) Honeysuckle Rose | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B005SNMRSW) [Item: B005SNMRSW] | Unknown | Rating: 4.7
(ID: B01DEH998Y) [Item: B01DEH998Y] | Unknown | Rating: 2.6
(ID: B07B16NSK7) Royal Shakespeare Company: Julius Caesar | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.5
(ID: B01MQTH1BH) PRINCESS AND THE FROG, THE | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B002N5N4PS) Two and a Half Men: Season 7 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0080JG2LE) Body and Soul | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B06XFMNMTP) [Item: B06XFMNMTP] | Unknown | Rating: 3.9
(ID: B0007Z2KF6) Northern Exposure: Season 3 [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B00OZOIEVY) Culture High | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B016Q1NTR2) [Item: B016Q1NTR2] | Unknown | Rating: 4.1
(ID: B0B1353C59) Benediction | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 9089702326) Relax DVD - Sunset Moods - Natural Relaxation for Meditation or Sleep Aid | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B00DBTAPDY) The Magic Flute | Romance > Arts, Entertainment, and Culture > Dreamlike | Rating: 3.9
(ID: B001XXJQDU) Opry Video Classics II 8 DVD Set | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01N7FKQKP) [Item: B01N7FKQKP] | Unknown | Rating: 4.4
(ID: B06ZYKDKNR) [Item: B06ZYKDKNR] | Unknown | Rating: 4.6
(ID: B00652U5W0) Amazing Earth Collection | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0031459E4) Ajab Prem Ki Ghazab Kahani | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0035G08U8) Private Buckaroo - 1942 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00KUFYYHA) [Item: B00KUFYYHA] | Unknown | Rating: 2.6
(ID: B01N2GHBEF) Sam | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B00SRRLAUM) [Item: B00SRRLAUM] | Unknown | Rating: 2.2
(ID: 0876045816) Sitchin: Future, Past-Present DVD | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00000I1QO) Galaxy Express 999: Adieu Galaxy Express VHS | Movies & TV > Movies | Rating: 4.8
(ID: B00007AJDG) Sailing with Confidence | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B009948DFW) [Item: B009948DFW] | Unknown | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0B1353C59
|
Benediction
| 2
|
AE3NF7XVJNWIKXJZ2RZBYHPLJJZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Follow You Home | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Perfect Alibi (Mike Daley/Rosie Fernandez Legal Thriller Book 7) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- DARK MURDER a gripping detective thriller full of suspense (Detective Greco Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Kill Me Again: The gripping psychological thriller with a shocking twist | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Back Story (The Reed Ferguson Mystery Series Book 10) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- One More Game: A Novella (The Sara Winthrop Thriller Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Veiled (A Bone Secrets Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Chilled (A Bone Secrets Novel Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Midnight Exposure | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Serial Killers Uncut | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B006IVYBLY] | Unknown | Rating: 5.0
- [Item: B00ADSOKW8] | Unknown | Rating: 1.0
- The Sopranos | Drama > Suspense | Rating: 5.0
- [Item: B006VRDZ44] | Unknown | Rating: 5.0
- [Item: B006IVYBGO] | Unknown | Rating: 3.0
- [Item: B006IVJXHQ] | Unknown | Rating: 5.0
- [Item: B006IVTP1U] | Unknown | Rating: 4.0
- [Item: B00CBRAD2A] | Unknown | Rating: 4.0
- [Item: B00EL8I8IS] | Unknown | Rating: 5.0
- [Item: B00E1SVGPK] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B06XX7RBRD) SpongeBob SquarePants First 100 Episodes | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B008Q0C248) [Item: B008Q0C248] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B001IZ2E0A) Yoga Emergency- The 12 Minute Workout with Kristen Eykel- Hips | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07H7BQ94N) [Item: B07H7BQ94N] | Unknown | Rating: 4.9
(ID: B00U362L30) [Item: B00U362L30] | Unknown | Rating: 4.3
(ID: B00008DDS1) Riding the Rails | Movies & TV > Independently Distributed > Drama | Rating: 4.5
(ID: B06ZZRFPNP) [Item: B06ZZRFPNP] | Unknown | Rating: 4.6
(ID: B003FAJTOA) [Item: B003FAJTOA] | Unknown | Rating: 4.7
(ID: B00LZZP9X2) [Item: B00LZZP9X2] | Unknown | Rating: 4.7
(ID: B08M9YJ84W) [Item: B08M9YJ84W] | Unknown | Rating: 3.5
(ID: B00IQ3XKDC) [Item: B00IQ3XKDC] | Unknown | Rating: 3.7
(ID: B01LG9U8Z0) [Item: B01LG9U8Z0] | Unknown | Rating: 4.8
(ID: B00CU7VZC8) [Item: B00CU7VZC8] | Unknown | Rating: 3.4
(ID: B08W85215J) [Item: B08W85215J] | Unknown | Rating: 4.9
(ID: B004EPZ0AM) Happy Feet Two [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B088GHZVQK) The Complete Films of Agnès Varda (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B000T22Q9W) Roots - The Complete Collection (Roots / Roots - The Next Generations) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B086Y3RY6K) Saga Of Tanya The Evil The Movie (2019) | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B01LWV3XI9) [Item: B01LWV3XI9] | Unknown | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00EL8IPEU) [Item: B00EL8IPEU] | Unknown | Rating: 4.2
(ID: B00I3BPNVO) [Item: B00I3BPNVO] | Unknown | Rating: 4.6
(ID: B00UGQFWC4) The Nativity Story by New Line Home Video | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01N6TVQPR) Silk Stockings (1957) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01BKXQ36K) [Item: B01BKXQ36K] | Unknown | Rating: 4.1
(ID: B004KPLVXG) High School Musical 2 (Extended Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01DBVRCOQ) Kate and Mim-Mim: Balloon Buddies | Movies & TV > PBS > All | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B09JR1ZZP3) A Hero | International > Drama | Rating: 4.2
(ID: 6303218725) Baseball - A Film by Ken Burns [VHS] | Movies & TV > Boxed Sets > Documentary | Rating: 4.8
(ID: B0176G3GEM) Battle For Skyark [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00078809S) Extra Terrestrial Visitors | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B01AS6HHY2) [Item: B01AS6HHY2] | Unknown | Rating: 4.0
(ID: B00CTESCDW) [Item: B00CTESCDW] | Unknown | Rating: 4.8
(ID: B003OUO2XO) [Item: B003OUO2XO] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07FDHS9JN) [Item: B07FDHS9JN] | Unknown | Rating: 2.8
(ID: B00Y1PXLTW) [Item: B00Y1PXLTW] | Unknown | Rating: 3.4
(ID: B07P42ZM8S) [Item: B07P42ZM8S] | Unknown | Rating: 5.0
(ID: B007R3A2F6) WAN CHAI BABY | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B008L0YMY6) National Parks Exploration Series: The Great Smoky Mountains | Movies & TV > Blu-ray > TV | Rating: 4.2
(ID: B017NAF2A2) Footloose [Blu-ray] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07JBCQBJN) [Item: B07JBCQBJN] | Unknown | Rating: 4.6
(ID: B0867K5G9P) Gravesend | Drama | Rating: 3.9
(ID: B00984BDW8) [Item: B00984BDW8] | Unknown | Rating: 3.7
(ID: B0B8QR73RF) [Item: B0B8QR73RF] | Unknown | Rating: 4.1
(ID: B01NC3GYAO) Justice League Dark: Limited Edition Gift Set - Hardcover Novel & Figurine - Exclusive #ed of 60000 (Blu-ray + DVD + Digital HD) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B003ZU60F6) Hi Yoga DVD for Parents & Kids | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B07Q32QQCH) 2DVD NTSC TROTSKY (2017) RUSSIAN TV SERIES 8 EPISODES LANGUAGE:RUSSIAN.SUBTITLES:ENGLISH. | Movies & TV > TV | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00R4AVA30) Despicable Me 2: 3-Mini-Movie Collection | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00066FABM) The Great White Hope | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0061IOXSK) [Item: B0061IOXSK] | Unknown | Rating: 4.9
(ID: B00BJDARA0) Made In Japan | Movies & TV > Movies | Rating: 4.5
(ID: B00D2UMHHE) Stuck on You | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B009AMAHU2) The Oogieloves in the Big Balloon Adventure | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B07L4ZVTWM) [Item: B07L4ZVTWM] | Unknown | Rating: 4.0
(ID: B076KCNP6Q) [Item: B076KCNP6Q] | Unknown | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B075TC9MQF) [Item: B075TC9MQF] | Unknown | Rating: 4.3
(ID: B07B3PQGCB) MODERN FAMILY Season 1 - 8 DVD Complete | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B008R9H04K) Abraham Lincoln: Vampire Huntr | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0BY5MN89Z) The Three Stooges - Stooge-O-Rama: The Men Behind The Mayhem And Even More Mayhem! (3-Disc Collector's Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000GWM1QS) The Life & Adventures of Nicholas Nickleby - Volume 1 | Movies & TV > Movies | Rating: 3.7
(ID: B000BR9S46) Fighting Spirit: The Red Wolf, Volume Ten (Episodes 46-50) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B001OKOE84) [Item: B001OKOE84] | Unknown | Rating: 4.7
(ID: B076VPC3VG) [Item: B076VPC3VG] | Unknown | Rating: 2.6
(ID: 5550118556) The Keith Green Story: Your Love Broke Through | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B001T9O68S) To Hell and Back | Movies & TV > Disc on Demand | Rating: 3.0
(ID: B084WHMB4Z) [Item: B084WHMB4Z] | Unknown | Rating: 2.9
(ID: B002ZV3ZYA) [Item: B002ZV3ZYA] | Unknown | Rating: 3.8
(ID: B000R349JS) Da Vinci's Inquest - Season 2 | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.1
(ID: B000FS9MTM) Back Woods [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B081PM9PYX) [Item: B081PM9PYX] | Unknown | Rating: 4.9
(ID: B0172Q2KT8) [Item: B0172Q2KT8] | Unknown | Rating: 4.7
(ID: B001EOQDR0) Smallville: Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00B61S49G) [Item: B00B61S49G] | Unknown | Rating: 2.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B008Y6RX2A) [Item: B008Y6RX2A] | Unknown | Rating: 4.6
(ID: B01G719XAS) Lady in the Dark - 1954 TV Production | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B001LMAK9C) Look Who's Talking/Look Who's Talking Too | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B009XWUA4C) [Item: B009XWUA4C] | Unknown | Rating: 3.0
(ID: B01E0LPAWC) Berg: Wozzeck | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B071XF76K3) Boot The Pigeon | Movies & TV > Independently Distributed > Comedy | Rating: 3.0
(ID: B012OW7RFM) [Item: B012OW7RFM] | Unknown | Rating: 2.1
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009CGRRAY) [Item: B009CGRRAY] | Unknown | Rating: 4.7
(ID: B003KSO3QQ) Sgt. Bilko: The Phil Silvers Show - First Season | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001UL0C4C) [Item: B001UL0C4C] | Unknown | Rating: 4.5
(ID: B00L9M180Y) #1 Teen & Kid Workout DVD - Fitness Led by Teenagers | Movies & TV > TV | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000GAKGLM) Latter Days | Movies & TV > Featured Categories > DVD | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00RSGIVVO
|
[Item: B00RSGIVVO]
| 5
|
AGTQVFA267HUVDYKFWJ32FMKTBGQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Woman in Cabin 10 | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Black Box (Harry Bosch) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Night Fire: A Ballard and Bosch Novel: Harry Bosch, Book 22 | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Law of Innocence (A Lincoln Lawyer Novel, 6) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Old Farmer's Almanac 2021, Trade Edition | Books > Reference > Encyclopedias & Subject Guides | Rating: 4.0
- The Woman in the Window: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Drop (A Harry Bosch Novel, 15) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Nine Dragons (A Harry Bosch Novel, 14) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B07Q7WXVVR] | Unknown | Rating: 1.0
- [Item: B07CQ865WW] | Unknown | Rating: 3.0
- [Item: B07N46TVV7] | Unknown | Rating: 2.0
- [Item: B01G96O734] | Unknown | Rating: 5.0
- [Item: B01AB17IGQ] | Unknown | Rating: 4.0
- [Item: B009511DO2] | Unknown | Rating: 3.0
- [Item: B00I3MQNWG] | Unknown | Rating: 5.0
- Christmas in Connecticut (1992 TV Movie) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 1.0
- [Item: B00JYSKBIU] | Unknown | Rating: 2.0
- Olympus has Fallen | Movies & TV > Blu-ray > Movies | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00AWMHDNI) [Item: B00AWMHDNI] | Unknown | Rating: 4.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01E6QRK8S) Deadliest Catch - Season 11 [DVD] (US Format) | Movies & TV > TV | Rating: 4.6
(ID: B00AEFXGAW) Babel [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00005OCJQ) See No Evil, Hear No Evil [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B009UP73I8) [Item: B009UP73I8] | Unknown | Rating: 4.8
(ID: B06XH74J51) [Item: B06XH74J51] | Unknown | Rating: 3.7
(ID: B07HPC3XHX) [Item: B07HPC3XHX] | Unknown | Rating: 3.0
(ID: B0009UVCS0) Tom Sawyer | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B0008GGN9I) My Brilliant Career | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.5
(ID: B0017ZHAY6) SPEED TRAINING: THE VIDEO | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B003XKPPOU) Toy Story 3 (Four-Disc Blu-ray/DVD Combo + Digital Copy) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B08N3VPXSX) [Item: B08N3VPXSX] | Unknown | Rating: 5.0
(ID: B0B8MTFMJQ) Ainbo: Spirit Of The Amazon | Animation > Kids | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003I7BXM6) Howling Trilogy - Triple Feature! | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01MYU2WGJ) [Item: B01MYU2WGJ] | Unknown | Rating: 4.6
(ID: B01BI4QKBY) [Item: B01BI4QKBY] | Unknown | Rating: 3.2
(ID: B01GPH6B1S) [Item: B01GPH6B1S] | Unknown | Rating: 3.6
(ID: B01LP7CJIW) George Balanchine's The Nutcracker | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0015FGCII) The First Deadly Sin [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B07NMB1CXM) [Item: B07NMB1CXM] | Unknown | Rating: 4.6
(ID: B004HFKPT0) [Item: B004HFKPT0] | Unknown | Rating: 4.4
(ID: B007JF8LLO) [Item: B007JF8LLO] | Unknown | Rating: 4.3
(ID: B0012EBV60) Life Begins - Series 1 | Movies & TV > Boxed Sets > Comedy | Rating: 4.3
(ID: B077XPRWDP) [Item: B077XPRWDP] | Unknown | Rating: 5.0
(ID: B018AQKZGO) [Item: B018AQKZGO] | Unknown | Rating: 5.0
(ID: B00198LHB8) Holiday Family Classics | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.8
(ID: B001NM7ZN4) Angels in the Outfield | Comedy > Sports > Cheerful | Rating: 4.6
(ID: B000H5U5R6) Solo Con Tu Pareja (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 3.9
(ID: B00WB7L2OI) [Item: B00WB7L2OI] | Unknown | Rating: 3.9
(ID: B00MQMSZXO) [Item: B00MQMSZXO] | Unknown | Rating: 4.6
(ID: B01FYMLPF2) [Item: B01FYMLPF2] | Unknown | Rating: 4.1
(ID: B0001LQJWG) Alfred Eisenstaedt: Photographer | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B00M918VRW) [Item: B00M918VRW] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00HOQIQTA) [Item: B00HOQIQTA] | Unknown | Rating: 2.5
(ID: B00DPU26FE) Frankenfish / Lake Placid 3 / Loch Ness Terror / Piranha 2: The Spawning - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B001UL4HKW) Equator: Battle for the Light | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00I14WJ8I) [Item: B00I14WJ8I] | Unknown | Rating: 4.8
(ID: B0006JM28S) Dharma River | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B002TKTX34) [Item: B002TKTX34] | Unknown | Rating: 4.0
(ID: B008F0QBI2) Story of Wales | Movies & TV > Boxed Sets > Documentary | Rating: 4.5
(ID: B01LYF41DE) [Item: B01LYF41DE] | Unknown | Rating: 4.7
(ID: B07F7DN11S) [Item: B07F7DN11S] | Unknown | Rating: 3.8
(ID: 630133809X) Talk Radio | Movies & TV > Movies | Rating: 4.4
(ID: B01LY3QMMM) [Item: B01LY3QMMM] | Unknown | Rating: 3.8
(ID: B0098A2268) Savage Innocents | Drama > Adventure | Rating: 4.3
(ID: B01J4KXN78) [Item: B01J4KXN78] | Unknown | Rating: 4.5
(ID: B001BP14FI) Pokemon: Diamond and Pearl - Set One, Vols. 1-2 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B007RCJ4F6) Beyond and Back: Kerry Kat Christi Ann | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B0030BS1F2) National Geographic: Bizarre Dinosaurs | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: 6300263444) The Kindred [VHS] (1987) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B00GAUGFEE) [Item: B00GAUGFEE] | Unknown | Rating: 3.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00BDD5058) [Item: B00BDD5058] | Unknown | Rating: 4.6
(ID: B00008G8NN) Exit the Dragon Enter the Tiger | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.4
(ID: B012PGD2C4) [Item: B012PGD2C4] | Unknown | Rating: 4.1
(ID: B086RBM3JR) [Item: B086RBM3JR] | Unknown | Rating: 4.0
(ID: B002BYYA90) The Mist (Stephen King's) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B0143LIU9O) [Item: B0143LIU9O] | Unknown | Rating: 4.8
(ID: B00PHFWCIQ) In Plain Sight | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B005KGPL6W) [Item: B005KGPL6W] | Unknown | Rating: 4.5
(ID: B005ER6SL4) Costello Elvis-Spectacle-Season 1 & 2 | Movies & TV > Music Artists > Reed, Lou | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01MT51KDB) [Item: B01MT51KDB] | Unknown | Rating: 4.4
(ID: B0000B1A0U) Flesh for the Beast | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000A0D1PG) The Songwriters Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B003Y5PV66) [Item: B003Y5PV66] | Unknown | Rating: 4.3
(ID: B001CGCOM8) Innocents Betrayed by Aaron Zelman | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00HEBBMMS) [Item: B00HEBBMMS] | Unknown | Rating: 4.4
(ID: B00412DYS8) [Item: B00412DYS8] | Unknown | Rating: 4.8
(ID: B00HIE11RC) Agony And Ecstasy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000QCJNVY) Winter Sonata (English Subtitled) | International > Drama > Romance | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B017UPR2XU) Yin Yoga for the Spine | Fitness | Rating: 5.0
(ID: B09D1M1K59) [Item: B09D1M1K59] | Unknown | Rating: 4.3
(ID: B01LBWHQHA) Sully (Blu-ray + DVD + Digital HD Ultraviolet) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00DIXXSQO) [Item: B00DIXXSQO] | Unknown | Rating: 4.4
(ID: B085861TDT) [Item: B085861TDT] | Unknown | Rating: 3.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01A9M78RG) [Item: B01A9M78RG] | Unknown | Rating: 3.8
(ID: B00005QWA4) Dancing at the Blue Iguana VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B07JCBBD2W) [Item: B07JCBBD2W] | Unknown | Rating: 3.8
(ID: B004T4N2MG) The Buffalo Soldiers | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B08D9XB1PJ) [Item: B08D9XB1PJ] | Unknown | Rating: 3.9
(ID: B004DHSLNE) Beauty and the Briefcase | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0974M7KWB) One Punch Man Season 2 (Episodes 1-12 + 6 OVAs) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B0B6GVFW23) [Item: B0B6GVFW23] | Unknown | Rating: 3.9
(ID: B0009RQRD8) Billy Blanks: Basic Training & Ultimate Bootcamp [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B004SIP98S) The Queen | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B06XFT8K9V) [Item: B06XFT8K9V] | Unknown | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B08D9XB1PJ
|
[Item: B08D9XB1PJ]
| 2
|
AE7UM2B5GHTPSFNH6FV7I6BS7DYA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- London Fields | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Battle Ground (Dresden Files) | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Shades of Grey: A Novel | Books > Literature & Fiction > Humor & Satire | Rating: 5.0
- I'll Scream Later | Books > Biographies & Memoirs > Arts & Literature | Rating: 2.0
- Nefertiti: The Book of the Dead | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Fevre Dream: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Holes | Books > Sponsored Selections | Rating: 5.0
- Honeymoon (Honeymoon, 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- The Likeness (Dublin Murder Squad) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
### User's movies History:
- [Item: B01H0KB7RW] | Unknown | Rating: 5.0
- [Item: B00RSGHX3Q] | Unknown | Rating: 1.0
- [Item: B01KINMB3W] | Unknown | Rating: 2.0
- [Item: B01J7778SS] | Unknown | Rating: 2.0
- [Item: B00CLO0U7Q] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: 1630882674) The Call DVD: The Life and Message of the Apostle Paul | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.0
(ID: B000E1167Q) Forbidden City Cop | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B004TK47WY) [Item: B004TK47WY] | Unknown | Rating: 4.6
(ID: B000GRUMSC) Cyborg II | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B08TY55V3H) Yellowstone Season 1&2 [DVD] [2021] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00Y7R9HI8) Banjo | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B07D2XKQVX) Show Dogs [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07RM1ZQJY) [Item: B07RM1ZQJY] | Unknown | Rating: 4.8
(ID: B0731NL1W3) [Item: B0731NL1W3] | Unknown | Rating: 4.3
(ID: B003YJ4L3Q) Fast Life | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B09457BBS5) [Item: B09457BBS5] | Unknown | Rating: 2.5
(ID: B0007NMK2Q) You Can Dance - Waltz | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B0754N4HHG) [Item: B0754N4HHG] | Unknown | Rating: 4.1
(ID: B09919GTL3) Star Trek: Discovery - Seasons 1-3 | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B01DZDNBHC) Ten Little Indians ( And Then There Were None ) - The Classic TV Version | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B017DZP2IO) [Item: B017DZP2IO] | Unknown | Rating: 4.7
(ID: B06Y1WDR4R) LEGO FRIENDS | Animation | Rating: 4.0
(ID: B008KYOFQI) Arachnoquake | Movies & TV > Blu-ray > Movies | Rating: 3.3
(ID: B0019LZV4E) [Item: B0019LZV4E] | Unknown | Rating: 4.7
(ID: B018300B1G) [Item: B018300B1G] | Unknown | Rating: 3.5
(ID: B001D261XO) The Method: Cardio Resistance Band Workout [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
(ID: B00ENYNYQG) [Item: B00ENYNYQG] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07NFBDG36) Curious George: The Complete Season 7, 8, and 9 Collection (The Final 3 Seasons) | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0009UVCRQ) Snow White [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B00005N5R9) The Worst Witch - Battle of the Broomsticks [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B017O0WF9C) Ben & Holly's Little Kingdom | Comedy > Animation > Fantasy | Rating: 4.7
(ID: 9078272104) Nature DVD - Lagoon - Sunsets Scenery designed for Relax and Sleep Aid & Stress Relief | Movies & TV > Movies | Rating: 3.4
(ID: B082PQRJ86) Frozen II 4K UHD | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00BUELEPK) Pramface (Season 1) - 2-DVD Set ( Pramface - Season One ) [ NON-USA FORMAT, PAL, Reg.2.4 Import - United Kingdom ] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: 6305972885) Soldier Of Orange (1977) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B001R7XC0A) [Item: B001R7XC0A] | Unknown | Rating: 4.7
(ID: B0B8KZ32BG) COMPLEXion | Documentary > Special Interest | Rating: 4.8
(ID: B07YW48XHZ) Miracles of Coral Reef | Documentary > Special Interest | Rating: 3.0
(ID: B00VRE84YC) [Item: B00VRE84YC] | Unknown | Rating: 3.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000ID376S) [Item: B000ID376S] | Unknown | Rating: 4.2
(ID: B00264QI68) Doc Savage: The Man of Bronze | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B01HT2DDRI) [Item: B01HT2DDRI] | Unknown | Rating: 4.6
(ID: B00MEALAOO) [Item: B00MEALAOO] | Unknown | Rating: 4.7
(ID: B00008G7UK) Say Anything | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B011OUYWZI) [Item: B011OUYWZI] | Unknown | Rating: 4.4
(ID: B001A7X0WM) Starship Troopers | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B08KHRX98P) Katherine Jenkins: Christmas Spectacular - From the Royal Albert Hall | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B009OE2O34) Flipper: New Adventures 24 Hour Marathon | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00005MM76) 36th Chamber | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B004JFALZQ) Bowflex Elite Workout DVD | Movies & TV > Movies | Rating: 3.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00C0YC6E2) [Item: B00C0YC6E2] | Unknown | Rating: 4.7
(ID: B0009K7ESW) Inspired by Bach (Deluxe Slipcase) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00005LQ6U) The Legend of Drunken Master VHS | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B07HRYDYD7) [Item: B07HRYDYD7] | Unknown | Rating: 3.5
(ID: B01M16KQ7Y) [Item: B01M16KQ7Y] | Unknown | Rating: 4.1
(ID: B0009NMKUQ) Baby Genius 3 Pack [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B0009ML2WE) Make a Wish Little Fish | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B01N387E2W) The Fall of Berlin | Documentary > International > Military and War | Rating: 3.8
(ID: B0000A02UQ) Super Sucker | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0013KIC56) World's Biggest Airliner: The Airbus A380 Coming Together | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B0011IR2XI) Ruby In Paradise | Movies & TV > Movies | Rating: 4.0
(ID: B01BLZH8RK) [Item: B01BLZH8RK] | Unknown | Rating: 4.1
(ID: B07HG82TBQ) [Item: B07HG82TBQ] | Unknown | Rating: 4.7
(ID: B09KG3TDPX) [Item: B09KG3TDPX] | Unknown | Rating: 4.2
(ID: B01148CZZO) [Item: B01148CZZO] | Unknown | Rating: 3.9
(ID: B004Z72B2E) Steven Seagal: Lawman | Unscripted > Drama | Rating: 4.4
(ID: B00008L3TW) It's Pat: The Movie [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B003DC87RK) NFL New Orleans Saints: Road to Super Bowl XLIV (Collector's Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000PMFS64) 10:30 PM Summer | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.3
(ID: 6303560628) Barney & Friends | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.5
(ID: B076FK54RS) Whispering Shadows (1921) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B07L9GY99F) [Item: B07L9GY99F] | Unknown | Rating: 4.5
(ID: B0000695JW) The Last Detail | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: 0679887660) Dr. Seuss - Green Eggs and Ham [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B07QKGFQN1) [Item: B07QKGFQN1] | Unknown | Rating: 4.0
(ID: B00BB8UJKG) [Item: B00BB8UJKG] | Unknown | Rating: 4.6
(ID: B09LS1JVSX) Flash, The: The Complete Eighth Season (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B000BWMEIS) Take the Money and Run | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00CP6YNVY) Puccini: Manon Lescaut | Movies & TV > Blu-ray > Movies | Rating: 3.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B007EZM6MY) Inxs: Live Baby Live DVD Import | Movies & TV > Movies | Rating: 4.5
(ID: B00016RNZI) Kwoon [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00KB01QN4) Trust Me | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00007AJFE) Martin Lawrence Live - Runteldat (Full Screen Edition) [DVD] | Movies & TV > Music Artists > Sting | Rating: 4.7
(ID: B00008G7EC) Holiday Magic: Classic Christmas Cartoon Collection [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B09KG5NHQG) Last Night in Soho (4K Ultra HD + Blu-ray + Digital) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B001FJ5D5M) Doctor Who: Battlefield BBC DVD - The Sylvester McCoy Years 1987-89 Region 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00KGJYXSK) [Item: B00KGJYXSK] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B08127T2CP) [Item: B08127T2CP] | Unknown | Rating: 4.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07W4VPLVK) [Item: B07W4VPLVK] | Unknown | Rating: 4.5
(ID: B00RNV4A3W) [Item: B00RNV4A3W] | Unknown | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01BLZH8RK
|
[Item: B01BLZH8RK]
| 3
|
AH5ABDWQYYF24MVYYYQDMAMMATNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Ready Player One: A Novel | Books > Humor & Entertainment > Humor | Rating: 1.0
- Into the Black (Odyssey One, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Before the Big Bang: The Prehistory of Our Universe | Books > History > Ancient Civilizations | Rating: 2.0
- Call Me by Your Name: A Novel | Books > LGBTQ+ Books > Literature & Fiction | Rating: 4.0
- Seeds of Earth (Humanity's Fire, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Existence (Kiln) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Edge of the Universe: A Voyage to the Cosmic Horizon and Beyond | Books > Science & Math > Astronomy & Space Science | Rating: 3.0
- VALIS (Valis Trilogy) (Valis Trilogy, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Rules of Conflict | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Saturn Returns (Astropolis) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
### User's movies History:
- [Item: B08LMJ93LL] | Unknown | Rating: 5.0
- [Item: B07RZVZ6X3] | Unknown | Rating: 1.0
- [Item: B07KKKG5P2] | Unknown | Rating: 5.0
- [Item: B07JJLMYM2] | Unknown | Rating: 4.0
- [Item: B075XSLVVR] | Unknown | Rating: 4.0
- Person of Interest | Science Fiction > Drama > Action | Rating: 1.0
- [Item: B015OLD394] | Unknown | Rating: 1.0
- [Item: B00YCVC83K] | Unknown | Rating: 2.0
- [Item: B00Y1OQMXA] | Unknown | Rating: 1.0
- [Item: B00U8PDV1M] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B0719BYCWG) Deadly Dance Mom | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B00006JY6G) Judas Kiss [REGION 2] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07KLQF9WY) Rampant [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000JJ4WF6) Full Metal Panic! Second Raid - Tactical Ops 03 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B07BHRHYBG) [Item: B07BHRHYBG] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000031EGF) Giselle VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B009JRWJP4) Mary Mary Bloody Mary (3D and 2D Versions) [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B001R3YRIK) Imagination Movers: Warehouse Mouse Edition | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B091R4H7VD) [Item: B091R4H7VD] | Unknown | Rating: 4.4
(ID: 0767810864) Jason and the Argonauts | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B01EGVE5Y0) Hercule Poirot's Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01FWXMMK0) [Item: B01FWXMMK0] | Unknown | Rating: 4.4
(ID: B01G63PYE6) [Item: B01G63PYE6] | Unknown | Rating: 2.7
(ID: B00GI09IRC) [Item: B00GI09IRC] | Unknown | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B09PQDFV3L) [Item: B09PQDFV3L] | Unknown | Rating: 4.3
(ID: B01D3MWKUE) [Item: B01D3MWKUE] | Unknown | Rating: 4.8
(ID: B00005NG6U) Blood - The Last Vampire | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B001FTIK2A) Diminished Capacity | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B002MD2YWA) Giant Robo: The Animation (Thin Packaging) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B0009MAPEA) JibJab - Early Years 1999-2004 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000TQLILA) Perfect Stranger | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B002WPOFMA) [Item: B002WPOFMA] | Unknown | Rating: 3.6
(ID: B000QQH54C) Partying 101 (Bio Dome / P.C.U. / Back to School) [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B00005A000) The Flamingo Rising VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B077VT6VYD) [Item: B077VT6VYD] | Unknown | Rating: 3.5
(ID: B004VFQ80Q) [Item: B004VFQ80Q] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00HUO21X8) [Item: B00HUO21X8] | Unknown | Rating: 4.6
(ID: B00D5YNQMW) Rock For The Rising Sun [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B012BUQQGS) Captain Apache (1971) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B018JG3KZI) [Item: B018JG3KZI] | Unknown | Rating: 3.2
(ID: B0006VXMNA) Stripperella - Season One - Uncensored | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00007M5HU) Winston Churchill: The Wilderness Years 1929-1939 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0006N2EF0) J.K. Rowling & The Birth of Harry Potter [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00U7B3N0G) [Item: B00U7B3N0G] | Unknown | Rating: 4.7
(ID: B001OD65LK) Dead of Winter (2007) | Suspense > Horror | Rating: 3.6
(ID: B00CLH098I) Michigan vs. Ohio State: The Rivalry | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07HN9655T) [Item: B07HN9655T] | Unknown | Rating: 3.7
(ID: B00JDBL6Z0) [Item: B00JDBL6Z0] | Unknown | Rating: 4.6
(ID: B00FKNLSEY) [Item: B00FKNLSEY] | Unknown | Rating: 3.7
(ID: B000NDFHX4) The Tower [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B00L2Q66GI) [Item: B00L2Q66GI] | Unknown | Rating: 4.5
(ID: B00TG0H5O4) Samurai Cat - Neko Zamurai (Japanese TV Drama with English, All Region DVD Version) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B086ZBS15H) [Item: B086ZBS15H] | Unknown | Rating: 3.4
(ID: B000UXKYWQ) Mayerling ( | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.2
(ID: B0011NVC6G) Kite and Mezzo Forte Double Pack | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00KIYF620) Servant x Service DVD Complete Set | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00H71QZUY) [Item: B00H71QZUY] | Unknown | Rating: 4.4
(ID: B07DS6S553) Ace in the Hole (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B016I7LW00) [Item: B016I7LW00] | Unknown | Rating: 4.6
(ID: B073XC2FBN) [Item: B073XC2FBN] | Unknown | Rating: 4.0
(ID: B0006Q9464) Phone [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.2
(ID: B0711YXDVK) [Item: B0711YXDVK] | Unknown | Rating: 2.3
(ID: B08KHC4KPD) [Item: B08KHC4KPD] | Unknown | Rating: 3.6
(ID: B07P89P6NY) [Item: B07P89P6NY] | Unknown | Rating: 4.7
(ID: B00009W0VU) WWE Royal Rumble 2004 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B000I2J6KK) THE HAMBURG CELL | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B007VADDAQ) [Item: B007VADDAQ] | Unknown | Rating: 4.8
(ID: B007BLUD30) [Item: B007BLUD30] | Unknown | Rating: 4.5
(ID: B071G6XY8Z) [Item: B071G6XY8Z] | Unknown | Rating: 4.6
(ID: B00076YPBM) British War Collection:(The Cruel Sea/The Ship That Died of Shame/Went the Day Well?/The Dam Busters/The Colditz Story) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07GL3GVF9) [Item: B07GL3GVF9] | Unknown | Rating: 2.8
(ID: B00R852ZPI) [Item: B00R852ZPI] | Unknown | Rating: 2.8
(ID: B002ITC946) [Item: B002ITC946] | Unknown | Rating: 3.8
(ID: B004L7QD2W) Toonpur Ka Superhero Bollywood DVD With English Subtitles | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00GJXPEQC) [Item: B00GJXPEQC] | Unknown | Rating: 4.6
(ID: B009B2LSLI) [Item: B009B2LSLI] | Unknown | Rating: 2.3
(ID: B002D4OJOO) Dragon Ball GT- La Saga Termina Vol 2 en Espanol [NTSC / Region 1 - Latin American Import] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.2
(ID: B00IID0Q50) [Item: B00IID0Q50] | Unknown | Rating: 4.7
(ID: B00IIJIRM8) [Item: B00IIJIRM8] | Unknown | Rating: 3.6
(ID: B00005KHJM) The Wicker Man [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B008Y72JH8) [Item: B008Y72JH8] | Unknown | Rating: 4.5
(ID: B006QR5PHO) [Item: B006QR5PHO] | Unknown | Rating: 4.1
(ID: 6302795532) Kathy Smith's Ultimate Stomach & Thighs Workout [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00TFSYOA0) The Luzhin Defence | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00RNV4UVY) [Item: B00RNV4UVY] | Unknown | Rating: 3.8
(ID: B09X7FWQLH) [Item: B09X7FWQLH] | Unknown | Rating: 3.9
(ID: B001LX1CMU) [Item: B001LX1CMU] | Unknown | Rating: 3.9
(ID: 0792844033) Mystery Train [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B008XAT0JG) Hostel & Hostel II Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07HGJTMR3) [Item: B07HGJTMR3] | Unknown | Rating: 4.5
(ID: B0000016VG) The World to Dance In VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 6305622752) Candyman 3 - Day of the Dead VHS | Movies & TV > Studio Specials > Lions Gate Home Entertainment | Rating: 4.6
(ID: B002N7SX84) Lion's Den (Leonera) | Movies & TV > Independently Distributed > Drama | Rating: 3.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B08SVS99GQ) [Item: B08SVS99GQ] | Unknown | Rating: 4.3
(ID: B002U31CPC) 6 Teen - Stupid over Cupid | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09PQDFV3L
|
[Item: B09PQDFV3L]
| 3
|
AFRYKHZQABLV63F3NXQTPQU3D7YQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Boys from Biloxi: A Legal Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The River: A novel | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Artemis: A Novel | Books > Humor & Entertainment > Humor | Rating: 3.0
- Celine: A novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Snowbound | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Konrath Dark Thriller Collective - Three Novels (Afraid, Trapped, Endurance) (The Konrath Dark Thriller Collective) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Matterhorn: A Novel of the Vietnam War | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- I, Sniper: A Bob Lee Swagger Novel | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
### User's movies History:
- [Item: B07FCQHRD6] | Unknown | Rating: 5.0
- [Item: B073RPZK88] | Unknown | Rating: 5.0
- [Item: B00RSI6A56] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B003UH3VK6) [Item: B003UH3VK6] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0041XQJV6) How to Troll for Fish | Movies & TV > Movies | Rating: 5.0
(ID: B082KTGNQH) [Item: B082KTGNQH] | Unknown | Rating: 4.4
(ID: B07WSKKMFW) Becoming Rocketman | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B075TSQYZG) DMT: The Spirit Molecule | Documentary | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00BIQW7PG) Runaway Bride (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000E371EG) America/castle: Colonial Era | Movies & TV > A&E Home Video > All A&E Titles | Rating: 5.0
(ID: B074HHNPKX) Femaliens Seduction of the Species DVD [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00IRMZYJK) [Item: B00IRMZYJK] | Unknown | Rating: 4.1
(ID: B01GJ9WWBU) [Item: B01GJ9WWBU] | Unknown | Rating: 4.5
(ID: B06XH6KVK1) [Item: B06XH6KVK1] | Unknown | Rating: 4.6
(ID: B00ADQDTMM) 8-Film Fantasy Adventure | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.7
(ID: B00G4QR5GQ) Supernatural: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07G5Q5BQ3) [Item: B07G5Q5BQ3] | Unknown | Rating: 4.3
(ID: B07KM6KNQG) Skate Kitchen | Drama > Easygoing > Inspiring | Rating: 4.5
(ID: B00RWCJXFC) Island Of The Living Dead | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B002DQTVPO) Saratoga Trunk | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B08SQ1914V) [Item: B08SQ1914V] | Unknown | Rating: 4.1
(ID: B00005ASGE) Uncommon Valor | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0829R7B84) [Item: B0829R7B84] | Unknown | Rating: 3.0
(ID: B00CIWS5RS) Time Team: Series 15 [DVD] | Movies & TV > TV | Rating: 4.4
(ID: B007AIUPNC) [Item: B007AIUPNC] | Unknown | Rating: 3.5
(ID: B002U1G1DW) [Item: B002U1G1DW] | Unknown | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07V4NYFHY) [Item: B07V4NYFHY] | Unknown | Rating: 3.2
(ID: B000V9ICGE) Captain and Tennille in Hawaii | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B0015XHR5C) ER: Season 9 | Movies & TV > Boxed Sets > Drama | Rating: 4.8
(ID: B06Y69TCY7) Interview, the (2014) / Night Before, the / Pineapple Express / This Is the End - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B0009RM9MQ) The Real Honky Tonk Piano | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B07PL9PYCK) Us [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00008RUYS) The Shaft | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B00008O38F) Midnight Run | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B008K8VBJI) 30 Days and a Night | Movies & TV > Disc on Demand | Rating: 3.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002N57KFI) Nature: Endangered Animals | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000305ZRA) Please Twins: Three's Company - Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B002EP8FEM) Trumbo | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000ND91YU) Can-Can | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B001A5ES6G) Belly | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B019MCPLJ6) The Night Before | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B01J27KJ4I) [Item: B01J27KJ4I] | Unknown | Rating: 3.7
(ID: B0025GRYEC) Up The Yangtze | Documentary > Adventure | Rating: 4.4
(ID: B000RZIGWW) Nick Jr. Favorites 4-6 | Movies & TV > Boxed Sets > Kids & Family | Rating: 5.0
(ID: B0001MDQ7Q) Cypress Hill - The Ultimate Video Collection | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0009SS460) Radio | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07GRRGVHZ) Tales of the Abyss: The Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0002I84DU) Truth Be Told | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: 6302482712) Medicine Man | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00005JM3A) Quantum Leap: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 4.7
(ID: B01BD9H9G4) Rock and Roll The Movie | Comedy | Rating: 3.3
(ID: B000QSTIRM) Dark Side of Love | Movies & TV > Featured Categories | Rating: 5.0
(ID: B00DORAF4C) [Item: B00DORAF4C] | Unknown | Rating: 4.5
(ID: B006LLY8M8) Dream Eater Merry: Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B09L8JP92N) WBCN and the American Revolution DVD | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07B7HNWZZ) [Item: B07B7HNWZZ] | Unknown | Rating: 4.5
(ID: B001GJ9HYE) [Item: B001GJ9HYE] | Unknown | Rating: 4.7
(ID: B00DJYKD4C) Hello Down There | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.6
(ID: B07K817F4Y) [Item: B07K817F4Y] | Unknown | Rating: 4.4
(ID: B007Y1NPSM) Invasion of the Body Snatchers [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00180IQ0M) Tom Osborne's Nebraska Cornhuskers | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B071W5MMRJ) Will & Grace: Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000P6XPYC) Extras - The Complete First Two Seasons | Movies & TV > TV | Rating: 4.4
(ID: B0053TWV5K) Elvira: Mistress of the Dark | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00FZH8G18) Single White Female / Single White Female 2 (The Single White Female Collection) (Double Feature) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B002U5WGN2) [Item: B002U5WGN2] | Unknown | Rating: 2.9
(ID: B00AEFYHCI) The Last Airbender (3D Blu-ray Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00FBQ4WDE) [Item: B00FBQ4WDE] | Unknown | Rating: 3.9
(ID: B075KYNZP7) How the West Was Fun | Comedy > Western > Kids | Rating: 4.7
(ID: B08164FHWX) Break | Suspense > Harrowing > Thrilling | Rating: 3.7
(ID: B096CQ3V5D) Fear the Walking Dead: Season 6 | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0C5K1K15D) [Item: B0C5K1K15D] | Unknown | Rating: 4.8
(ID: B00BLQ5ZLG) Mirror Mirror / Ella Enchanted (2-Film Collection) | Movies & TV > Movies | Rating: 4.9
(ID: B07BP1N4P5) [Item: B07BP1N4P5] | Unknown | Rating: 3.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001NAT05W) [Item: B001NAT05W] | Unknown | Rating: 4.6
(ID: B00AYALT1A) [Item: B00AYALT1A] | Unknown | Rating: 4.8
(ID: B08F6YD2Q7) She's All That (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B071G57NKZ) Hawaii Five-O (2010): The Seventh Season | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B003DLDJDS) [Item: B003DLDJDS] | Unknown | Rating: 4.2
(ID: B07SQJ8Q56) [Item: B07SQJ8Q56] | Unknown | Rating: 4.7
(ID: B00064AFLY) Puppy Love [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00005JN8Q) Amazing Stories: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01CFGH2MK) [Item: B01CFGH2MK] | Unknown | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004BZ5AGY) 4 Film Favorites: Epic Romances (Affair of the Necklace, Dangerous Liaisons, Painted Veil, Silk) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.5
(ID: B00A8KJLF2) Stella and Sam - Friends | Movies & TV > Movies | Rating: 5.0
(ID: B00000JSJ4) Wallace & Gromit: The First Three Adventures (1990-1995) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.7
(ID: B0001US5TW) Hello Kitty & Friends - Fairy Tale Fantasy (Vol. 1) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B0B8PJRCYV) [Item: B0B8PJRCYV] | Unknown | Rating: 3.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07V4NYFHY
|
[Item: B07V4NYFHY]
| 4
|
AHMNYNBXJKVF2OTTIH3L54AF2AJQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Intern: A Dark Thriller (Brooke Walton Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Lady Gouldian (Belgrave Dynasty Book 2) | Books > Romance > Historical | Rating: 3.0
- I Will Find You: Solving Killer Cases from My Life Fighting Crime (Homicide Hunter) | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- The Scattered and the Dead (Book 1): A Post-Apocalyptic Series | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- New Clues to Harry Potter Book 5: Hints from the Ultimate Unofficial Guide to the Mysteries of Harry Potter | Books > Children's Books > Science Fiction & Fantasy | Rating: 1.0
### User's movies History:
- Birth (DVD) | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Exorcist - The Beginning (Widescreen Edition) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 1.0
- Harry Potter and the Prisoner of Azkaban (Two-Disc Widescreen Edition) | Movies & TV > Characters & Series > Harry Potter | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B000AYEIJ0) Juke Joint Blues | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00ESB214U) [Item: B00ESB214U] | Unknown | Rating: 3.1
(ID: B002K9OFWI) The Carol Burnett Show 4 DVD Collection | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.6
(ID: 6303128602) Thriller:Masquerade VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B07YGP7PPP) [Item: B07YGP7PPP] | Unknown | Rating: 4.7
(ID: B01924PSME) 2016 Cfp Rose Bowl Game Presented by Northwestern Mutual | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: 6301383877) Little Dorrit - Part One : Nobody's Fault VHS | Movies & TV > Art House & International > By Country | Rating: 4.0
(ID: B001LKLKJI) Bach for Brass | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00I5H7VU2) [Item: B00I5H7VU2] | Unknown | Rating: 3.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00AA2OK2W) [Item: B00AA2OK2W] | Unknown | Rating: 4.6
(ID: B0000524FH) Christianity-The First Two Thousand Years [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B002HFVD34) Unrelated [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B0BYPC5P1M) The Last of Us: The Complete First Season [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 6302749301) Toto the Hero [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B00003ETN7) Nova: Everest Mystery of Mallory & Irvine VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B009JD3HZ4) [Item: B009JD3HZ4] | Unknown | Rating: 3.6
(ID: B000FOPZX8) Weeds - The Complete Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0007OY8WK) Danielle Steel's Collector Edition (Changes) | Movies & TV > Movies | Rating: 4.5
(ID: B00OBTFZMO) [Item: B00OBTFZMO] | Unknown | Rating: 3.6
(ID: B092LKPV9H) [Item: B092LKPV9H] | Unknown | Rating: 4.5
(ID: B000P8XQB2) Tanglewoods Secret - DVD | Movies & TV > Movies | Rating: 3.5
(ID: B06VWP9L1V) Dimmu Borgir: Forces of the Northern Night | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B08BVW26Z8) [Item: B08BVW26Z8] | Unknown | Rating: 4.4
(ID: B003UTUYAO) The Listener - Season 1 [Import anglais] | Movies & TV > TV | Rating: 4.0
(ID: B09PGPWGL9) [Item: B09PGPWGL9] | Unknown | Rating: 4.3
(ID: B0000UX606) Doc - Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009P25TX2) Sid the Science Kid: Sid Rock & Roll Easter with Puzzle | Movies & TV > 3-6 Years | Rating: 4.4
(ID: B0020AK0DK) Birds of the Backyard: Winter Into Spring | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B007RMQ4TU) G.I. Joe Series 2: Season 2 | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.6
(ID: B015Y3QN6C) Nasty Baby | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.2
(ID: B084RJZG5N) [Item: B084RJZG5N] | Unknown | Rating: 4.7
(ID: B0060D11OU) [Item: B0060D11OU] | Unknown | Rating: 4.8
(ID: B00389KAV4) The Velveteen Rabbit DVD Movie | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B06XBSVN4Y) [Item: B06XBSVN4Y] | Unknown | Rating: 3.9
(ID: B003XTO330) The Situation Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B08C9HMJJF) [Item: B08C9HMJJF] | Unknown | Rating: 3.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07P8B9QVM) [Item: B07P8B9QVM] | Unknown | Rating: 3.1
(ID: B00I40IBPE) Scooby-Doo and Friends | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00FY9BOWU) [Item: B00FY9BOWU] | Unknown | Rating: 3.8
(ID: B06WP8PCRV) [Item: B06WP8PCRV] | Unknown | Rating: 4.7
(ID: B0007TKNGA) Battle of the Bulge (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00E3P5Y72) [Item: B00E3P5Y72] | Unknown | Rating: 3.6
(ID: B0009FU10U) You Got Served | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B004Z1HY8Q) Jewel: The Essential Live Songbook | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B00AIZ20SW) Maria Watches Over Us, Season 4 (Litebox) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07SGG3LL9) [Item: B07SGG3LL9] | Unknown | Rating: 4.7
(ID: B005P774BG) [Item: B005P774BG] | Unknown | Rating: 4.1
(ID: B074FZ95JQ) Haunters: The Art of the Scare | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B09MZVDKBX) [Item: B09MZVDKBX] | Unknown | Rating: 3.3
(ID: B01FUYRKEY) Sixteen Candles | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B07K3MFQZG) [Item: B07K3MFQZG] | Unknown | Rating: 3.3
(ID: B00IBIIR2G) Angry Birds Toons - Season 01, Volume 02 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00EA9S13A) How to Make a Ballroom Competition Dress 6-DVD Collection | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00005QW6M) Red Skelton's Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.1
(ID: B00CL6DDCS) [Item: B00CL6DDCS] | Unknown | Rating: 3.1
(ID: B00PSP0CUU) [Item: B00PSP0CUU] | Unknown | Rating: 3.8
(ID: B0B8PHFR61) [Item: B0B8PHFR61] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07812CP1C) [Item: B07812CP1C] | Unknown | Rating: 3.6
(ID: B00JF82L1O) [Item: B00JF82L1O] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0053TWWAE) Slugs (Midnight Madness) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000USUSP4) The Cowboy and the Lady | Movies & TV > Movies | Rating: 4.8
(ID: 0792844688) Honeymoon in Vegas [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07Z76LJDV) Fatso | Movies & TV > Movies | Rating: 4.8
(ID: B005OV1NFQ) The Little Mermaid | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B003XKQ60W) Over Alaska | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B01AS9PNEA) [Item: B01AS9PNEA] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B007RFDCQA) [Item: B007RFDCQA] | Unknown | Rating: 4.8
(ID: B01FY69FDW) [Item: B01FY69FDW] | Unknown | Rating: 4.4
(ID: B006022NRA) [Item: B006022NRA] | Unknown | Rating: 4.5
(ID: B01LTI1L9U) Jackie (DVD+DHD) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B007R0YAU2) The Sting II | Comedy > Drama > Cerebral | Rating: 4.4
(ID: B000I9YXY2) [Item: B000I9YXY2] | Unknown | Rating: 4.5
(ID: B01N07R0X4) Rambo: First Blood / Rambo: First Blood - Part 2,RAMBO III, RAMBO THE FIGHT CONTINUES | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000BNYP1G) Futurama Volumes 1-4: The Complete Series | Movies & TV > TV | Rating: 4.5
(ID: B0018BEG7S) Billy Blanks: Tae Bo Funk | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B09VP9DZML) Becoming Elizabeth | Drama > Historical | Rating: 4.1
(ID: 6301827724) The Highwaymen - Willie, Waylon, Cash & Kris - Live [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B017345I7U) [Item: B017345I7U] | Unknown | Rating: 4.8
(ID: B001BUJW4S) The Club [VHS] | Movies & TV > Movies | Rating: 4.9
(ID: B01BPHBG7C) [Item: B01BPHBG7C] | Unknown | Rating: 3.1
(ID: B01BD002OE) Punk's Dead: SLC Punk 2 | Comedy > Adventure | Rating: 4.0
(ID: B003BWQDE6) John Belushi: His Final Hours | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B006VSB4KA) [Item: B006VSB4KA] | Unknown | Rating: 4.7
(ID: B01B6WS8ZE) The Angry Hills (1959) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B00IQ43T7S) Harry And The Hendersons | Comedy > Kids > Fun | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09MZVDKBX
|
[Item: B09MZVDKBX]
| 4
|
AFVEHEVHMG4X6YNGSWBMRN76EIYA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Civil War: The Story of the War with Maps | Books > History > Americas | Rating: 1.0
- Elder Scrolls V: Skyrim: Prima Official Game Guide | Books > Computers & Technology > Games & Strategy Guides | Rating: 2.0
- Tales of the Dying Earth | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 5.0
- The Laughing Jesus: Religious Lies and Gnostic Wisdom | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Augustus: The Life of Rome's First Emperor | Books > Biographies & Memoirs > Historical | Rating: 2.0
### User's movies History:
- Deadwood: Season 2 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 2.0
- The Knick: The Complete Second Season (SD) (DVD) | Movies & TV > HBO > All HBO Titles | Rating: 5.0
- The Great McGinty | Movies & TV > Featured Categories > DVD | Rating: 4.0
- The Naked Spur | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
- Engineering an Empire | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.0
- The Front Page | Movies & TV > Genre for Featured Categories > Comedy | Rating: 1.0
- My Name is Earl: Season 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 2.0
- Mickey Spillane’s Mike Hammer: The Complete Series [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 5.0
- Babylon 5: Season 3 (Repackage) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- BABYLON 5: CRUSADE: COMPLETE SERIES | Movies & TV > Boxed Sets > Television | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00A8PPBM4) The Extraordinary Tale of William Buckley | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00P3RW98Q) [Item: B00P3RW98Q] | Unknown | Rating: 4.3
(ID: B00J0ISTQU) [Item: B00J0ISTQU] | Unknown | Rating: 4.6
(ID: B00009ZK6L) Uechi Ryu Karate's Kani Uechi - d | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.1
(ID: B091F5Q4QH) Hawk And Rev: Vampire Slayers | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B000EVVCZC) Erich Von Stroheim's Greed | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.3
(ID: B00LEAONWQ) [Item: B00LEAONWQ] | Unknown | Rating: 4.5
(ID: B07B9MQRMF) [Item: B07B9MQRMF] | Unknown | Rating: 3.8
(ID: B003OESX62) Tenure : Widescreen Edition | Movies & TV > Movies | Rating: 4.5
(ID: 6304447744) A Town Like Alice VHS | Movies & TV > Boxed Sets > Drama | Rating: 4.7
(ID: 0977700674) Trail Guide to the Body DVD: Palpation Guide to 54 Essential Muscles | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01MSRKY2R) [Item: B01MSRKY2R] | Unknown | Rating: 5.0
(ID: 630222439X) Reckless [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B01MY2TJLY) [Item: B01MY2TJLY] | Unknown | Rating: 3.8
(ID: B0014FAINO) Arrest and Trial, Part 2 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01EME1XY6) 13 Cameras | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B071G57NKW) Elementary: The Fifth Season | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B004W4DI7M) [Item: B004W4DI7M] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B06X95J43F) [Item: B06X95J43F] | Unknown | Rating: 4.1
(ID: B01FTXUIQS) Apparition | Suspense > Horror > Action | Rating: 2.3
(ID: B015SG9FUQ) [Item: B015SG9FUQ] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00F3LC95A) Black Sunday/Marathon Man (DVD) (DBFE) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6302801273) Three Stooges: Cookoo Cavaliers also includes Booby Dupes and Busy Buddies [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B01G4AJU1Y) [Item: B01G4AJU1Y] | Unknown | Rating: 3.3
(ID: B078XMV6WJ) [Item: B078XMV6WJ] | Unknown | Rating: 4.6
(ID: B00GI4VTY8) [Item: B00GI4VTY8] | Unknown | Rating: 4.5
(ID: B07VZNGK7K) [Item: B07VZNGK7K] | Unknown | Rating: 4.4
(ID: B0000CERRN) The Little Polar Bear | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B07VRF8CW6) [Item: B07VRF8CW6] | Unknown | Rating: 2.5
(ID: B075TTD22P) [Item: B075TTD22P] | Unknown | Rating: 4.1
(ID: B0039HVRBC) The Stranger Series | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B07TLPBFYP) Reap the Wild Wind [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00WIWUJ6I) About 111 Girls (Darbare 111 Dokhtar) (English Subtitled) | Drama > International | Rating: 3.6
(ID: B001JJH8DS) [Item: B001JJH8DS] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6303284264) Men of Steel - Abs of Steel 2 VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B0002KPI32) Ken Burns Presents: The West (2009) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01H7QOFKU) Rising Tides | Documentary | Rating: 3.1
(ID: B079VWP9RM) [Item: B079VWP9RM] | Unknown | Rating: 4.0
(ID: B00ZZMD3X4) [Item: B00ZZMD3X4] | Unknown | Rating: 3.1
(ID: B00AY587QU) Wrestling Superstars Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B07SR84KXT) Being Frank [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B01CCUB2H0) [Item: B01CCUB2H0] | Unknown | Rating: 4.1
(ID: B01E5B2IPY) [Item: B01E5B2IPY] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B085DCBZZJ) Gunsmoke: The Final Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 0757999727) Drum Tuning: Sound and Design...Simplified | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.5
(ID: B07PFMPTGC) [Item: B07PFMPTGC] | Unknown | Rating: 4.9
(ID: 0783235674) Family Plot VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00008CMRK) Sea of Love | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B08B46M6F8) [Item: B08B46M6F8] | Unknown | Rating: 3.6
(ID: B0B67VPWCX) [Item: B0B67VPWCX] | Unknown | Rating: 1.7
(ID: B07C9D8T2Q) NATURE: The World's Most Wanted Animal DVD | Movies & TV > PBS > All | Rating: 5.0
(ID: 6300269043) Outlaw Josey Wales VHS | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B072RBY3L6) The White Princess [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00IJS2NZU) Devil's Due [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B0017V8PGC) Welcome Home Roscoe Jenkins (Full Screen Edition) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B0044301KI) Gilbert and Sullivan: The Gondoliers | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00420FTRS) [Item: B00420FTRS] | Unknown | Rating: 5.0
(ID: B078XX7DXC) Attack of the Killer Donuts | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.1
(ID: B0007LPSMM) The Gambler V - Playing for Keeps / The Gambler Returns [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B000EOU4OO) Me he de comer esa tuna | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00INS4EDK) [Item: B00INS4EDK] | Unknown | Rating: 4.6
(ID: B0007PIDBG) Classic Cartoon Favorites, Vol. 7 - Extreme Adventure Fun [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.9
(ID: B001399PE4) Lahaina: Waves of Change | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B001CTBGNS) Zulu [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B086K49TGY) [Item: B086K49TGY] | Unknown | Rating: 3.7
(ID: B00FGEO4AC) Modern Family: The Complete Fifth Season | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00CJGP166) Detective Dee / True Legend (2 Pack) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B017346V58) [Item: B017346V58] | Unknown | Rating: 4.8
(ID: B01HH78XFW) [Item: B01HH78XFW] | Unknown | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0001GH7GS) Ginger in the Morning [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: 6305263248) Ronin | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B09BZRXGZR) [Item: B09BZRXGZR] | Unknown | Rating: 4.0
(ID: 6301802497) Rebecca of Sunnybrook Farm | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.8
(ID: B004300PIK) Mark Gungor - Sex, Dating & Relating Teen Edition | Movies & TV > Movies | Rating: 4.3
(ID: B00UXXKH4S) Soul Eater: The Complete Series - Premium Edition [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B08RWR1X7L) [Item: B08RWR1X7L] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000FTCF2W) Real - The Movie | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B002AIDB0G) Please Don't Eat the Daisies | Comedy > Cheerful > Emotional | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00GMTLPYI) [Item: B00GMTLPYI] | Unknown | Rating: 4.5
(ID: B000JU7KD6) Council of the Gods | Movies & TV > Independently Distributed > Drama | Rating: 3.7
(ID: B000XULOHK) Moving Free (Longevity Solution)(Ease-in) Exercise DVD Includes 4ft Latex Resistance Band, 6 Easy Workouts on 1 DVD For Boomers, Beginners and Seniors By Mirabai Holland | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B016PGEUVM) Adam Chaplin - Extended Edition | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00004RESV) Wcw: Spring Stampede 2000 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.0
(ID: B000R3PDCU) Yoga Journal's Beginning Yoga Step by Step: Session One - Three | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 3.8
(ID: B0787DCN3D) Steve McQueen: American Icon [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B071G57NKW
|
Elementary: The Fifth Season
| 3
|
AEDSUHNGUCOORFYZ3CVSDRX6GVEA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- An Unwanted Guest: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Good Omens: The Nice and Accurate Prophecies of Agnes Nutter, Witch (Cover may vary) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Star Trek: The City on the Edge of Forever | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Lamb: The Gospel According to Biff, Christ's Childhood Pal | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Frauds, Myths, and Mysteries: Science and Pseudoscience in Archaeology | Books > New, Used & Rental Textbooks > Social Sciences | Rating: 2.0
- The Struggle for Mastery: The Penguin History of Britain, 1066-1284 | Books > History > Europe | Rating: 1.0
- JPS TANAKH: The Holy Scriptures (blue): The New JPS Translation according to the Traditional Hebrew Text | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 5.0
- The Peterkin Papers (New York Review Children's Collection) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
### User's movies History:
- [Item: B077KMZMCG] | Unknown | Rating: 5.0
- Wait for Your Laugh | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- The Wind and the Lion | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.0
- Star Trek: The Complete Original Series DVD (Seasons 1-3) | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 3.0
- Honey, I Shrunk the Kids | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Jack of All Trades - The Complete Series | Movies & TV > Boxed Sets > Action & Adventure | Rating: 1.0
- Bedknobs and Broomsticks | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B08C28ZQQH) The Big Ugly | Suspense > Drama > Gritty | Rating: 3.9
(ID: B000UWJ4G4) Space Ship Takeoff, a Technical Fantasy, 1928 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: 6304200447) Piranha | Movies & TV > Featured Categories | Rating: 3.5
(ID: B006Y5H82S) [Item: B006Y5H82S] | Unknown | Rating: 4.2
(ID: B00QF32OR8) [Item: B00QF32OR8] | Unknown | Rating: 4.4
(ID: B008MURVXO) [Item: B008MURVXO] | Unknown | Rating: 4.0
(ID: B005NWDDUO) [Item: B005NWDDUO] | Unknown | Rating: 2.8
(ID: B000AQQJ8G) Make Room for Daddy, Vol. 2 [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B009QRZ1AC) [Item: B009QRZ1AC] | Unknown | Rating: 4.6
(ID: B078461SFJ) [Item: B078461SFJ] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000WC39RM) Lying in Wait | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B000EQ5UX2) Banner of the Stars - Anime Legends Complete Collection [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0002LGWAO) Build, Design & Color Using a Mouth Atomizer with Mark Mehaffey | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000JMKKJU) Stan Lee's Lightspeed | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B01M35GVHG) [Item: B01M35GVHG] | Unknown | Rating: 4.8
(ID: B007X83HYS) [Item: B007X83HYS] | Unknown | Rating: 4.8
(ID: B000FS6MMC) The Strangerhood Season One | Movies & TV > Genre for Featured Categories > Comedy | Rating: 2.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0001LQJM6) The Legend of Johnny Lingo | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B01NBMX7AU) Shut in | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: 6302156785) Leona Helmsley: Queen of Mean [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01A04OIUI) [Item: B01A04OIUI] | Unknown | Rating: 4.6
(ID: B01DEBC8DS) Batman v Superman: Dawn of Justice | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B019F968RA) [Item: B019F968RA] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000PMGNK4) Ghost In The Shell - Solid State Society (Limited Edition Steelbook) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00HV6AI6W) Dead Sea | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.8
(ID: B00A33J8R0) Sinbad the Sailor | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B010U7O3L4) [Item: B010U7O3L4] | Unknown | Rating: 4.6
(ID: B089XVJB9S) Mr. Jones | Suspense > Action > Intense | Rating: 4.3
(ID: B01MY0QVFW) [Item: B01MY0QVFW] | Unknown | Rating: 4.5
(ID: B00H8DW2B2) [Item: B00H8DW2B2] | Unknown | Rating: 4.1
(ID: B001C0GYVG) Bill Gaither Presents: Country Bluegrass Homecoming, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01JWABES0) Memories (2004) / Paprika / Steamboy / Tekkonkinkreet - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B00M2DQL6U) Spider-Man Unlimited | Science Fiction > Suspense > Animation | Rating: 4.5
(ID: B017Y81Z22) [Item: B017Y81Z22] | Unknown | Rating: 4.3
(ID: B000089QFK) Trouble Chocolate, Vol. 3 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08SMSPX96) [Item: B08SMSPX96] | Unknown | Rating: 4.3
(ID: B07LD4R4XB) VeggieTales: Lyle the Kindly Viking (DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0001J3SVI) Charade (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.7
(ID: B0036EBALK) Malice in Wonderland | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B07B2XSDYL) [Item: B07B2XSDYL] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07D7SS4MP) [Item: B07D7SS4MP] | Unknown | Rating: 4.6
(ID: B009OHW6MA) [Item: B009OHW6MA] | Unknown | Rating: 4.0
(ID: B085498DBT) [Item: B085498DBT] | Unknown | Rating: 3.3
(ID: B000GAKQJY) The Essentials Of Belly Dance - Workout [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00003ETJR) Warren Buffett Talks Business [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.1
(ID: B01I5M402S) Beyond Glory | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B07WMM8J8K) Ad Astra [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00MNS2BTU) Alien Quadrilogy : Alien / Aliens / Alien 3 / Alien Resurrection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0031OAL9C) BLACKHAWK DVD 2 Disc Set Cliffhanger Kirk Alyn | Movies & TV > Movies | Rating: 4.7
(ID: B0163F8DO0) [Item: B0163F8DO0] | Unknown | Rating: 3.6
(ID: B00FEB0F50) [Item: B00FEB0F50] | Unknown | Rating: 4.5
(ID: B00XLVXLK6) [Item: B00XLVXLK6] | Unknown | Rating: 3.0
(ID: B008RA5QB8) The Thick of It (Complete Collection) - 8-DVD Box Set ( The Thick of It (Series 1-4) ) [ NON-USA FORMAT, PAL, Reg.2.4 Import - United Kingdom ] | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B0875MWHHN) [Item: B0875MWHHN] | Unknown | Rating: 4.6
(ID: B094W8N8L4) [Item: B094W8N8L4] | Unknown | Rating: 2.5
(ID: B000Y1CWDS) Spider-Man 3 (3-Disc Widescreen Deluxe Edition) | Movies & TV > Movies | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00001U0DN) Mystery Science Theater 3000 - Shorts Vol. 2 VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B002M2D7YU) [Item: B002M2D7YU] | Unknown | Rating: 3.4
(ID: B00FVZ0B8A) [Item: B00FVZ0B8A] | Unknown | Rating: 3.9
(ID: B003UARIMA) The House On Carroll Street | Suspense > Intense > Thrilling | Rating: 4.2
(ID: B071RY4WD7) [Item: B071RY4WD7] | Unknown | Rating: 4.1
(ID: B00007JMEB) Master of Disguise | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B004478YIU) Electrical Schematics Simplified Tutorial | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00JPXAO5E) Super Duper Alice Cooper | Movies & TV > Music Artists > Cooper, Alice | Rating: 4.7
(ID: B094NTX5B3) Femalien: Cosmic Crush | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.7
(ID: B002GP82TI) The Deal | Comedy > Charming > Coarse | Rating: 4.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000QTBD8S) [Item: B000QTBD8S] | Unknown | Rating: 4.6
(ID: B01MUBT44A) [Item: B01MUBT44A] | Unknown | Rating: 3.3
(ID: B004DNWF8U) Wishbone | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00GCBHE4Q) [Item: B00GCBHE4Q] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0B5M1LLY5) [Item: B0B5M1LLY5] | Unknown | Rating: 4.5
(ID: B005KGZXT2) Wild Indonesia - Bbc Documentary New Sealed Dvd | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B006QW6AEQ) [Item: B006QW6AEQ] | Unknown | Rating: 2.6
(ID: B001RL4K0M) The Poker Club | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B000YHDDBC) [Item: B000YHDDBC] | Unknown | Rating: 4.6
(ID: B003GJUYLC) Alpha Dog [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0002V7TZ6) Gone with the Wind (Four-Disc Collector's Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B07GNW6SV6) [Item: B07GNW6SV6] | Unknown | Rating: 3.1
(ID: B07S76T95K) [Item: B07S76T95K] | Unknown | Rating: 4.7
(ID: B00UXYUXU0) [Item: B00UXYUXU0] | Unknown | Rating: 3.3
(ID: B0180IAA6W) [Item: B0180IAA6W] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B079ZVM85F) The Television Collection | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01B270N24) Loretta Lynn: Still a Mountain Girl | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00447852U) Trailer Park Boys: Say Goodnight to the Bad Guys [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B074NGFCXM) [Item: B074NGFCXM] | Unknown | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0875MWHHN
|
[Item: B0875MWHHN]
| 5
|
AHQGVBYLFO6UIW2N45DWC55YLZFQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Camino Winds: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Chain | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Murder on The Mind (A Jeff Resnick Mystery Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- I Survived the Battle of Gettysburg, 1863 (I Survived #7) (7) | Books > Children's Books > Literature & Fiction | Rating: 4.0
- The Storyteller | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Gone Girl | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B073RPZK88] | Unknown | Rating: 2.0
- [Item: B00J8CGU64] | Unknown | Rating: 3.0
- [Item: B00KEJEP4O] | Unknown | Rating: 1.0
- [Item: B0052WC7JI] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00B6Z8XPC) [Item: B00B6Z8XPC] | Unknown | Rating: 4.5
(ID: 0764000969) Crunch - The Joy of Yoga | Movies & TV > Yoga > General | Rating: 3.0
(ID: B01H7MMFYC) [Item: B01H7MMFYC] | Unknown | Rating: 3.1
(ID: B016885HXW) [Item: B016885HXW] | Unknown | Rating: 4.0
(ID: B000OLQXZ6) [Item: B000OLQXZ6] | Unknown | Rating: 4.5
(ID: B006QVRW2G) Titanic At 100: Mystery Solved | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B01F9P9YI4) [Item: B01F9P9YI4] | Unknown | Rating: 4.8
(ID: 6301540867) The Battle of El Alamein [VHS] | Movies & TV > Movies | Rating: 3.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0039A9MFW) The Mechanic / Assassination / Messenger Of Death | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00153XQZW) [Item: B00153XQZW] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07DMRBG2W) [Item: B07DMRBG2W] | Unknown | Rating: 3.9
(ID: B0BX1W9CR8) [Item: B0BX1W9CR8] | Unknown | Rating: 4.3
(ID: B009OE2O0C) Sea Hunt: The Complete Season Two | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B018CC8HGQ) [Item: B018CC8HGQ] | Unknown | Rating: 3.1
(ID: B002CHB8I2) [Item: B002CHB8I2] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07MWBFB5W) [Item: B07MWBFB5W] | Unknown | Rating: 4.8
(ID: B000AXWX6Q) 2005 World Series: Houston Astros vs. Chicago White Sox [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B078X23QGD) [Item: B078X23QGD] | Unknown | Rating: 4.2
(ID: B00AJLHVES) Tyler Perry's Madea Gets A Job (Play) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B014R1UM00) [Item: B014R1UM00] | Unknown | Rating: 3.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01943TQBC) Guadalcanal Diary 1943 Preston Foster, William Bendix War | Movies & TV > Genre for Featured Categories > Military & War | Rating: 3.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00AWSEA42) [Item: B00AWSEA42] | Unknown | Rating: 4.1
(ID: B005DCQDYC) Journey to Everest | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B001PSOQ2E) Amos and Andrew | Comedy > Thrilling | Rating: 4.6
(ID: B0000296R0) The Legend of the Wolf AKA The New Big Boss | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B0B7CDBV8S) [Item: B0B7CDBV8S] | Unknown | Rating: 4.5
(ID: B01MTWYX4G) Innovation Nation with Mo Rocca: The Complete First Season | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003EJO8KM) Absolute Zero | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01NARJ75R) [Item: B01NARJ75R] | Unknown | Rating: 4.7
(ID: B00F1RU03Y) The Complete Bourne 4 Movie Collection (Identity / Supremacy / Ultimatum / Legacy) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000QGDXHK) Toho Pack Box Set - The Mysterians, Varan, and Matango | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B000G1ALW0) Final Impact [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00005KIT5) Throw Momma from the Train | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0B5LVSWZJ) Sniper: The White Raven | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B08CGG3KX7) New Tricks | Drama | Rating: 4.4
(ID: B003AND1TG) Agatha Christie Hour: Set One | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.9
(ID: B0797M6R8B) [Item: B0797M6R8B] | Unknown | Rating: 4.3
(ID: B000NJMJW0) Legend of Zelda: Ganon's Evil Tower | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B003757W06) Acis & Galatea | Movies & TV > Musicals & Performing Arts > Opera | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00K0N5980) Vic + Flo Saw A Bear | Movies & TV > Independently Distributed > Drama | Rating: 3.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 1566887984) Kelly Bear Teaches Problem Solving Skills and Anger Management | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B072MPK7D6) Owlegories Vol. 6 - The Wind, The Moon, The Rainbow | Movies & TV > Movies | Rating: 4.8
(ID: B07R871XZW) Phillip Kawin: Beethoven Piano Concerto No. 3 | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00M0JTX3O) Frozen in Time | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.0
(ID: B004I654SA) Taggart - Killer Set | Movies & TV > Boxed Sets > Television | Rating: 3.4
(ID: B003L77G6K) The Big Bang Theory: Season 4 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01BXLVVSO) [Item: B01BXLVVSO] | Unknown | Rating: 4.6
(ID: B001KXZFYM) Panyo Panyo Di Gi Charat: Complete Collection | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B000JMKKMW) The Comedians of Comedy: Live at the El Rey (Patton Oswalt / Brian Posehn / Maria Bamford / Zach Galifianakis) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00IYXNNCC) Finding Happiness | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B0076W0PTG) Mr Magoriums: Wonder Emporium / Night at the Museum / Nim's Island (Own the Moments Feature) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.6
(ID: B00GLFGOJO) [Item: B00GLFGOJO] | Unknown | Rating: 4.6
(ID: B003IJFO1U) Point of View: A Retrospective of Filmmaker Joe Sedelmaier | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B007V2LN74) Hatsukoi Limited Complete Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B07624DBWL) [Item: B07624DBWL] | Unknown | Rating: 4.7
(ID: B0716DV4TR) Famous People of the World - Famous Commanders - Arthur Wellesley Wellington | Documentary > Special Interest | Rating: 1.9
(ID: 6303160085) Criminal Passion [VHS] | Movies & TV > Movies | Rating: 3.5
(ID: B010FEYZNS) [Item: B010FEYZNS] | Unknown | Rating: 4.7
(ID: B00RMTVGPK) [Item: B00RMTVGPK] | Unknown | Rating: 4.4
(ID: B002CWKTSC) Saiyuki: Complete Collection [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B003NEVVWG) Michael Schenker Group - Live in Tokyo: 30Th Anniversary Japan Tour | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003LZS76K) Queen Pin | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B00W8TFVKK) [Item: B00W8TFVKK] | Unknown | Rating: 3.2
(ID: B00063MCRA) Starhunter 2300: The Complete Series [DVD] | Movies & TV > Boxed Sets > Sci-Fi & Fantasy | Rating: 4.3
(ID: B013DS75FS) [Item: B013DS75FS] | Unknown | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00063MBAI) The Best of the Suze Orman Collection (9 Steps/Courage to Be Rich/Road to Wealth/Laws of Money) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00BCFZ25K) The Americans | Suspense > Drama | Rating: 4.6
(ID: B00ZSNOMY4) [Item: B00ZSNOMY4] | Unknown | Rating: 3.9
(ID: 1890228672) Sailor Victory | Movies & TV > Science Fiction & Fantasy | Rating: 4.2
(ID: B00000ICHI) The Brave Little Toaster To the Rescue VHS | Movies & TV > Disney Home Video > By Age | Rating: 4.7
(ID: B079LLKH1J) [Item: B079LLKH1J] | Unknown | Rating: 5.0
(ID: B00LH2OMIQ) The Invisible man, Best of | Animation > Kids | Rating: 2.9
(ID: B07ZLQ547B) [Item: B07ZLQ547B] | Unknown | Rating: 3.8
(ID: B002QRGYVE) [Item: B002QRGYVE] | Unknown | Rating: 2.4
(ID: B082NLFFSJ) [Item: B082NLFFSJ] | Unknown | Rating: 3.0
(ID: B003KM691Y) [Item: B003KM691Y] | Unknown | Rating: 4.7
(ID: B00834Q20C) [Item: B00834Q20C] | Unknown | Rating: 4.7
(ID: B07NRTDTJM) Unlisted Owner [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.4
(ID: B079HP2YG9) [Item: B079HP2YG9] | Unknown | Rating: 2.3
(ID: B074GFJ4YP) Baby Planet | Documentary | Rating: 5.0
(ID: B003NEQU18) Volpone | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B002D755AS) Berenstain Bears: Halloween Treats | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B004CBFFDA) MI-5 | Suspense > Drama > Action | Rating: 4.4
(ID: B07LHG6KF2) [Item: B07LHG6KF2] | Unknown | Rating: 4.0
(ID: B071JHZCTJ) [Item: B071JHZCTJ] | Unknown | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B002CHB8I2
|
[Item: B002CHB8I2]
| 5
|
AHOMDEULUWSMAADLAQK3IBFP4P4A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Behind Closed Doors: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Skinnytaste Cookbook: Light on Calories, Big on Flavor | Books > Cookbooks, Food & Wine > Beverages & Wine | Rating: 1.0
- The Complete America's Test Kitchen TV Show Cookbook 2001-2016: Every Recipe from the Hit TV Show with Product Ratings and a Look Behind the Scenes | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- The Great British Bake Off Big Book of Baking | Books > Cookbooks, Food & Wine > Regional & International | Rating: 3.0
- Is a Worry Worrying You? | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
### User's movies History:
- [Item: B09FYJD86H] | Unknown | Rating: 1.0
- [Item: B09JCCT4YD] | Unknown | Rating: 1.0
- [Item: B0026OBIB8] | Unknown | Rating: 1.0
- Spiral: From The Book Of Saw | Suspense > Horror > Eerie | Rating: 1.0
- [Item: B097TYQ1VQ] | Unknown | Rating: 1.0
- Nobody | Suspense > Drama > Outlandish | Rating: 5.0
- [Item: B08XFPCXG9] | Unknown | Rating: 1.0
- [Item: B08PDT92BN] | Unknown | Rating: 2.0
- Wrong Turn (2020) | Suspense > Horror > Dark | Rating: 1.0
- My Soul to Take | Suspense > Horror > Frightening | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B0041JH6OO) Paul McCartney Really is Dead: The Last Testament of George Harrison | Comedy > Documentary | Rating: 4.1
(ID: 098154004X) Instructing a Child's Heart Set | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.4
(ID: B0015I2RZC) The Vice: Season 2 | Movies & TV > BBC > All BBC Titles | Rating: 3.8
(ID: B001FZG5F8) Duel | Movies & TV > Movies | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0035TXT1K) [Item: B0035TXT1K] | Unknown | Rating: 4.5
(ID: B07FT47NFD) [Item: B07FT47NFD] | Unknown | Rating: 5.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07B8J1FPT) Justice League Limited Edition (Blu-Ray + DVD + Digital) with Exclusive 64-Page Book Packaging | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B001NOMOGU) John McCarthy, Lead Guitar Techniques for Creating Solos | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B006H3KQOO) P.D. James: Original Sin / Death of an Expert | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 3.6
(ID: B005WGBUAG) [Item: B005WGBUAG] | Unknown | Rating: 3.5
(ID: B006DZ5QH8) [Item: B006DZ5QH8] | Unknown | Rating: 4.6
(ID: B0007VY4K4) After School Specials: Class of '82-'86 [DVD] | Movies & TV > TV | Rating: 4.8
(ID: B008CRC506) Smash: Season 1 (DVD + UltraViolet) | Movies & TV > Boxed Sets > Drama | Rating: 4.8
(ID: 6302000823) Cinema Paradiso VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B00RSI6IZ8) [Item: B00RSI6IZ8] | Unknown | Rating: 3.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07T68HLYD) Spider-Man: Far From Home & Spider-Man : Homecoming [Blu-ray] [2019] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B002VCXI5E) Battle of China (1943) | Historical > Documentary > Military and War | Rating: 4.0
(ID: B0166ZZSIQ) The Messenger's Box | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00360611S) [Item: B00360611S] | Unknown | Rating: 4.8
(ID: B005LRPVOM) Little Einsteins: Go To America | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000F8OIUK) The Standard of Perfection: Show Cattle | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B0042668U4) [Item: B0042668U4] | Unknown | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00AQKFYI2) [Item: B00AQKFYI2] | Unknown | Rating: 4.8
(ID: B001CAWKD2) Fiddle Breaks and Back-Up Kenny Baker DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.7
(ID: B003EB2C6C) [Item: B003EB2C6C] | Unknown | Rating: 4.1
(ID: B087LLVR9W) [Item: B087LLVR9W] | Unknown | Rating: 4.3
(ID: B004JRYE5W) [Item: B004JRYE5W] | Unknown | Rating: 4.7
(ID: B07K93C92B) King's X Makes Plan For New Music | Documentary | Rating: 4.7
(ID: B00R8N1QPU) Please Murder Me – Digitally Remastered | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000I5XOWI) Tim Burton's Corpse Bride [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0159JKB6O) The Visit (2015) (Blu-ray + DVD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B0015KFCUM) [Item: B0015KFCUM] | Unknown | Rating: 3.9
(ID: B0097HBF74) [Item: B0097HBF74] | Unknown | Rating: 4.7
(ID: B001QE9WJE) Them! | Science Fiction > Horror > Cerebral | Rating: 4.8
(ID: B0105O924K) [Item: B0105O924K] | Unknown | Rating: 4.1
(ID: B000FVR1TW) Hustle | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.1
(ID: B00001TZ5Y) Free Enterprise: Love Long And Party [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B004EIBXBO) [Item: B004EIBXBO] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 6305466874) Pokemon - Psychic Surprise (Vol. 7) [VHS] | Movies & TV > Movies | Rating: 4.7
(ID: B006ZL1PBG) In Too Deep | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000NVI2GU) Deadwood: Season 3 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B004XKVR3C) Zen: Vendetta / Cabal / Ratking | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08CJTQ8R6) Fun and Games | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00QSB6K8Q) Of Mice and Men | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00005UWR0) Smokey and the Bandit | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B006JIWCAS) [Item: B006JIWCAS] | Unknown | Rating: 3.8
(ID: 6301278429) Mary of Scotland VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B07M5VFJ77) [Item: B07M5VFJ77] | Unknown | Rating: 4.7
(ID: B000S0PLU6) Street Stars: Larry Davis Story, The | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.3
(ID: 1573625531) Ground Control | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B08NC1LB6D) [Item: B08NC1LB6D] | Unknown | Rating: 4.3
(ID: B088J48ZXF) [Item: B088J48ZXF] | Unknown | Rating: 3.3
(ID: B00MRKX8CS) The Shooting/Ride in the Whirlwind | Movies & TV > Criterion Collection > All | Rating: 3.4
(ID: 1558806768) Monty Python's The Meaning of Life VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B07BDR45QW) [Item: B07BDR45QW] | Unknown | Rating: 4.5
(ID: B01HHO7S7Y) [Item: B01HHO7S7Y] | Unknown | Rating: 4.6
(ID: B00004WLS7) Close Encounters of the Third Kind VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0B8LZQN53) [Item: B0B8LZQN53] | Unknown | Rating: 3.8
(ID: B000BB151G) Timeslip: The Complete Series | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B083CMHF48) [Item: B083CMHF48] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B019JI9E0K) [Item: B019JI9E0K] | Unknown | Rating: 4.5
(ID: B01C3NBPU0) [Item: B01C3NBPU0] | Unknown | Rating: 4.3
(ID: B0190SQ5EC) [Item: B0190SQ5EC] | Unknown | Rating: 4.8
(ID: B07H5VTT4G) Meg, The: Special Edition (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000077VQ4) Live | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B001BXL1R6) Ultimate Groucho Marx: You Bet Your Life , Collection - The Best Episodes : Volume 2 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001O2UTPO) Thomas & Friends: Trust Thomas / A Big Day for Thomas Double Feature | Movies & TV > 3-6 Years | Rating: 4.5
(ID: B00004CX99) While You Were Sleeping [Region2] Requires a Multi Region Player | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B014Y1TTNY) [Item: B014Y1TTNY] | Unknown | Rating: 3.6
(ID: B08KSJDVCM) [Item: B08KSJDVCM] | Unknown | Rating: 4.3
(ID: 1566331803) American Experience: Murder of the Century - Evelyn Nesbit [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B000I9WVQ4) [Item: B000I9WVQ4] | Unknown | Rating: 4.7
(ID: B00WG1CGA8) [Item: B00WG1CGA8] | Unknown | Rating: 2.6
(ID: 0792837207) When Harry Met Sally... | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B07J3KHQP9) Mermaid's Song | Movies & TV > Genre for Featured Categories > Fantasy | Rating: 3.2
(ID: B09V5QMQKG) Survivor: Season 41 [DVD] | Movies & TV > TV | Rating: 4.6
(ID: B00005Y72I) Doctor Who - Four to Doomsday [VHS] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B00H2P6RJ4) Semi-Automatic Pistol Training with Instructor Andy Stebbing Run-time 30 min | Movies & TV > Movies | Rating: 4.5
(ID: B08DP4ZBQL) [Item: B08DP4ZBQL] | Unknown | Rating: 3.9
(ID: 6301966422) Brewster Mccloud | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001J48SG4) [Item: B001J48SG4] | Unknown | Rating: 4.2
(ID: B0190TK54M) [Item: B0190TK54M] | Unknown | Rating: 4.6
(ID: B0070B9R9W) Dark Shadows Collection 12 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00XF8YVNQ) [Item: B00XF8YVNQ] | Unknown | Rating: 3.2
(ID: B0140SUGOC) Mako Mermaids: An H2O Adventure | Comedy > Drama > Kids | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0B8LZQN53
|
[Item: B0B8LZQN53]
| 1
|
AH7JOLYFHGUJ3HBGPWWQWOFOHA6A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Merry Spinster: Tales of Everyday Horror | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 2.0
- Texts from Jane Eyre: And Other Conversations with Your Favorite Literary Characters | Books > Humor & Entertainment > Humor | Rating: 2.0
- The Woman in Cabin 10 | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Knowledge: A Richard Jury Mystery (Richard Jury Mystery, 24) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Burden of Proof | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Thrive: The Single Life as God Intended | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Little Bee: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- [Item: B004KB56RM] | Unknown | Rating: 5.0
- Wild Mountain Thyme | Drama > Romance > Charming | Rating: 2.0
- [Item: B08FRSQBZP] | Unknown | Rating: 1.0
- [Item: B06WVW16WY] | Unknown | Rating: 1.0
- [Item: B00BP6CQ2I] | Unknown | Rating: 2.0
- [Item: B018UWJKZ0] | Unknown | Rating: 5.0
- [Item: B007S0RUFI] | Unknown | Rating: 2.0
- [Item: B0059R5Q08] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01DCQQ5GG) [Item: B01DCQQ5GG] | Unknown | Rating: 4.6
(ID: B000WLUHXM) Greg Garrison Presents The Best of the Dean Martin Variety Show - Volume 24 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B072C8YGG7) [Item: B072C8YGG7] | Unknown | Rating: 4.4
(ID: B004FRVDVY) UFC: Best of 2010 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001CM99EI) [Item: B001CM99EI] | Unknown | Rating: 2.7
(ID: 0979878993) We Are Water | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.1
(ID: B08ML6B5ZS) [Item: B08ML6B5ZS] | Unknown | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 6302707749) Paradise Motel [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B0068FZ0W4) Imitation of Life Two-Movie Special Edition | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B007152MOO) [Item: B007152MOO] | Unknown | Rating: 2.7
(ID: B00QOEIYVS) [Item: B00QOEIYVS] | Unknown | Rating: 4.7
(ID: B01180FCEO) About Elly [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B093YF4F1D) [Item: B093YF4F1D] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B008U4SGKY) [Item: B008U4SGKY] | Unknown | Rating: 4.3
(ID: B005MY3LBE) A Sweet Sickness: The Flathead Movie | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07P5NMFGR) [Item: B07P5NMFGR] | Unknown | Rating: 4.7
(ID: B001DB6J6Y) Chances Are & Only You (Two-Pack) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00005LC0F) The Song of the Lark [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: 6301784081) American Film Inst: Frank Capra VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0094PJYAO) Airspeed | Suspense > Drama > Emotional | Rating: 4.1
(ID: B000067A9V) La Cage Aux Folles | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B00009OWJZ) Thrashin' | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B003OURY34) [Item: B003OURY34] | Unknown | Rating: 4.3
(ID: B014WFRV3W) [Item: B014WFRV3W] | Unknown | Rating: 4.0
(ID: B0786WM2WT) [Item: B0786WM2WT] | Unknown | Rating: 5.0
(ID: B00003ETMO) A Hot Dog Program VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00W3D7N8E) [Item: B00W3D7N8E] | Unknown | Rating: 3.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0001I56AK) The 2003 Tostitos Fiesta Bowl National Championship [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B00TMC0NQS) 3 Of A Kind | Suspense > Drama | Rating: 3.2
(ID: 630194299X) Connecticut Yankee | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B001XVCYH2) [Item: B001XVCYH2] | Unknown | Rating: 4.7
(ID: B004G49ESK) [Item: B004G49ESK] | Unknown | Rating: 4.4
(ID: B01MRNU9M7) Smilla's Sense of Snow | Science Fiction > Suspense > Drama | Rating: 4.5
(ID: 6302049059) Mom [VHS] | Movies & TV > Featured Categories | Rating: 4.7
(ID: B01GH17WNS) [Item: B01GH17WNS] | Unknown | Rating: 4.5
(ID: B006LLY8LE) Mardock Scramble: The First Compression (Director's Cut) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0000687EB) SBK Superbike World Championship Review 2001 | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B000AARKOO) Kingdom of Heaven (2-Disc Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B07G1LF1GB) [Item: B07G1LF1GB] | Unknown | Rating: 3.6
(ID: B00D0EOCOS) [Item: B00D0EOCOS] | Unknown | Rating: 4.1
(ID: B00006679Q) Crazy/ Beautiful [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000X3MH14) [Item: B000X3MH14] | Unknown | Rating: 4.9
(ID: B00CTEMOT0) [Item: B00CTEMOT0] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00ALQSNV6) [Item: B00ALQSNV6] | Unknown | Rating: 4.6
(ID: B01L0QSOKA) [Item: B01L0QSOKA] | Unknown | Rating: 4.6
(ID: B004YZK2OQ) [Item: B004YZK2OQ] | Unknown | Rating: 4.6
(ID: B00002SWE3) Broadway Damage | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B008Q012Z8) [Item: B008Q012Z8] | Unknown | Rating: 4.7
(ID: B08WNZ8BN3) Who is Harry Nilsson (And Why is Everybody Talkin' About Him)? | Movies & TV > Music Artists > The Beatles | Rating: 4.7
(ID: 6305228884) Meantime | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000LC4ZBC) Christy - The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B08TV7VDB5) [Item: B08TV7VDB5] | Unknown | Rating: 4.6
(ID: B008Y6RL40) [Item: B008Y6RL40] | Unknown | Rating: 4.7
(ID: B0058ZWOY2) [Item: B0058ZWOY2] | Unknown | Rating: 4.3
(ID: B00B83OIVA) Top of the Lake (DVD) | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 4.3
(ID: B00HRDFC4C) [Item: B00HRDFC4C] | Unknown | Rating: 4.8
(ID: B081THLVTY) Tony Baker's Scaredy Cat | Comedy | Rating: 4.7
(ID: B00004RETR) The Ninja Dragon [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B086VWWVZX) [Item: B086VWWVZX] | Unknown | Rating: 4.2
(ID: B08TR8W54F) Wreck-It Ralph / Ralph Breaks The Internet | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B00QBY2C82) [Item: B00QBY2C82] | Unknown | Rating: 3.9
(ID: B00000JMPG) Monty Python's Flying Circus, Season 1 [VHS] | Movies & TV > Boxed Sets > Comedy | Rating: 4.0
(ID: B0000VV4IG) Out on the Edge | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.9
(ID: B000A80Z5M) Jiminy Glick in Lalawood | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0053DDBPA) [Item: B0053DDBPA] | Unknown | Rating: 4.4
(ID: B07BSLYR7R) [Item: B07BSLYR7R] | Unknown | Rating: 3.9
(ID: B003B8NV2C) 2012: Doomsday / The Apocalypse | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.5
(ID: B07LDCZ4VN) The Man with the Iron Fists [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08588861J) [Item: B08588861J] | Unknown | Rating: 3.7
(ID: B01N7QY21Q) [Item: B01N7QY21Q] | Unknown | Rating: 4.3
(ID: B002R1TGEQ) [Item: B002R1TGEQ] | Unknown | Rating: 3.8
(ID: B07XM9K3YT) [Item: B07XM9K3YT] | Unknown | Rating: 3.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B002LMV7QG) Whatever Works [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00ITAQ11U) Bushido Man: Seven Deadly Battles [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B0B8LF2BR8) [Item: B0B8LF2BR8] | Unknown | Rating: 4.2
(ID: B014HQ5MTQ) [Item: B014HQ5MTQ] | Unknown | Rating: 4.7
(ID: B0007A0ZYO) Rock Kendall's Road Test Tips | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0722XKJ4T) [Item: B0722XKJ4T] | Unknown | Rating: 4.0
(ID: B001ML9QVA) [Item: B001ML9QVA] | Unknown | Rating: 4.3
(ID: B001R7IGTC) Freedom: Complete Collection [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00LBIR6UC) Lucie Aubrac: Shining Light of the Resistance | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00G4QPF36) Ultimate Matrix Collection, The (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07D5V8D5Q) [Item: B07D5V8D5Q] | Unknown | Rating: 4.1
(ID: B0006A7X2M) Wild Goose Qigong 1: The First 64 Movements | Movies & TV > Educational | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B017UWBVUI) How To Save Us | Science Fiction > Horror > Drama | Rating: 3.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0058ZWOY2
|
[Item: B0058ZWOY2]
| 2
|
AGPIJDZR25NLKCLLTF7ZQ3EZ624A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Discover to Deliver: Agile Product Planning and Analysis | Unknown | Rating: 5.0
- Slavery Was Not the Cause of the War Between the States: The Irrefutable Argument. | Books > History > Americas | Rating: 1.0
- The Gashlycrumb Tinies | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Naval War of 1812 (Modern Library War) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 3.0
- The Comanche Empire (The Lamar Series in Western History) | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- Peasant Fires: The Drummer of Niklashausen | Books > History > Europe | Rating: 2.0
### User's movies History:
- [Item: B0731XBJBV] | Unknown | Rating: 1.0
- [Item: B01M744EP3] | Unknown | Rating: 5.0
- [Item: B01NGWQPX3] | Unknown | Rating: 5.0
- [Item: B00FJVBGYY] | Unknown | Rating: 1.0
- [Item: B00VF18WWG] | Unknown | Rating: 2.0
- [Item: B00OLI7D3E] | Unknown | Rating: 5.0
- [Item: B00VF06OBS] | Unknown | Rating: 3.0
- [Item: B00AVIKM4A] | Unknown | Rating: 1.0
- [Item: B00ADHONOY] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 6300157555) Wrinkles:in Need of Cuddles VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B001LMAK8S) Last Action Hero/Iron Eagle | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00005LC4P) Blood Simple [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0080N5M3E) [Item: B0080N5M3E] | Unknown | Rating: 4.7
(ID: B06XY7VKGK) [Item: B06XY7VKGK] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00005YU1O) Waking Life | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B0009PLLPE) Charlie Chaplin - 51 Features | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00MXZIGOM) [Item: B00MXZIGOM] | Unknown | Rating: 4.7
(ID: B00VNGZCPS) [Item: B00VNGZCPS] | Unknown | Rating: 3.5
(ID: B09BF56CZG) Peter Grill And The Philosopher's Time | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B014IB6KXW) Richie Blackmore Story | Movies & TV > Movies | Rating: 4.7
(ID: B01M0P96UB) [Item: B01M0P96UB] | Unknown | Rating: 2.6
(ID: B00KQNJ4Z8) Lone Survivor (Rental Ready) | Movies & TV > Movies | Rating: 4.7
(ID: B0000D1FG6) Deadwood '76 | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00OZFM1OE) [Item: B00OZFM1OE] | Unknown | Rating: 4.0
(ID: B003YUJKRM) [Item: B003YUJKRM] | Unknown | Rating: 4.7
(ID: B00008K79C) The Monster Club [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00GB0OU7M) She's With Me | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B077ZH9PTP) Zero Dark Thirty [Blu-ray] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B09JFFMWV9) [Item: B09JFFMWV9] | Unknown | Rating: 4.3
(ID: B00EF44B52) Watership Down [Blu-ray] [Region2] Requires a Multi Region Player | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07SKLWHFL) [Item: B07SKLWHFL] | Unknown | Rating: 4.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B097B23YM8) [Item: B097B23YM8] | Unknown | Rating: 5.0
(ID: B075389ZBC) DC Universe 10th Anniversary Collection, 30-Movies [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0192PES4C) The Tribe | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 6300251756) Life and Times of Grizzly Adams [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00BZB16AQ) [Item: B00BZB16AQ] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07S659W92) IRON MAN 3 [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00509ODFO) [Item: B00509ODFO] | Unknown | Rating: 4.5
(ID: B07SMMBJLQ) Domino 2019 | Movies & TV > Blu-ray > Movies | Rating: 3.4
(ID: 0783240570) Who Done It [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.6
(ID: B01MTLL40W) [Item: B01MTLL40W] | Unknown | Rating: 4.4
(ID: B00004TWZF) The Big Blue (Director's Cut) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0009X24R0) Khachaturian: Spartacus | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.0
(ID: B01MRCGSPE) Colin Hay: Waiting For My Real Life | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00EQF2EIG) [Item: B00EQF2EIG] | Unknown | Rating: 4.5
(ID: B09WY96BVJ) [Item: B09WY96BVJ] | Unknown | Rating: 4.6
(ID: B07L9HSQM9) [Item: B07L9HSQM9] | Unknown | Rating: 4.8
(ID: B0017166KY) [Item: B0017166KY] | Unknown | Rating: 4.6
(ID: B0764C99M3) South Park: The Complete Eleventh Season | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B01MY0JUAY) Rio 2-Movie Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01MRWXZ8Z) [Item: B01MRWXZ8Z] | Unknown | Rating: 3.4
(ID: B0042LLBQ0) [Item: B0042LLBQ0] | Unknown | Rating: 4.5
(ID: B07CVHC4BJ) [Item: B07CVHC4BJ] | Unknown | Rating: 4.0
(ID: B000ERVK5S) Joey - The Complete First Season | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B005CZM06K) [Item: B005CZM06K] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07B8M2R45) Coco Feature | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.9
(ID: B001U3N3QY) Tom & Jerry Chuck Jones (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00RPOPPPY) Caligula 2: The Untold Story – Digitally Remastered | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00KQFN5BU) Carne: The Taco Maker | Suspense > Comedy > Horror | Rating: 2.5
(ID: B0747W9823) Mi Villano Favorito 3 [BLU-RAY 3D + BLU-RAY + DVD] English, Spanish & Portuguese Audio & Subtitles - IMPORT | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01KPB0UOE) [Item: B01KPB0UOE] | Unknown | Rating: 4.8
(ID: B00TXODYUW) [Item: B00TXODYUW] | Unknown | Rating: 4.6
(ID: 0792839943) I'm Gonna Git You Sucka [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B0046VTCCG) The Stieg Larsson Trilogy: (The Girl with the Dragon Tattoo / The Girl Who Played with Fire / The Girl Who Kicked the Hornet's Nest) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 6305048991) Nova: Mysterious Mummies of China | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B09X7FBYYR) Ip Man: The Awakening | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B008FYZI9G) Town Without Pity / Inherit the Wind | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B01MU54LKD) [Item: B01MU54LKD] | Unknown | Rating: 4.5
(ID: B091T1CSX8) Little Women (2019) / Little Women (1994) - 2 Movie Pack | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6302802660) Over the Hill [VHS] | Movies & TV > Art House & International > By Genre | Rating: 3.8
(ID: B01N0VQ2TI) [Item: B01N0VQ2TI] | Unknown | Rating: 3.1
(ID: B000XXWKG6) Mushi-shi, Vol. 5 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B08KJ9XKNL) [Item: B08KJ9XKNL] | Unknown | Rating: 5.0
(ID: B003YHB7K8) Staar: She'd Rather Be a Mistress | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B09FBLPNYG) Respect [2021] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B003V1DK84) Life After Tomorrow : The Little Orphan Annie Story | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B06XK22RV9) [Item: B06XK22RV9] | Unknown | Rating: 4.7
(ID: B003GAJKM0) [Item: B003GAJKM0] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000UZSUJ8) The Pond - The Little Things, Trust Starts Small | Movies & TV > Movies | Rating: 4.2
(ID: B00DOPHZS8) [Item: B00DOPHZS8] | Unknown | Rating: 4.0
(ID: B00TBAF8Z2) [Item: B00TBAF8Z2] | Unknown | Rating: 4.1
(ID: B01LYLQUNP) Cinderella | Fantasy > Romance > Dreamlike | Rating: 4.8
(ID: B007MYWFKK) [Item: B007MYWFKK] | Unknown | Rating: 4.2
(ID: B07JK2HZQG) Emmet Otter's Jug-Band Christmas [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B017O67CS0) [Item: B017O67CS0] | Unknown | Rating: 4.4
(ID: B01D9KHVDQ) [Item: B01D9KHVDQ] | Unknown | Rating: 4.6
(ID: B0BP5868SX) Road House | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000B967ZM) Chen Style Tai Chi - Old Frame First Routine Feature Grandmaster Cheng jincai,Cheng Jincai is a successor of the 18th generation Grand master Chen Zhaokui in North America. | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00MUFQ1CE) [Item: B00MUFQ1CE] | Unknown | Rating: 4.0
(ID: B00BFJPO6A) Marty Stouffer's Wild America: Seasons 3 & 4, 4-DVD Set | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B01IO16NJ8) [Item: B01IO16NJ8] | Unknown | Rating: 4.3
(ID: B071W8T8XR) [Item: B071W8T8XR] | Unknown | Rating: 4.8
(ID: B000CDSS72) Mr. Barrington | Movies & TV > Independently Distributed > Drama | Rating: 3.8
(ID: B00VT3NQ5S) [Item: B00VT3NQ5S] | Unknown | Rating: 3.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09JFFMWV9
|
[Item: B09JFFMWV9]
| 2
|
AFMVAGZBUSYBJZUFZMQGK4PBIVDA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Seventeen Contradictions and the End of Capitalism | Books > New, Used & Rental Textbooks > Business & Finance | Rating: 4.0
- The Communist Manifesto: With Related Documents (The Bedford Series in History and Culture) | Books > New, Used & Rental Textbooks > Social Sciences | Rating: 2.0
- True Unity: Willing Communication Between Horse and Human | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 3.0
- Where There Is No Doctor: A Village Health Care Handbook Eighteenth Updated printing January 2022 | Books > Reference > Encyclopedias & Subject Guides | Rating: 5.0
- Big Horses Good Dogs And Straight Fences: Musings of Everyday Ranch Life | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- The Return of History and the End of Dreams | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
### User's movies History:
- Suits | Comedy > Drama | Rating: 3.0
- [Item: B018GTUWPO] | Unknown | Rating: 3.0
- [Item: B00RSGIVVO] | Unknown | Rating: 2.0
- [Item: B01730ANRO] | Unknown | Rating: 4.0
- [Item: B010AI9YCG] | Unknown | Rating: 3.0
- [Item: B00NRP1TFK] | Unknown | Rating: 5.0
- [Item: B00UBRHDRU] | Unknown | Rating: 5.0
- [Item: B00X47X3TG] | Unknown | Rating: 5.0
- [Item: B00LI1COYA] | Unknown | Rating: 3.0
- [Item: B00I11B108] | Unknown | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B01MR6PWKD) Stateless [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00GFV0UM6) TNA Wrestling" Slammiversary XI 2013 | Movies & TV > Movies | Rating: 4.4
(ID: B000GG4Y32) Reds (25th Anniversary Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01L7X4MK2) [Item: B01L7X4MK2] | Unknown | Rating: 4.3
(ID: B001BXQ93W) [Item: B001BXQ93W] | Unknown | Rating: 4.8
(ID: B0001EYT3Y) The Devil's Brigade | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B07QZKCBJ9) [Item: B07QZKCBJ9] | Unknown | Rating: 4.7
(ID: B01DAWJ9OC) Batman v Superman: Dawn of Justice | Science Fiction > Fantasy > Downbeat | Rating: 4.5
(ID: B0002V7TI8) Love Me If You Dare | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.5
(ID: B000CCL0AA) Full Metal Jacket (Remastered) | Movies & TV > Movies | Rating: 4.8
(ID: B0047PPQ58) [Item: B0047PPQ58] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002YU96JU) Angels & Demons / Da Vinci Code | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000T9D6CG) Christmas in Yellowstone | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B01M5D0UCR) Prison Break: Season 1 | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B01BGDHR4G) The Fool [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00GFVY4QY) [Item: B00GFVY4QY] | Unknown | Rating: 3.1
(ID: B077DQHJRH) [Item: B077DQHJRH] | Unknown | Rating: 3.9
(ID: B0057GUHEQ) CSI: Miami - Season 9 | Movies & TV > Movies | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000EB587A) Cathe Friedrich The Classics Vol 1 Step Workout Aerobics DVD (three workouts on one disc) | Movies & TV > Movies | Rating: 4.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07GJXM6XD) [Item: B07GJXM6XD] | Unknown | Rating: 4.7
(ID: B07D1SQFKV) Wonder | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B017851BQG) Three Amigos! [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00I8ZUNU6) Hoarding Buried Alive | Drama > Documentary > Special Interest | Rating: 4.6
(ID: B006ZL1PBQ) Roadracers [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0774H9H8W) [Item: B0774H9H8W] | Unknown | Rating: 4.6
(ID: 6301619595) Tropical Snow | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.9
(ID: 0783214243) Billy Madison | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000ID1VYS) [Item: B000ID1VYS] | Unknown | Rating: 4.8
(ID: B00KX45CJW) Masterpiece: Downton Abbey Seasons 1, 2, 3, & 4 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: 6302878802) Penitentiary 3 VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B008Y6P7XM) [Item: B008Y6P7XM] | Unknown | Rating: 4.5
(ID: B091BTSS9V) Hudson & Rex: Season 1 [DVD] [2019] | Movies & TV > TV | Rating: 4.4
(ID: 6304277482) Wrestlemania 13 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00CKKLK8Y) [Item: B00CKKLK8Y] | Unknown | Rating: 4.3
(ID: B00KEL1QOO) Blob / Son Of Blob | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: 1414336314) Let My People Go! | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B002M9WW62) The Winona Ryder Star Collection (Mermaids / Autumn in New York / Great Balls Of Fire / 1969) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B014L2Y6RA) Kinjite: Forbidden Subjects [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B09F5WNJJ1) [Item: B09F5WNJJ1] | Unknown | Rating: 4.2
(ID: B002SKUZLY) [Item: B002SKUZLY] | Unknown | Rating: 4.3
(ID: B001PJRAU8) La Otra Mitad del Sol | Movies & TV > Boxed Sets > Art House & International | Rating: 3.4
(ID: B00JLBVA9Y) Veronica Mars - The Complete Collection [DVD] | Movies & TV > Movies | Rating: 4.7
(ID: B0053UIPKE) Virtual Active – Chicago Run | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.3
(ID: 6302744687) Star Trek - The Next Generation, Episode 26: The Neutral Zone VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.5
(ID: B00FL5Q22O) Species III | Science Fiction > Horror > Eerie | Rating: 4.3
(ID: B01N6J0B1E) [Item: B01N6J0B1E] | Unknown | Rating: 4.1
(ID: B01LTIBNCU) Prison Break Event Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B073G12ZZM) [Item: B073G12ZZM] | Unknown | Rating: 4.7
(ID: B07QBPXGG1) Fast & Furious 7&8 Collection [DVD] [2019] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0071IUMK2) Columbo - The Complete Second Season | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B0792JRDPH) [Item: B0792JRDPH] | Unknown | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B076DKHMZH) [Item: B076DKHMZH] | Unknown | Rating: 3.1
(ID: B07GXZ9W1B) [Item: B07GXZ9W1B] | Unknown | Rating: 4.8
(ID: B0009AM5HW) Mozart - The Da Ponte Operas / Cosi fan Tutte, Don Giovanni, Le Nozze di Figaro - Peter Sellars, Wiener Symphoniker | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.9
(ID: B0B6XX4CM2) [Item: B0B6XX4CM2] | Unknown | Rating: 3.6
(ID: B001AVXIEI) [Item: B001AVXIEI] | Unknown | Rating: 3.2
(ID: B01J94B90W) The Grand Tour | Unscripted > Comedy > Documentary | Rating: 4.6
(ID: B00GFOFWU8) [Item: B00GFOFWU8] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07FRRQCRG) [Item: B07FRRQCRG] | Unknown | Rating: 4.7
(ID: B00392FO3E) Zack And Miri Make A Porno | Movies & TV > Movies | Rating: 4.6
(ID: B0010YSD5O) Dr. Dolittle: Tail to the Chief | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01LTIAC2C) Lady And The Tramp | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B00S9WDHKG) [Item: B00S9WDHKG] | Unknown | Rating: 3.8
(ID: B000RJEIAM) Gideon's Way: The Complete Series [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08QRG921H) [Item: B08QRG921H] | Unknown | Rating: 2.2
(ID: B01AB4Y6XQ) #Horror | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.0
(ID: B00JB3AOEY) [Item: B00JB3AOEY] | Unknown | Rating: 4.7
(ID: B074JNTS7R) Shin Godzilla | Movies & TV > Sci-Fi Series & Sequels > Godzilla | Rating: 4.4
(ID: B004ITYDW0) Real Jesus: Legacy Of Deception | Movies & TV > Boxed Sets > Documentary | Rating: 2.5
(ID: B072JHH5WQ) [Item: B072JHH5WQ] | Unknown | Rating: 4.1
(ID: B0002FR010) John Lennon: In My Life | Movies & TV > Music Artists > The Beatles | Rating: 3.4
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B0011DGFRW) William Bradford - The First Thanksgiving Interactive DVD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B003TJ4YU6) The 4 Complete Ed Sullivan Shows Starring The Beatles | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B001IUTEU8) [Item: B001IUTEU8] | Unknown | Rating: 4.4
(ID: B000QUAPK4) The Watchkins Adventures | Movies & TV > Movies | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0097CKMB4) Personal Protection | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: 0973323396) Grow Your Own Vegetables | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B00LP7TT9A) [Item: B00LP7TT9A] | Unknown | Rating: 3.1
(ID: 6305669562) Sweepers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00CJBKAJO) [Item: B00CJBKAJO] | Unknown | Rating: 3.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0036APHOA) Everyone's Hero & Firehouse Dog | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: 6301008944) Adventures in Babysitting | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B017WRCV5K) [Item: B017WRCV5K] | Unknown | Rating: 4.7
(ID: B08Y96JV3C) [Item: B08Y96JV3C] | Unknown | Rating: 2.1
(ID: B006GLUPOS) [Item: B006GLUPOS] | Unknown | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01J94B90W
|
The Grand Tour
| 1
|
AGSALDGVJ7PVGTYIJ22K66NXSZBQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- FGTeeV Saves the World! | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Keto Made Easy: 100+ Easy Keto Dishes Made Fast to Fit Your Life | Books > Cookbooks, Food & Wine > Regional & International | Rating: 1.0
- Dog Man: Mothering Heights: A Graphic Novel (Dog Man 10): From the Creator of Captain Underpants: Volume 10 | Books > Children's Books > Comics & Graphic Novels | Rating: 3.0
- InvestiGators: Off the Hook (InvestiGators, 3) | Books > Children's Books > Animals | Rating: 5.0
- First Grade Big Workbook Ages 6 - 7: 220+ Activities, Phonics, Spelling, Reading, Language Arts, Math, Space, Measurement and Time (Gold Stars Series) | Books > Children's Books > Growing Up & Facts of Life | Rating: 2.0
- The Atlas of Monsters: Mythical Creatures from Around the World | Books > Children's Books > Activities, Crafts & Games | Rating: 1.0
### User's movies History:
- [Item: B00BAP3UWO] | Unknown | Rating: 1.0
- [Item: B071K96CS6] | Unknown | Rating: 3.0
- Nobody | Suspense > Drama > Outlandish | Rating: 1.0
- [Item: B018C4RVF2] | Unknown | Rating: 1.0
- [Item: B086QF6PSD] | Unknown | Rating: 1.0
- [Item: B0085CXCFK] | Unknown | Rating: 3.0
- The Real Housewives of NYC | Unscripted | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B089H32QX3) [Item: B089H32QX3] | Unknown | Rating: 4.7
(ID: B01ATQW9RQ) The Children of Green Knowe: Complete Series [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00L5PDDIU) Rails to the Catskills | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B077NTJHVJ) [Item: B077NTJHVJ] | Unknown | Rating: 3.1
(ID: B000QUE4QU) The Truth about Organic Food | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0006FO8FM) Afro-Cuban Coordination for Drumset | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B004LPFQMW) Tracking Big Bucks with the Benoits 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B00CBMEZN8) [Item: B00CBMEZN8] | Unknown | Rating: 4.6
(ID: B00DVFI43G) Baby Snakes / The Dub Room Special! / The Torture Never Stops | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B096ZQPC9R) [Item: B096ZQPC9R] | Unknown | Rating: 3.9
(ID: B083GJ85YP) [Item: B083GJ85YP] | Unknown | Rating: 4.3
(ID: B003603URQ) [Item: B003603URQ] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B017JIQKF4) [Item: B017JIQKF4] | Unknown | Rating: 3.7
(ID: B003U4ZU7Q) [Item: B003U4ZU7Q] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B004XJ2YTO) The Rock Ed Wood of the 21st Century DVD | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B000EBGF2M) Crime Inc: The True Story of the Mafia, Part 2 [DVD] | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B00008HCC8) Diary of a Serial Killer | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.2
(ID: B00NUNILZK) The Wonder Years: Complete Series (26DVD)(Locker) | Movies & TV > Boxed Sets > Television | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000Q7B8FS) [Item: B000Q7B8FS] | Unknown | Rating: 4.8
(ID: B007IWW8IK) Redemption Road | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.1
(ID: B00004X13U) Talk Radio | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: 6305417539) Laurel & Hardy 1: Flying Deuces | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B01D220OB2) [Item: B01D220OB2] | Unknown | Rating: 3.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0B8NLKDHK) [Item: B0B8NLKDHK] | Unknown | Rating: 4.2
(ID: B013HX7IL0) [Item: B013HX7IL0] | Unknown | Rating: 4.8
(ID: B0044WXURA) [Item: B0044WXURA] | Unknown | Rating: 4.5
(ID: B092RWCX7D) [Item: B092RWCX7D] | Unknown | Rating: 3.6
(ID: B078JRZ8V1) [Item: B078JRZ8V1] | Unknown | Rating: 3.4
(ID: B00IRWT00O) [Item: B00IRWT00O] | Unknown | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B005KSW5WI) Secondhand Lions | Comedy > Suspense > Cheerful | Rating: 4.8
(ID: B017851BQG) Three Amigos! [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0004Z2ZPE) Wimps Series: Yoga for Wimps | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B001EYYYP8) [Item: B001EYYYP8] | Unknown | Rating: 4.6
(ID: B0B8TB4XCV) [Item: B0B8TB4XCV] | Unknown | Rating: 4.6
(ID: B000GAKE0K) The Iran Hostage Crisis: 444 Days to Freedom (What Really Happened in Iran) | Movies & TV > Independently Distributed > Documentary | Rating: 4.9
(ID: B001ARJN46) [Item: B001ARJN46] | Unknown | Rating: 4.7
(ID: B00TYBCSU6) [Item: B00TYBCSU6] | Unknown | Rating: 4.3
(ID: B003BGFK28) GPS God's Plan of Salvation Accompaniment DVD (Created by Clydesdale & Clydesdale) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B071W3CWHN) [Item: B071W3CWHN] | Unknown | Rating: 4.7
(ID: B0007ZSNPW) Water Pilates Instructional Video | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B0792ZKCKK) [Item: B0792ZKCKK] | Unknown | Rating: 3.3
(ID: B084D2YXX1) A Star Is Born | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00XPU4YSQ) Covert Affairs: The Complete Series | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B09RJSYXGD) Burning | Horror > Eerie > Frightening | Rating: 3.2
(ID: B00406OZK6) [Item: B00406OZK6] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07DHYY1TR) [Item: B07DHYY1TR] | Unknown | Rating: 2.5
(ID: B06XWVF724) Underworld: Blood Wars (2D + 3D versions) (Region Free Blu-Ray) (Hong Kong Version / Chinese subtitled) 妖夜尋狼: 世紀血戰 | Movies & TV > Blu-ray > Movies | Rating: 5.0
(ID: 6317836957) Black Clover: Season 1 - Part 5 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B08BV1TZ47) Perry Mason: Seasons 7-9 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0035CVB30) Gamera: The Giant Monster | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B005FUTC90) Hot Tub Time Machine [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B003UESKD2) Robert Klein: Unfair & Unbalanced | Movies & TV > HBO > All HBO Titles | Rating: 4.2
(ID: B07DVWBKS4) Bad Company | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B079C5975G) Friends Forever 2-Movie Set - Steel Magnolias & Beaches DVD Bundle Double Feature | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B001M6SHAQ) Shin Chan: Season 2, Part One | Movies & TV > Music Artists > The Shins | Rating: 4.6
(ID: B0001BFDKK) ABC News Presents The Search for Jesus [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B00YS78CHE) [Item: B00YS78CHE] | Unknown | Rating: 4.1
(ID: B086PTDZL4) The Upside [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07SRWF3Q8) [Item: B07SRWF3Q8] | Unknown | Rating: 3.9
(ID: B09J1LGYVF) Wild About Harry | Drama > Kids | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00IF32QE2) [Item: B00IF32QE2] | Unknown | Rating: 4.5
(ID: B013CWGBMS) [Item: B013CWGBMS] | Unknown | Rating: 2.9
(ID: B01J4L837M) [Item: B01J4L837M] | Unknown | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000G75B2E) Let's Make Love | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00J4JVAS4) [Item: B00J4JVAS4] | Unknown | Rating: 4.6
(ID: B0015FWK9I) 110% Surfing Techniques, Vol. 1 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.1
(ID: B00000JQ8Z) National Geographic's Hidden World of the Bengal Tiger [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B09K17QZKR) Ghostbusters: Afterlife [DVD] [2021] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B005HGKW6E) [Item: B005HGKW6E] | Unknown | Rating: 4.5
(ID: B004N3DU0W) [Item: B004N3DU0W] | Unknown | Rating: 4.0
(ID: B0026ICAOS) Children of the Corn (25th Anniversary Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00EP1F17W) JFK Remembered: 50 Years Later (DVD) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00HN2755Q) [Item: B00HN2755Q] | Unknown | Rating: 4.6
(ID: B004AXKI3C) Capernaum City of Skeptics | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B07TCRHTF1) [Item: B07TCRHTF1] | Unknown | Rating: 4.3
(ID: B07Z8FL8QL) [Item: B07Z8FL8QL] | Unknown | Rating: 4.7
(ID: B0007Z0OGS) Iron Yoga [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B0BYRG6RJW) [Item: B0BYRG6RJW] | Unknown | Rating: 4.6
(ID: B00KRK0N2I) [Item: B00KRK0N2I] | Unknown | Rating: 4.1
(ID: B01DWXB6SG) [Item: B01DWXB6SG] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07MQRJ8KV) [Item: B07MQRJ8KV] | Unknown | Rating: 4.3
(ID: B00EWJ3YYO) 100% Capoeira: Discover the Legendary Capoeira with the Senzala Group | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: 6305020078) Lion of the Desert | Movies & TV > Widescreen > Drama | Rating: 4.3
(ID: B001D1BDG0) Columbus: Adventures to the Edge of the World - DVD | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B0000714C5) Summer Lovers | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B092RWCX7D
|
[Item: B092RWCX7D]
| 1
|
AFGQSOWN65WAOMQ2FNUN32EZZY5A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Farmer's Wife 1930s Sampler Quilt: Inspiring Letters from Farm Women of the Great Depression and 99 Quilt Blocks Th at Honor Them | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
- Spool Knitting | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
- A Good Bake: The Art and Science of Making Perfect Pastries, Cakes, Cookies, Pies, and Breads at Home: A Cookbook | Books > Cookbooks, Food & Wine > Baking | Rating: 1.0
- 100 Crochet Projects | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- American Cake: From Colonial Gingerbread to Classic Layer, the Stories and Recipes Behind More Than 125 of Our Best-Loved Cakes: A Baking Book | Books > Cookbooks, Food & Wine > Baking | Rating: 5.0
- Vegan Cookies Invade Your Cookie Jar: 100 Dairy-Free Recipes for Everyone's Favorite Treats | Books > Cookbooks, Food & Wine > Baking | Rating: 2.0
- Meat Is for Pussies: A How-To Guide for Dudes Who Want to Get Fit, Kick Ass, and Take Names | Books > Health, Fitness & Dieting > Diets & Weight Loss | Rating: 2.0
- A Girl and Her Greens: Hearty Meals from the Garden | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 3.0
### User's movies History:
- [Item: B003JYWE1M] | Unknown | Rating: 2.0
- [Item: B00DCYVEP6] | Unknown | Rating: 5.0
- [Item: B00Q8CDWJU] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00HLSP8Z6) [Item: B00HLSP8Z6] | Unknown | Rating: 4.5
(ID: B000I5X7ZC) Nuevo Mundo [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07Z8FHT16) [Item: B07Z8FHT16] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B004G45T3O) Stingray Sam | Movies & TV > Movies | Rating: 4.8
(ID: B00SQ011TU) [Item: B00SQ011TU] | Unknown | Rating: 2.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07NQ149HZ) [Item: B07NQ149HZ] | Unknown | Rating: 4.6
(ID: B00000FZ0K) The Flight of Dragons [VHS] | Movies & TV > Science Fiction & Fantasy | Rating: 4.8
(ID: B0033PSH5O) Dragnet (1954) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00P64IDBI) [Item: B00P64IDBI] | Unknown | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B003WVJ668) Solo Quiero Caminar | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07RF2PC51) [Item: B07RF2PC51] | Unknown | Rating: 4.4
(ID: B006JIW8T8) [Item: B006JIW8T8] | Unknown | Rating: 4.1
(ID: B06Y4H7PP5) [Item: B06Y4H7PP5] | Unknown | Rating: 3.1
(ID: B00GSTHCVC) Beneath | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07VFZK3J8) [Item: B07VFZK3J8] | Unknown | Rating: 4.1
(ID: B07D58QQBZ) NCIS: Los Angeles: The Ninth Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B002KOKVX0) [Item: B002KOKVX0] | Unknown | Rating: 4.3
(ID: B0026RX38G) [Item: B0026RX38G] | Unknown | Rating: 4.3
(ID: B000V2AUN4) [Item: B000V2AUN4] | Unknown | Rating: 4.3
(ID: B008YIUC1W) Bomb Girls // Same War,Different Battles Season 1 | Movies & TV > Boxed Sets > Television | Rating: 4.5
(ID: B08MY73JN8) [Item: B08MY73JN8] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B06ZZCZMLM) [Item: B06ZZCZMLM] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07HN9R42V) [Item: B07HN9R42V] | Unknown | Rating: 2.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00008974D) DragonBall Z: Garlic Jr. [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00FHSZ3IE) [Item: B00FHSZ3IE] | Unknown | Rating: 3.5
(ID: B00RLVEP6G) [Item: B00RLVEP6G] | Unknown | Rating: 4.3
(ID: B001GH2GRG) Worm | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B001AOW6WK) 4 Months 3 Weeks and 2 Days | Movies & TV > Movies | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B003B2UJX2) Judy Garland Show 4 | Movies & TV > TV | Rating: 3.9
(ID: B003WPHNNM) [Item: B003WPHNNM] | Unknown | Rating: 4.6
(ID: B00005K22X) Karen Voight - Pilates - Core Essentials VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B005NZC230) King's Singers Christmas | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.7
(ID: B06W2G6XTP) The Great Wall | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00BJ5BHR0) [Item: B00BJ5BHR0] | Unknown | Rating: 2.7
(ID: B00CMDPT5E) The Vietnam Chronicles | Movies & TV > Boxed Sets > Documentary | Rating: 4.0
(ID: B00F6W6PY2) Iron Man and Hulk: Heroes United | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B001AIRUN6) All About Boats & Ships / All About Helicopters | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07M79CMJX) The Aspern Papers | Drama > Dreamlike > Passionate | Rating: 3.8
(ID: B07KCNYSPC) [Item: B07KCNYSPC] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B007B8GI28) [Item: B007B8GI28] | Unknown | Rating: 4.8
(ID: B008GTH6LI) [Item: B008GTH6LI] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0076QAL7I) [Item: B0076QAL7I] | Unknown | Rating: 4.8
(ID: B008918KAE) Missing in Action 2: The Beginning [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01F9SHO6U) [Item: B01F9SHO6U] | Unknown | Rating: 4.3
(ID: B0077VBXQU) Exotica | Movies & TV > Movies | Rating: 4.2
(ID: 0767817737) The Seventh Sign | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0042COCHE) [Item: B0042COCHE] | Unknown | Rating: 4.6
(ID: B002PNDEXK) Sense And Sensibility | Comedy > Drama > Charming | Rating: 4.8
(ID: B07BKP3B69) [Item: B07BKP3B69] | Unknown | Rating: 5.0
(ID: 6304064578) Fenwick | Movies & TV > Movies | Rating: 5.0
(ID: B0163JLSXE) [Item: B0163JLSXE] | Unknown | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0B84Z7BSN) [Item: B0B84Z7BSN] | Unknown | Rating: 3.7
(ID: B019YOR0UK) [Item: B019YOR0UK] | Unknown | Rating: 4.5
(ID: B08CV4DXYH) [Item: B08CV4DXYH] | Unknown | Rating: 5.0
(ID: B07Z743834) Dauntless: The Battle of Midway [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B08JLKNZRS) [Item: B08JLKNZRS] | Unknown | Rating: 3.5
(ID: B009R78XVA) [Item: B009R78XVA] | Unknown | Rating: 3.9
(ID: B08BDPG4YZ) Michael [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B015QGDMHU) [Item: B015QGDMHU] | Unknown | Rating: 2.8
(ID: B0001M7C0I) The Best of Donny and Marie: Volume 2 | Movies & TV > Featured Categories | Rating: 4.3
(ID: B007BLCNQK) [Item: B007BLCNQK] | Unknown | Rating: 4.1
(ID: B08HM96HCQ) [Item: B08HM96HCQ] | Unknown | Rating: 4.5
(ID: B000Q6GUKC) Weeds: Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0028MGUAC) SNAP NO TAP! Catch Wrestling for Streetfighting and Self-Defence Vol 6: Ground Fighting | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
(ID: B00008979T) Absolutely Live! | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B07STD3LWL) [Item: B07STD3LWL] | Unknown | Rating: 4.5
(ID: B00KTFJ50M) Pumpkinhead (Collector's Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B089TVBWWW) The King & I [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00028HCE2) Lilies of the Field (Region 2) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07CVSB4FB) [Item: B07CVSB4FB] | Unknown | Rating: 4.5
(ID: B003Y7F1MI) Magic [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B005PYL8VQ) CSI: Miami - The 10th and Final Season | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B000A0XS18) Prokofiev - Betrothal in a Monastery | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00005N5S0) Famous Rat Pack Movies: (Little Moon & Judd McGraw / At War With The Army / Suddenly) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B076M4XLZX) Beast of Burden | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.1
(ID: B079N44F2V) [Item: B079N44F2V] | Unknown | Rating: 3.4
(ID: B002PNMMY2) [Item: B002PNMMY2] | Unknown | Rating: 4.7
(ID: B008Z2JAGU) The Singing Detective | Comedy > Suspense > Beautiful | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0052OOCNU) Unhinged: Surviving Jo'burg NON-US FORMAT, PAL | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00W6XAIJC) [Item: B00W6XAIJC] | Unknown | Rating: 4.0
(ID: B09CWL3MJK) [Item: B09CWL3MJK] | Unknown | Rating: 4.5
(ID: B01N0BKINY) [Item: B01N0BKINY] | Unknown | Rating: 4.6
(ID: B000FA57J4) Madea's Family Reunion (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B010RH4ILC) [Item: B010RH4ILC] | Unknown | Rating: 3.9
(ID: 6304968892) Neon Genesis Evangelion: Genesis 0:13 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00RLVEP6G
|
[Item: B00RLVEP6G]
| 2
|
AEPEB44A7VTBTE5ACFYLZ25VGI6A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Mountain Man | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Beginner's Guide to Reading Schematics | Books > Engineering & Transportation > Engineering | Rating: 5.0
- Encyclopedia of Electronic Components Volume 2: LEDs, LCDs, Audio, Thyristors, Digital Logic, and Amplification | Books > Engineering & Transportation > Engineering | Rating: 5.0
- In the Garden of Beasts (11) by Larson, Erik [Hardcover (2011)] | Unknown | Rating: 5.0
- Circuit Analysis | Books > Science & Math > Mathematics | Rating: 5.0
- Atlas Shrugged | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- The Second Man: A Paul Madriani Novella | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- How to Build Animal Housing: 60 Plans for Coops, Hutches, Barns, Sheds, Pens, Nestboxes, Feeders, Stanchions, and Much More | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 2.0
- The Age of American Unreason | Books > History > Americas | Rating: 2.0
### User's movies History:
- The Lives of Others | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Darling Companion | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- Good Bye, Lenin! (Special Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- My Way | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
- The Cruel Sea [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
- 12 Angry Men (50th Anniversary Edition) with Special Features | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- GIDEON'S TRUMPET | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Fox Western Classics (Rawhide / The Gunfighter / Garden of Evil) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Soda Springs | Movies & TV > Independently Distributed > Drama | Rating: 5.0
- Dr. Quinn Medicine Woman: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B018SUKM6K) [Item: B018SUKM6K] | Unknown | Rating: 4.1
(ID: B000ETRA9G) Genius - Galileo | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01NCMLJ78) Dead Or Alive Trilogy (Dead or Alive, Dead or Alive 2: Birds, Dead or Alive: Final) (3-Disc Special Edition) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B00IGQ7J68) [Item: B00IGQ7J68] | Unknown | Rating: 4.0
(ID: 6305017115) I Know What You Did Last Summer | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B08J1FD1DD) [Item: B08J1FD1DD] | Unknown | Rating: 4.1
(ID: B000OONQ3A) Puccini - Tosca | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.8
(ID: B005Q4CLKW) Circumstance | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B01G2W0OA0) An Entire MBA in 1 Course by an Award Winning Business School Professor, Venture Capitalist & Author | Special Interest | Rating: 4.0
(ID: B001V6Z78C) [Item: B001V6Z78C] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B004AXJ9H8) Exciting Tina Turner-Live | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B09PYL2TKC) jackass forever | Comedy > Action | Rating: 4.3
(ID: B09HS97141) [Item: B09HS97141] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B006IHBM88) Your Foundation for Perfect Skeet | Movies & TV > Movies | Rating: 4.0
(ID: B078NLGGXV) Cassette: A Documentary Mixtape | Documentary > Special Interest > Music Videos and Concerts | Rating: 4.2
(ID: B00AALKJIM) [Item: B00AALKJIM] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B017ODFUBE) [Item: B017ODFUBE] | Unknown | Rating: 3.2
(ID: 6302383455) The Godfather 1902-1959: The Complete Epic [VHS] | Movies & TV > Boxed Sets > Drama | Rating: 3.9
(ID: B009EEOQIU) [Item: B009EEOQIU] | Unknown | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000068ULD) The Civil War - A Film by Ken Burns [VHS] | Movies & TV > Boxed Sets > Military & War | Rating: 4.9
(ID: B00PHS9F0G) Motown 25 - Yesterday Today Forever with over 40 minutes of Bonus Footage | Movies & TV > Movies | Rating: 4.7
(ID: B06XWW376N) [Item: B06XWW376N] | Unknown | Rating: 4.5
(ID: B096CP9BKD) Master of the World (Special Edition) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0060D123K) [Item: B0060D123K] | Unknown | Rating: 4.8
(ID: B00NET660C) [Item: B00NET660C] | Unknown | Rating: 4.8
(ID: B01C9K8DVG) A French Village (English subtitled) | Action > Drama > International | Rating: 4.8
(ID: B09PX32F86) [Item: B09PX32F86] | Unknown | Rating: 4.0
(ID: B0B75M1SGF) [Item: B0B75M1SGF] | Unknown | Rating: 3.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000EU1Q2M) Superboy - The Complete First Season | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B07NP6B7X1) [Item: B07NP6B7X1] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B004CZRE3K) Hart to Hart: Crimes of the Hart | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B003XTV478) The Man Who Knew Too Much 1934 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B075H1NDQV) [Item: B075H1NDQV] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07C338412) [Item: B07C338412] | Unknown | Rating: 4.4
(ID: B00BB67UNW) Broken City | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B00B361IQ0) WWE: WrestleMania XI | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00JACLI50) [Item: B00JACLI50] | Unknown | Rating: 3.5
(ID: B001EYG168) Chinese Take-out Cooking DVD Box Set | Movies & TV > Movies | Rating: 4.5
(ID: 1597510823) Pastoring In The Last Days 2008 Calvary Chapel Pastors Conference | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00FWKAFJY) The Poseidon Adventure 1972 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07H3L583R) [Item: B07H3L583R] | Unknown | Rating: 3.8
(ID: B000V23M1G) The SlapHappy Collection: Silent Comedy's Funniest Compilation of Silent Comedians with Chaplin, Keaton, Keystone Cops, | Movies & TV > Classics > Silent Films | Rating: 4.4
(ID: B06XXTFBSL) [Item: B06XXTFBSL] | Unknown | Rating: 3.6
(ID: 6300181340) The Birds VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B079K81X3P) [Item: B079K81X3P] | Unknown | Rating: 4.7
(ID: B017V4IUSQ) [Item: B017V4IUSQ] | Unknown | Rating: 3.5
(ID: B07SGK4NCH) [Item: B07SGK4NCH] | Unknown | Rating: 4.0
(ID: B0168TROOG) [Item: B0168TROOG] | Unknown | Rating: 4.7
(ID: B005HEIJ0M) [Item: B005HEIJ0M] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00BEIC014) Phantom of the Opera | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B002UNXSBS) Benny & Joon. | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B0047GPA62) Full Metal Panic! (English Dubbed) | Science Fiction > Comedy > Animation | Rating: 4.7
(ID: B08F6Y53HP) Ella Enchanted | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B099NZZX39) [Item: B099NZZX39] | Unknown | Rating: 3.1
(ID: B00XMSSHBG) [Item: B00XMSSHBG] | Unknown | Rating: 3.0
(ID: B077R48NT8) Accident Man [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B016887B90) [Item: B016887B90] | Unknown | Rating: 4.5
(ID: B07FZG4N4X) [Item: B07FZG4N4X] | Unknown | Rating: 4.1
(ID: B005FMZTKO) Glad Christmas Tidings Featuring David Archuleta and Michael York | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B00009QG68) Terminator 2: Judgment Day | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B011KKD43I) [Item: B011KKD43I] | Unknown | Rating: 3.9
(ID: B07NSDDJ4W) [Item: B07NSDDJ4W] | Unknown | Rating: 4.2
(ID: B07HK6QPFH) [Item: B07HK6QPFH] | Unknown | Rating: 4.5
(ID: B000X9FLKM) The Lord of the Rings: The Motion Picture Trilogy (The Fellowship of the Ring / The Two Towers / The Return of the King Theatrical Editions) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B085RTM5ZN) Lection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.5
(ID: B000B1DLDQ) Dean Martin Celebrity Roasts: Bob Hope and Ronald Reagan | Movies & TV > Movies | Rating: 4.3
(ID: B0010ARUJ8) Biography: Hank Williams | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B01KWLA7MW) Hetalia: The World Twinkle - Season 6 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0091XNEP0) [Item: B0091XNEP0] | Unknown | Rating: 4.7
(ID: B0041KYA4C) Little Lord Fauntleroy [Region 2] | Movies & TV > Movies | Rating: 3.8
(ID: B092H5G3Q3) [Item: B092H5G3Q3] | Unknown | Rating: 3.0
(ID: B07CYCKSSJ) [Item: B07CYCKSSJ] | Unknown | Rating: 4.6
(ID: B0072HDUDI) [Item: B0072HDUDI] | Unknown | Rating: 4.2
(ID: B00LG0E1S0) [Item: B00LG0E1S0] | Unknown | Rating: 4.3
(ID: B01NCQB1M2) Cathe Friedrich Strong and Sweaty Total Body Giant Sets Workout DVD - A Weightlifting Total Body Workout Strength Training DVD For Women and Men | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.9
(ID: B003OUO3BA) [Item: B003OUO3BA] | Unknown | Rating: 4.8
(ID: B00FJN8UTQ) [Item: B00FJN8UTQ] | Unknown | Rating: 4.8
(ID: B008QP3RYW) Nothing Trivial: Series 1 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B088JRFG62) [Item: B088JRFG62] | Unknown | Rating: 3.7
(ID: B0002DRDY6) Curtain Call | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01DPPBCOO) ESPN Films 30 for 30: Trojan War | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B07QRYG6WG) [Item: B07QRYG6WG] | Unknown | Rating: 4.4
(ID: B0009V6F5O) The Lincoln Conspiracy | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.4
(ID: B079Y94KQD) [Item: B079Y94KQD] | Unknown | Rating: 3.6
(ID: B00632KSMY) 4 Kid Favorites: A Pup Named Scooby-Doo (Repackage) | Movies & TV > Characters & Series > Scooby Doo | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00BB67UNW
|
Broken City
| 1
|
AFZYO3PZKAHMKF6SKOHZFGNQDIHA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Excel 2019 Reference and Cheat Sheet: The unofficial cheat sheet for Microsoft Excel 2019 | Books > Reference | Rating: 5.0
- PowerPoint 2019 Reference and Cheat Sheet: The unofficial cheat sheet reference for Microsoft PowerPoint 2019 | Books > Computers & Technology > Software | Rating: 5.0
- The Third Wheel (Diary of a Wimpy Kid, Book 7) | Books > Children's Books > Humor | Rating: 3.0
- Diary of a Wimpy Kid: Hard Luck, Book 8 | Books > Fall Reading 2015 > Children's Books | Rating: 3.0
- Diary of a Wimpy Kid #13: Meltdown | Books > Children's Books > Literature & Fiction | Rating: 3.0
- The Getaway | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Horse Crazy (Saddle Club(R)) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Anatomy & Physiology Flash Cards | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 3.0
### User's movies History:
- Footloose | Comedy > Young Adult Audience > Feel-good | Rating: 1.0
- 47 Meters Down: Uncaged | Suspense > Horror > Harrowing | Rating: 5.0
- [Item: B07K6Y4GF2] | Unknown | Rating: 5.0
- [Item: B07MFRSJ9R] | Unknown | Rating: 5.0
- [Item: B019YHGOZO] | Unknown | Rating: 3.0
- [Item: B07QBWG44M] | Unknown | Rating: 5.0
- [Item: B07RD887CZ] | Unknown | Rating: 3.0
- [Item: B008PZZZPC] | Unknown | Rating: 1.0
- [Item: B07KFQCLGP] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07YTZ3GK3) 3 from Hell | Horror > Action > Gritty | Rating: 4.3
(ID: B000CRQYXI) A SUMI-E DREAM JOURNEY | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00MPJJ8B6) Our Zoo *** Europe Zone *** | Movies & TV > Movies | Rating: 4.7
(ID: B000X9LQFQ) ABC News Primetime Coach Perry Reese Jr. | Movies & TV > Featured Categories > DVD | Rating: 2.4
(ID: B000BYA5CS) The Films of Andy Sidaris: Bullets, Bombs and Babes, Vol. 4 (Do or Die/Hard Hunted/ Day of the Warrior) [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.8
(ID: B00009YXH8) Sabrina: The Teenage Witch [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B001UK3GY6) Hoero! Tekken Aka Roaring Fire (Fully Uncut) DVD | Movies & TV > Movies | Rating: 4.7
(ID: B0B65M3VNN) [Item: B0B65M3VNN] | Unknown | Rating: 3.0
(ID: B01LZLZG11) My Blues Baby | Movies & TV > TV | Rating: 3.9
(ID: B00200BEBM) [Item: B00200BEBM] | Unknown | Rating: 4.8
(ID: 6303382932) Bluebeard's Eighth Wife VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B086C1FGXG) [Item: B086C1FGXG] | Unknown | Rating: 4.5
(ID: B0001ZMXGI) Salt of the Earth | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B073LWKPNC) The Eyes | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00Q2A0ZSY) Five Mile Creek - The Complete First Season | Movies & TV > TV | Rating: 4.5
(ID: B00AKGG6Z2) Irreconcilable Differences | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6301560825) Easy to Learn! TEXAS Dance Style Texas Two Step, Cotton Eyed Joe, Texas Style Polkas, Texas Waltzes, Texas Schottische VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.4
(ID: B01GWCHLPG) Akumerly Jack Frost by Greatest Sports Legends by Jules Bass Arthur Rankin Jr | Movies & TV > Movies | Rating: 3.4
(ID: B002JJRL4S) SURVIVAL! - 18 Ways to Start a Fire without a Match and 100 Other Useful Skills | Movies & TV > Movies | Rating: 4.5
(ID: B07KX4M22K) SEATED MIX CHAIR EXERCISE FOR SENIORS- 3 DVDs + 30 Exercise Segments + Resistance Band. Most Comprehensive Chair Exercise DVD for Seniors Available! Finally- Fun Chair Exercises for Seniors DVD! | Movies & TV > TV | Rating: 4.3
(ID: B07KNBWT6T) [Item: B07KNBWT6T] | Unknown | Rating: 4.3
(ID: B00O5I8F96) [Item: B00O5I8F96] | Unknown | Rating: 4.7
(ID: B004BJMENM) The Lovers & Friends Show: Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00079HZS4) The Philadelphia Experiment 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000W668L2) Spice World - 10th Anniversary Edition [Import anglais] | Movies & TV > Movies | Rating: 4.7
(ID: B006BQF318) [Item: B006BQF318] | Unknown | Rating: 4.6
(ID: 6304896115) Geri-Fit: The First Workout With Weights for Older Adults [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B002RILM00) [Item: B002RILM00] | Unknown | Rating: 4.0
(ID: B01GWCA3WO) Shining Through by 20th Century Fox by David Seltzer | Movies & TV > Movies | Rating: 4.8
(ID: B000AARL2A) Lupin the 3rd - the Columbus Files [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B077H1KKZN) [Item: B077H1KKZN] | Unknown | Rating: 4.2
(ID: B01NBFR9NF) [Item: B01NBFR9NF] | Unknown | Rating: 4.3
(ID: B000AIN41E) The Old Man Who Read Love Stories | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01NBHKTFO) [Item: B01NBHKTFO] | Unknown | Rating: 4.8
(ID: B06XP6PGH3) [Item: B06XP6PGH3] | Unknown | Rating: 3.5
(ID: B00IXD2MPC) X-Men Origins: Wolverine | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000RZS5VE) Home Run Derby, Vol. 2 | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B08T6P8P4P) The Blues Brothers | Comedy > Adventure > Exciting | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000N44K40) [Item: B000N44K40] | Unknown | Rating: 3.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0767QFJ64) [Item: B0767QFJ64] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B002PJ4S52) Emotion Coaching | Movies & TV > Disc on Demand | Rating: 4.0
(ID: B00032OGW8) Hitler's Secret Flying Saucers | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01J6E4ICG) [Item: B01J6E4ICG] | Unknown | Rating: 4.3
(ID: B01IQ7HE6Q) [Item: B01IQ7HE6Q] | Unknown | Rating: 3.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01MUEV2NZ) [Item: B01MUEV2NZ] | Unknown | Rating: 4.1
(ID: 6303122876) The Dark Crystal [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07NXW9J2G) [Item: B07NXW9J2G] | Unknown | Rating: 3.1
(ID: B008R8E8VY) Universal Monsters: Essential Coffin Box Collection (Limited Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 1573307289) Sesame Street - Mother Goose VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B016I7MMY0) [Item: B016I7MMY0] | Unknown | Rating: 2.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0060D17IK) [Item: B0060D17IK] | Unknown | Rating: 4.5
(ID: B00J9KLA0G) The Negotiator [Blu-ray] [1998] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00B58FVJQ) Gilbert & Sullivan's Greatest Hits | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B01M3P90JT) Bones Season 1-10 Bundle | Movies & TV > TV | Rating: 4.2
(ID: B00L2K2L1I) Keeping Love Alive by Michele Weiner-Davis | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.3
(ID: B005TZFZFG) Hell and Back Again | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B003D5X4WU) Palestine For Beginners - Second Edition | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B0091W4HCU) [Item: B0091W4HCU] | Unknown | Rating: 4.7
(ID: B00DMDQTYS) [Item: B00DMDQTYS] | Unknown | Rating: 4.7
(ID: B01KKJHC3S) [Item: B01KKJHC3S] | Unknown | Rating: 3.3
(ID: B0000AKCJP) Caillou's Holiday Movie [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B0144R8KOW) TURN IT UP! A CELEBRATION OF THE ELECTRIC GUITAR | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B005IF1BNM) [Item: B005IF1BNM] | Unknown | Rating: 4.6
(ID: B00380URIO) [Item: B00380URIO] | Unknown | Rating: 4.5
(ID: B002GOAGNE) The Big Dragnet Collection | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00BB8NUVG) [Item: B00BB8NUVG] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B007Y8H4QO) [Item: B007Y8H4QO] | Unknown | Rating: 3.6
(ID: B00008G7BN) Mysterious Forces Beyond: Death & Paranormal [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: 1573410497) Creation Flood & Ice Age | Movies & TV > Independently Distributed > Documentary | Rating: 5.0
(ID: B004YZJY90) Megan Is Missing | Suspense > Horror > Cerebral | Rating: 3.6
(ID: B018UUX1TS) [Item: B018UUX1TS] | Unknown | Rating: 4.7
(ID: B006VDN9EY) [Item: B006VDN9EY] | Unknown | Rating: 4.6
(ID: B01CH2IHJE) [Item: B01CH2IHJE] | Unknown | Rating: 3.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0014H4GXU) Yogalates by Annette Lefterow (PAL) | Movies & TV > Featured Categories > DVD | Rating: 1.0
(ID: 6305951446) The Fly (1958)/Return of the Fly (1959) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B07JZVP6CT) The Last Boy | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00UGQ9JP0) High Fidelity [Blu-ray] by Touchstone Home Entertainment | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: B00TX2O1UQ) [Item: B00TX2O1UQ] | Unknown | Rating: 2.5
(ID: B0047685IC) A Walk in the Clouds | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B002NTDX6O) The General [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00BFQ3A82) [Item: B00BFQ3A82] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00AYB0TA6) [Item: B00AYB0TA6] | Unknown | Rating: 4.4
(ID: B00PV9PE5Q) Moscow Does Not Believe in Tears 2DVD NTSC . Москва слезам не верит . Language(s): Russian, English, French Subtitles: Russian, English, French, German, Spanish, Portuguese, Italian, Dutch, Swedish, Arabic, Hebrew, Chinese, Japanese | Movies & TV > Movies | Rating: 4.4
(ID: B08W78VJWP) Jungle Trap / Run Coyote Run [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B0001I55X8) Hans Brinker, Or The Silver Skates | Movies & TV > Featured Categories > DVD | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B004YZJY90
|
Megan Is Missing
| 1
|
AFAYWLSZ7UMR5P774IT52N4EHXXA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- THANOS RISING | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- The Boys, Vol. 11: Over the Hill with the Swords of a Thousand Men | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- The Boys, Vol. 7: The Innocents | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Hulk, Vol. 1: Red Hulk | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- Secret Invasion | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
### User's movies History:
- Little Things (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Parker [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Venom [Blu-ray] [DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- Leatherface | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
- Cult of Chucky [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Veep: Season 4 [Blu-ray] with Digital HD | Movies & TV > Blu-ray > TV | Rating: 5.0
- [Item: B00RNV555Y] | Unknown | Rating: 1.0
- Outcast [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Java Heat [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- Mad Max: Fury Road (3D Blu-ray + Blu-ray) | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B002UJIY0M) B-Girl | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B0001L3LTA) Alberto Giacometti | Movies & TV > Independently Distributed > Documentary | Rating: 3.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000YV1KTA) The Firm - Tight Buns & Killer Legs | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004MTG7AC) [Item: B004MTG7AC] | Unknown | Rating: 4.5
(ID: B000051SH3) The Phantom - Serial | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.6
(ID: B0B8K5HTNB) [Item: B0B8K5HTNB] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00361DR4Q) Verdi: La Traviata Exclusive Bonus Feature | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B0811K99HR) [Item: B0811K99HR] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B005F265HA) Tapping Solution | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B006MVGC7G) The World's most beautiful Places | Special Interest | Rating: 4.1
(ID: B002GRQ4NW) Imitation of Life (1934) | Comedy > Drama > Downbeat | Rating: 4.8
(ID: B004SUDQ0E) Pokemon: Destiny Deoxys | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B0096HD11I) [Item: B0096HD11I] | Unknown | Rating: 3.7
(ID: B001GJ3BR8) [Item: B001GJ3BR8] | Unknown | Rating: 4.4
(ID: B00695570S) Bending the Rules | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B008Y6YEQS) [Item: B008Y6YEQS] | Unknown | Rating: 4.7
(ID: B00OPX6I6I) [Item: B00OPX6I6I] | Unknown | Rating: 4.4
(ID: 0766232336) Cardio Inferno, The FIRM Master Instructor Sue Mi Powell | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B01EU25LJS) [Item: B01EU25LJS] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00DJYJT2E) Breakout | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B00136MBJS) Opening to Angels: Contacting Your Guardian Angel and Being More Receptive to the Angelic Realm in your Daily Life (DVD) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B005OT7X3E) Attack of the 50 Ft. Woman (1958) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01M0ZVKL8) [Item: B01M0ZVKL8] | Unknown | Rating: 3.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0091JJ2AA) Rolling Stones - Under Review 1975-1983: The Ronnie Wood Years Part 1 | Movies & TV > Music Artists > The Rolling Stones | Rating: 3.7
(ID: B0776WNB8G) [Item: B0776WNB8G] | Unknown | Rating: 4.5
(ID: B07B88QV9Y) [Item: B07B88QV9Y] | Unknown | Rating: 3.0
(ID: B00MU6B1E6) [Item: B00MU6B1E6] | Unknown | Rating: 4.0
(ID: B0008KLVCI) I'm Dancing As Fast As I Can [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00LI6XO76) The Wild Geese | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B077XNYC1H) [Item: B077XNYC1H] | Unknown | Rating: 3.5
(ID: B00PHLO97M) Walking the Camino: Six Ways to Santiago | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0779CKQ7Z) Mommy Dead and Dearest | Documentary > Cerebral > Mysterious | Rating: 4.2
(ID: B008J6XM2K) [Item: B008J6XM2K] | Unknown | Rating: 4.1
(ID: B00VPINX0U) The Kid With The Golden Arm / Five Element Ninjas (Two-pack) | Movies & TV > Movies | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00NB8BTMG) The German Doctor (English Subtitled) | Suspense > Historical > Atmospheric | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01CH2IHJE) [Item: B01CH2IHJE] | Unknown | Rating: 3.9
(ID: B0007TFH3O) Rachel Portman - The Little Prince / Rhodes, Garrett, Randle, White, McManners, Carlin, Jones, Zambello, Abell, BBC Concert Opera | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B075X3FLPH) [Item: B075X3FLPH] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00K0Q08CY) Choices, Cookies & Kids | Movies & TV > Movies | Rating: 3.1
(ID: B001ML9LT2) [Item: B001ML9LT2] | Unknown | Rating: 3.3
(ID: B01M66SN03) The Sea Hawk | Historical > Romance > Bold | Rating: 4.7
(ID: B01BDCF1S4) [Item: B01BDCF1S4] | Unknown | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B071LTFGSW) [Item: B071LTFGSW] | Unknown | Rating: 4.4
(ID: B000JLTRLS) My Little Pony - A Very Pony Place [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B075J3GFHX) [Item: B075J3GFHX] | Unknown | Rating: 4.6
(ID: B074NZ76WH) [Item: B074NZ76WH] | Unknown | Rating: 4.5
(ID: B07CXGS7BM) Lean On Pete | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B07191DJBF) [Item: B07191DJBF] | Unknown | Rating: 4.6
(ID: B002OKRHRS) Shaolin Qigong: Luohan 13 Forms | Special Interest > Fitness | Rating: 3.8
(ID: B001N2WJ62) First Impression // (Head To Toe) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RWCJXFC) Island Of The Living Dead | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B001D264U4) Exit Speed [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B075VJQ5GJ) [Item: B075VJQ5GJ] | Unknown | Rating: 3.1
(ID: B01A5AAKD6) Halloweentown High | Comedy > Drama > Eerie | Rating: 4.8
(ID: B006225RN0) [Item: B006225RN0] | Unknown | Rating: 4.5
(ID: B07QKPN8ZH) They Shall Not Grow Old (Blu Ray + DVD + Digital Combo Pack) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07ND1GJ2F) [Item: B07ND1GJ2F] | Unknown | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B09HMZKTQM) The Last of Sheila (blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00003ETPO) Extreme Summer | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B07PGBX1N1) [Item: B07PGBX1N1] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07BJFBZNF) [Item: B07BJFBZNF] | Unknown | Rating: 4.5
(ID: B00DPRRKY4) [Item: B00DPRRKY4] | Unknown | Rating: 4.1
(ID: B000063K43) Drift [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B00MJ4068G) Bitter Blood / Partners by Blood (Japanese Tv Drama w. English Sub) | Movies & TV > Movies | Rating: 3.6
(ID: B01M5KVVNN) Almost Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B000AA5Z8M) Sissi [Import, Original German with English Subtitles) | Movies & TV > Movies | Rating: 4.7
(ID: B007O1CY5C) APlusPhysics Video Guide to Regents Physics: Volume 6 | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B074XN6HDB) [Item: B074XN6HDB] | Unknown | Rating: 4.0
(ID: B002OX0YZM) [Item: B002OX0YZM] | Unknown | Rating: 2.6
(ID: B005RDRDLE) The Adventures of Milo and Otis | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08KJQHLWG) [Item: B08KJQHLWG] | Unknown | Rating: 3.7
(ID: B07BL5FNFS) [Item: B07BL5FNFS] | Unknown | Rating: 4.0
(ID: B00RNV4W76) [Item: B00RNV4W76] | Unknown | Rating: 4.3
(ID: B072XVD7Y5) Transformers: 5-Movie Collection Bonus 2017 | Movies & TV > 10-12 Years | Rating: 4.5
(ID: B000AYELK6) Dracula vs. Frankenstein | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B00HR735XI) Stalled | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.7
(ID: B00000K32A) Mr. Bean:Merry Mishaps of Mr. Bean VHS | Movies & TV > Featured Categories | Rating: 3.9
(ID: 6304528744) Pantera: 3 VHS | Movies & TV > Art House & International > By Original Language | Rating: 4.9
(ID: B0050UEVKK) Eden of the East - Paradise Lost (Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B001VM8PMG) [Item: B001VM8PMG] | Unknown | Rating: 4.8
(ID: B006H2YZX8) [Item: B006H2YZX8] | Unknown | Rating: 4.0
(ID: B00DRQETYW) Jean-Claude Van Damme Double Feature (The Order / Nowhere to Run) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B017AJ0LNY) Are We There Yet? - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B010PS6FS2) [Item: B010PS6FS2] | Unknown | Rating: 4.5
(ID: B01N6BJ2T2) Barbie: Video Game Hero | Kids > Charming > Imaginative | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00DRQETYW
|
Jean-Claude Van Damme Double Feature (The Order / Nowhere to Run) [Blu-ray]
| 4
|
AEFZ3KB6RWTNINURLP4X7VIUIHBQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Memories Of A Cuban Kitchen | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- The Book of Life: A Novel (All Souls Series) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Simple Knits for Cherished Babies | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Complete Guide To Flower Arranging (DK Living) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Vogue® Knitting on the Go! Crocheted Scarves | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Adorable Crochet for Babies and Toddlers: 22 Projects to Make for Babies from Birth to Two Years | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
### User's movies History:
- [Item: B07NDWWFGK] | Unknown | Rating: 4.0
- Grantchester Series 4 [DVD] [2019] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 1.0
- [Item: B07PZ4N8NF] | Unknown | Rating: 5.0
- [Item: B07RZVZ6X3] | Unknown | Rating: 1.0
- [Item: B003AYU23I] | Unknown | Rating: 5.0
- [Item: B00MW6IQ3I] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B07D31WFWX) Heart That Forgives, A | Movies & TV > Independently Distributed > Drama | Rating: 4.5
(ID: B008N8A3DA) Agatha Christie's Poirot: The Early Cases Collection | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08GDZPSGY) [Item: B08GDZPSGY] | Unknown | Rating: 3.8
(ID: B0162LK5LE) [Item: B0162LK5LE] | Unknown | Rating: 3.4
(ID: B08CVVD8L1) [Item: B08CVVD8L1] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00GNBDOEY) [Item: B00GNBDOEY] | Unknown | Rating: 4.6
(ID: B09KSBFM74) [Item: B09KSBFM74] | Unknown | Rating: 5.0
(ID: B004FRVDVY) UFC: Best of 2010 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0002JC5OS) The Story of Qiu Ju | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B001URA61K) Bizarre Foods with Andrew Zimmern: Collection Three | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00N99UKWW) [Item: B00N99UKWW] | Unknown | Rating: 4.6
(ID: B003L7I7ZY) Senior: A Reunion Special | Movies & TV > Genre for Featured Categories > LGBT | Rating: 4.0
(ID: B000FZEQFA) A Tale of Two Sisters [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01LA1BSG2) [Item: B01LA1BSG2] | Unknown | Rating: 4.3
(ID: B009POTFF8) World War II - Episode 04 - The battle of the Atlantic | Documentary > Military and War | Rating: 3.2
(ID: B07THLQPS8) [Item: B07THLQPS8] | Unknown | Rating: 3.2
(ID: B00GSCLJX6) Zhang Tianliang, a Grand View of Chinese History 笑谈风云 | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B07C7WJRDG) World War Zero | Documentary > Military and War | Rating: 3.1
(ID: B00GKA2PMU) [Item: B00GKA2PMU] | Unknown | Rating: 4.7
(ID: B0014FAIOS) Grizzly Park | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B019RANIXE) [Item: B019RANIXE] | Unknown | Rating: 4.4
(ID: B0006A9IFM) Cuatro Noches Contigo | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B0000AINIZ) Selena Live - The Last Concert | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.8
(ID: B07KLPTNZL) Acquitted: Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0055HK6YS) The Night Before the Night Before Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B0B6V4PR2N) [Item: B0B6V4PR2N] | Unknown | Rating: 3.7
(ID: B01MRNVWFU) [Item: B01MRNVWFU] | Unknown | Rating: 4.4
(ID: B002IGAZ04) [Item: B002IGAZ04] | Unknown | Rating: 3.8
(ID: B07KZHVHNP) Genius: Picasso The Complete Second Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B0002SPQ1S) Moloko: 11,000 Clicks [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00AHREQL0) Cinderella 3d | Movies & TV > Movies | Rating: 4.3
(ID: B00MP2FFL0) Die Hard: 4-Film Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B01ERMAB4Q) Real Ghostbusters, the - Volume 05 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00NHVC0YS) Castles in the Sky (BBC) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000F8O2QU) The Three Burials of Melquiades Estrada | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B005SJXEF6) Not a Fan Small Group Study | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00005JA8A) High Risk | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00724KJWG) [Item: B00724KJWG] | Unknown | Rating: 3.4
(ID: B009JD3FTC) [Item: B009JD3FTC] | Unknown | Rating: 3.6
(ID: B08VW5WQRL) [Item: B08VW5WQRL] | Unknown | Rating: 4.6
(ID: B017ABZSVM) Prank Pack Bird Watcher IV - Video Game Sleeve - BS4 | Movies & TV > Movies | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B008Y6P0LG) [Item: B008Y6P0LG] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B09KVCPVNC) Eyes of Tammy Faye, The | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00EI3YGRI) Guitar World -- Prog-gnosis: 60+ Minutes Worth of Instruction! (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00QGL3MTI) Ethan Frome | Horror > Drama > Romance | Rating: 4.3
(ID: B08BWQD99S) Breathe: Into The Shadows | Suspense > Drama | Rating: 3.7
(ID: B098GBLJWQ) 7th Heaven (Seasons 5-8) | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.6
(ID: B075GYXMM1) Set Free Posse: Jesus Freaks, Biker Gang, or Christian Cult? | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B003OURXOO) [Item: B003OURXOO] | Unknown | Rating: 3.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01DZSODEW) SPACE BATTLESHIP YAMATO 2199 - COMPLETE TV SERIES (1-26 EPISODES) DVD BOX SET + MOVIE | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B07WSKMVSF) Harukana Receive: The Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00M8B9A3C) America's Gospel Singers, The Legacy Lives On | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07T15SL9J) [Item: B07T15SL9J] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B09R8Z552N) Free Guy | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B08NHWBV5C) [Item: B08NHWBV5C] | Unknown | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B09F3PKZTJ) [Item: B09F3PKZTJ] | Unknown | Rating: 2.3
(ID: B01L390ZXI) [Item: B01L390ZXI] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B08X621BVN) Shadow Lines. Season 1 | Movies & TV > Studio Specials > Sundance Channel Home Entertainment | Rating: 4.1
(ID: B01MRDIADI) [Item: B01MRDIADI] | Unknown | Rating: 4.8
(ID: B00007KK48) Amjad Ali Khan and Ustad Shafaat Ahmed Khan: Raga of the Kings | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B0027CI1NM) NOVA: Doctors' Diaries | Movies & TV > PBS > NOVA | Rating: 3.8
(ID: B014R1TR24) [Item: B014R1TR24] | Unknown | Rating: 3.5
(ID: B07BPCZCT7) [Item: B07BPCZCT7] | Unknown | Rating: 3.0
(ID: B00MN9PQ4G) Shaun of the Dead [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00BLQRFSM) Birdy the Mighty: Decode, The Complete Series S.A.V.E. | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: B0087RIJTC) The Babymakers | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00Z0D4CD8) [Item: B00Z0D4CD8] | Unknown | Rating: 4.6
(ID: B00B15OEWS) [Item: B00B15OEWS] | Unknown | Rating: 4.4
(ID: B000ANVQ6E) Cream: Farewell Concert (Special Extended Edition) | Movies & TV > Music Artists > Cream | Rating: 4.4
(ID: B00EYYSNQG) [Item: B00EYYSNQG] | Unknown | Rating: 4.8
(ID: B003DW8OKK) Tracie Long's Longevity: Back Up | Movies & TV > Movies | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00CLH05XM) Bunker, The | Movies & TV > HBO > All HBO Titles | Rating: 4.4
(ID: B0007VY55S) Has Anybody Seen My Pants? | Movies & TV > Independently Distributed > Comedy | Rating: 4.4
(ID: B00G5S9M8C) [Item: B00G5S9M8C] | Unknown | Rating: 2.8
(ID: B00OJZQ07E) Beyond Beauty: Taiwan From Above (Blu-ray + DVD) (Taiwan Version) | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: B001FXG280) Triage: Dr James Orbinski's Humanitarian Dilemma | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B088VWSV7V) Pennyworth: The Complete First Season [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B009W5BXD2) [Item: B009W5BXD2] | Unknown | Rating: 4.6
(ID: B00DM10YS2) [Item: B00DM10YS2] | Unknown | Rating: 3.4
(ID: B001BBAVRO) Miffy and Friends: Miffy's Christmas Tree [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B0088LTZH2) [Item: B0088LTZH2] | Unknown | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B008MILL9G) Ocean's Triple Feature: (Eleven / Twelve / Thirteen) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07SHW49BF) [Item: B07SHW49BF] | Unknown | Rating: 4.6
(ID: B006ESH230) Styx: The Grand Illusion / Pieces Of Eight - Live | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B006ZQZADK) How to Make a Stone Mold | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07KLPTNZL
|
Acquitted: Season 1 [DVD]
| 1
|
AGKM5L7HN6Q25NSA3BQUX3W3VYWQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Coming Collapse of the Dollar and How to Profit from It: Make a Fortune by Investing in Gold and Other Hard Assets | Books > Business & Money > Investing | Rating: 5.0
- Bull's Eye Investing: Targeting Real Returns in a Smoke and Mirrors Market | Books > Business & Money > Economics | Rating: 4.0
- The Oil Factor | Books > Business & Money > Industries | Rating: 3.0
- Yes, You Can Time the Market! | Books > Business & Money > Investing | Rating: 3.0
- On Becoming Baby Wise: The Classic Sleep Reference Guide Used by Over 1,000,000 Parents Worldwide | Books > Health, Fitness & Dieting | Rating: 1.0
- 9-11 | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- Secrets of the Baby Whisperer: How to Calm, Connect, and Communicate with Your Baby | Books > Parenting & Relationships > Parenting | Rating: 2.0
- Irrational Exuberance | Books > Business & Money > Economics | Rating: 4.0
### User's movies History:
- The Ben Stiller Show | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.0
- Jean Michel Jarre - Oxygene Moscow [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.0
- The Battle Of Mexico City | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B005P06A1I) ESPN Films - Renee Richards (Eric Drath) | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B00IXF8Q64) [Item: B00IXF8Q64] | Unknown | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07VY81ZT6) [Item: B07VY81ZT6] | Unknown | Rating: 4.5
(ID: B0091VUYTQ) [Item: B0091VUYTQ] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B079J5Y61B) [Item: B079J5Y61B] | Unknown | Rating: 4.5
(ID: B001PSVHOE) The Starter Wife: Season 1 [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00DHWLGME) [Item: B00DHWLGME] | Unknown | Rating: 4.8
(ID: B00CRNY6XK) Arias With A Twist: The Docufantasy | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00005BJXP) Minna - Emergency Workout [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B082BY498W) Spirit: The Ultimate Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B018FCT8NE) Minions | Science Fiction > Comedy > Cheerful | Rating: 4.7
(ID: B005OA6QVI) Spy Kids 4: All The Time In The World (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00SCBVZZ8) Blackhat (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00303XPOC) 40 Years of Sunny Days [Import anglais] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0026RLMA2) Yankeeography: The Captains Collection | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.7
(ID: B07Q6HNT1H) Pet Sematary 2019 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00H8J2R52) Stacked Racks from Mars | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B007C7V4BS) [Item: B007C7V4BS] | Unknown | Rating: 4.8
(ID: B01LWSEL6P) Gene Roddenberry's Andromeda: The Complete Series | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0000CAOS2) Way Of The Rat: Volume 2 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
(ID: B0055V0KEA) Wow! Wow! Wubbzy!: Wubbzy & The Fire Engine | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0B8TG2Q4G) [Item: B0B8TG2Q4G] | Unknown | Rating: 4.7
(ID: B000SW2F2Q) [Item: B000SW2F2Q] | Unknown | Rating: 4.7
(ID: B000QFAFQ8) Notorious B.I.G.: Bigger Than Life | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00N5B5C72) Magic In The Moonlight | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B009VB8QDW) [Item: B009VB8QDW] | Unknown | Rating: 3.7
(ID: B002IWZN50) The Ultimate Thai Massage Video Basic Mat Techniques for Professional Massage Therapists Learn the Benefits of Therapeutic Thai Massage Instructional DVD for Thai Yoga Massage Training Thai Massage Healing Classes Thai Mat Massage Continuing Ed | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0054IB11A) Madagascar | Documentary > Special Interest | Rating: 4.6
(ID: B000A2X42E) Miner's Massacre | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B002UJD2Z4) [Item: B002UJD2Z4] | Unknown | Rating: 4.7
(ID: B094W371TD) [Item: B094W371TD] | Unknown | Rating: 3.8
(ID: B0825CVQFC) [Item: B0825CVQFC] | Unknown | Rating: 4.2
(ID: B098R1JHDG) [Item: B098R1JHDG] | Unknown | Rating: 2.7
(ID: B00PG3NWJ2) The Newsroom: The Complete Third Season (DVD) | Movies & TV > Award Winners in Movies & TV > Emmy Central | Rating: 4.9
(ID: B00BWJ7YSO) [Item: B00BWJ7YSO] | Unknown | Rating: 4.7
(ID: B000KHME7U) Formula | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00L6AW0JW) When Calls the Heart: The Dance | Movies & TV > Independently Distributed > Drama | Rating: 4.6
(ID: B09GNW2PGD) [Item: B09GNW2PGD] | Unknown | Rating: 4.5
(ID: B00AQ6J56S) Monsieur Verdoux (The Criterion Collection) [DVD] | Movies & TV > Classics > Silent Films | Rating: 4.8
(ID: B00JMF4SCA) La Wally | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B007IJXL2U) [Item: B007IJXL2U] | Unknown | Rating: 4.5
(ID: B00I9988B2) [Item: B00I9988B2] | Unknown | Rating: 3.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B017ORUMQ8) [Item: B017ORUMQ8] | Unknown | Rating: 3.8
(ID: B00005JPXS) The Spiderwick Chronicles (2-Disc Field Guide Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B00009IAXD) Shaolin Traitorous | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0B8LVGZLY) [Item: B0B8LVGZLY] | Unknown | Rating: 4.1
(ID: B00005JM8K) Gas Food Lodging [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B00LU3WAYK) Shark Week | Documentary > Special Interest | Rating: 4.5
(ID: B0BCSK1M27) Hallmark 3-Movie Collection: Christmas Joy, Finding Santa & Mingle All the Way | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000068ZX2) Alejandro Sanz: El Concierto Tour Mas 98 [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01KP47VVQ) [Item: B01KP47VVQ] | Unknown | Rating: 5.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B001GFKSVO) [Item: B001GFKSVO] | Unknown | Rating: 3.1
(ID: B086M6K7GM) [Item: B086M6K7GM] | Unknown | Rating: 4.1
(ID: B01MS85FEN) Greasy Strangler, The | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00MFPXPBO) Star Trek: The Original Series: Season Two Remastered | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B002L5IK6S) [Item: B002L5IK6S] | Unknown | Rating: 4.8
(ID: 0790732041) Frankenstein 1970 | Movies & TV > Science Fiction & Fantasy | Rating: 4.5
(ID: B008HUSFWA) The Ernie Kovacs Collection, Vol. 2 | Movies & TV > Boxed Sets > Comedy | Rating: 4.4
(ID: B09Q12LKW9) [Item: B09Q12LKW9] | Unknown | Rating: 4.9
(ID: B0047Z946U) Hope Floats | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000BH2WF8) Unknown | | Rating: 0.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001MXQGGG) Deadliest Catch: The Complete Fourth Season (Season 4) | Movies & TV > Discovery Channel > Channels | Rating: 4.8
(ID: B07KLNHN41) A Moment in the Reeds | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B001KZN2GI) Brideshead Revisited | Movies & TV > Movies | Rating: 4.3
(ID: B00NX8RUZE) Tusk [Blu-ray + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00O7WRPAU) [Item: B00O7WRPAU] | Unknown | Rating: 4.7
(ID: B07YGX3JBK) [Item: B07YGX3JBK] | Unknown | Rating: 3.3
(ID: B08ZXTN6B7) [Item: B08ZXTN6B7] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01730A2T8) [Item: B01730A2T8] | Unknown | Rating: 4.8
(ID: B0716RHFWM) Twin Peaks: The Return | Suspense > Horror > Drama | Rating: 4.6
(ID: B084ZQW19H) The Making of New World | Sports > Special Interest > Documentary | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00101JNGU) Get Rid of Sciatic Pain For Good! | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B077MMT73M) [Item: B077MMT73M] | Unknown | Rating: 4.4
(ID: B0B5NPGQGZ) [Item: B0B5NPGQGZ] | Unknown | Rating: 3.9
(ID: B01MSZ4XG7) 5 Film Collection: Wesley Snipes (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004VFOLE6) [Item: B004VFOLE6] | Unknown | Rating: 4.5
(ID: B005ICP1D6) The Three Stooges Go Around The World In A Daze | Comedy > Kids > Joyous | Rating: 4.5
(ID: B078MTBLTH) Gentlemen Comrades | Action > Drama | Rating: 4.5
(ID: B002MOS7IO) [Item: B002MOS7IO] | Unknown | Rating: 4.1
(ID: B000NPL0MO) How To Protect Yourself: Master Tsai | Movies & TV > Movies | Rating: 5.0
(ID: B06XRL4JYP) Taboo by Vinegar Syndrome (Kay Parker) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B098C6G8JC) The Boss Baby: Back in Business - Seasons 1 & 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B084PYYMYH) [Item: B084PYYMYH] | Unknown | Rating: 4.8
(ID: B00C6ACWLC) Doctor Who: The Moonbase (Story 33) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000Z7G7Y6) Daag | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B086M6K7GM
|
[Item: B086M6K7GM]
| 5
|
AG3HETXTJPXJ6Z5KGMUDOEM5BPOA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- My Pocket Mantras: Powerful Words to Connect, Comfort, and Protect | Books > Health, Fitness & Dieting > Alternative Medicine | Rating: 1.0
- Collected Poems, 1948-1984 | Books > Literature & Fiction > Poetry | Rating: 4.0
- I Always Loved You: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- On Writing Well: The Classic Guide to Writing Nonfiction | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Rumi: The Book of Love: Poems of Ecstasy and Longing | Books > Literature & Fiction > Poetry | Rating: 5.0
- Lumberjanes Vol. 2: Friendship To The Max (2) | Books > Children's Books > Science Fiction & Fantasy | Rating: 1.0
- Lumberjanes Vol. 1: Beware The Kitten Holy (1) | Books > Children's Books > Science Fiction & Fantasy | Rating: 1.0
### User's movies History:
- [Item: B009AJD5E0] | Unknown | Rating: 1.0
- [Item: B08H1HB86K] | Unknown | Rating: 1.0
- [Item: B01M27DD5U] | Unknown | Rating: 1.0
- Diamonds To Dust | Drama | Rating: 1.0
- Are You Here | Comedy > Drama > Gentle | Rating: 1.0
- [Item: B0778XWPYW] | Unknown | Rating: 1.0
- [Item: B00V9URUEE] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B004SIP7ZS) Good Will Hunting [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00004WG9T) Red Dwarf - Series 2, Byte 1: Kryten VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B003T9O348) Hell's Heroes/Three Godfathers (2 Disc) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004Z132TQ) A Lesson With Odetta-Exploring Life, Music and Song | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B005J4TLRU) 5 Days Of War | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B000SUKPL6) The Gymnast | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B076B78LPK) [Item: B076B78LPK] | Unknown | Rating: 3.5
(ID: B001A7X0ZE) Vampire Diary | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.5
(ID: B01KY7V5IE) [Item: B01KY7V5IE] | Unknown | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01LVVCBIM) [Item: B01LVVCBIM] | Unknown | Rating: 3.2
(ID: B003A3UY82) [Item: B003A3UY82] | Unknown | Rating: 4.6
(ID: B01IE6AF06) [Item: B01IE6AF06] | Unknown | Rating: 3.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0081VMY3G) The Tigger Movie: Bounce-A-Rrrific Special Edition | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B002YPTW1M) Winter Serenity | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B004H7OI46) [Item: B004H7OI46] | Unknown | Rating: 2.7
(ID: B000096IBR) The Master of Ballantrae [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00NTSRTK4) Paris-Manhattan (English Subtitled) | Comedy > International > Arthouse | Rating: 4.0
(ID: B002DJQDRA) Daylight | Suspense > Drama > Tense | Rating: 4.6
(ID: B082JNS2LV) Janacek: From the House of the Dead | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B01699BOMS) [Item: B01699BOMS] | Unknown | Rating: 4.4
(ID: B08HSGWLQ5) Xtreme Hip Hop with Phil Burn Vol 1, By the creator Phillip Weeden | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07HHDKLQ3) [Item: B07HHDKLQ3] | Unknown | Rating: 4.4
(ID: B00BN3DUO6) Nailbiter | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B0B7FR83SX) [Item: B0B7FR83SX] | Unknown | Rating: 4.4
(ID: B01BLS9EVA) Deadpool | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07Q3KLWXR) [Item: B07Q3KLWXR] | Unknown | Rating: 4.3
(ID: B012TZ568Y) [Item: B012TZ568Y] | Unknown | Rating: 3.5
(ID: B00169MLA6) Jennifer Kries: Hot Body! Dance | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0000X2ET2) Prime Suspect 2 [DVD] | Movies & TV > HBO > All HBO Titles | Rating: 4.2
(ID: B07W7GVXJW) Baby In A Manger | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01LZ5VRP1) [Item: B01LZ5VRP1] | Unknown | Rating: 4.8
(ID: B073RBM5JR) [Item: B073RBM5JR] | Unknown | Rating: 4.5
(ID: B001H56P0G) Lots & Lots of Trucks Volume 2 - Mighty Tough Trucks | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B0816W8NM4) ESSENTRICS Rebalance and Reboot Your Body with Miranda Esmonde-White | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B00OZELKA6) [Item: B00OZELKA6] | Unknown | Rating: 4.5
(ID: B00JMSPO0M) [Item: B00JMSPO0M] | Unknown | Rating: 2.4
(ID: B07N3233DX) [Item: B07N3233DX] | Unknown | Rating: 4.7
(ID: B018378BFW) [Item: B018378BFW] | Unknown | Rating: 3.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07NHK4313) [Item: B07NHK4313] | Unknown | Rating: 4.1
(ID: B00DKRO4TI) [Item: B00DKRO4TI] | Unknown | Rating: 4.7
(ID: B004NWUREK) My Love Came Back | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000WCBULY) Mysterious China Trilogy | Movies & TV > Boxed Sets > Documentary | Rating: 3.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B005F96UF0) Willy Wonka & the Chocolate Factory | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B001FZQOPO) I, Caesar - The Rise & Fall of the Roman Empire | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00NFSM4T4) Rumors of Wars | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.2
(ID: B07ZR5RDTL) [Item: B07ZR5RDTL] | Unknown | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000OT6V1E) M*A*S*H - Goodbye, Farewell & Amen | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B07KZKCQLK) Der Hund von Baskerville [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B075XBSX1V) American Made | Suspense > Comedy > Exciting | Rating: 4.6
(ID: B001AXU1EQ) Alvin and the Chipmunks - Alvin's Thanksgiving Celebration [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B0012OTVAI) FLORENCE: Cradle of the Renaissance | Movies & TV > Independently Distributed > Documentary | Rating: 3.4
(ID: B00000G08Q) One Against the Wind [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B003QF1N52) Legendary | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000H1RFWS) Viva Baseball [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B08LR22784) [Item: B08LR22784] | Unknown | Rating: 4.1
(ID: B077YSC55F) [Item: B077YSC55F] | Unknown | Rating: 4.4
(ID: B002YJP4PG) [Item: B002YJP4PG] | Unknown | Rating: 3.3
(ID: B06VYHX2NR) [Item: B06VYHX2NR] | Unknown | Rating: 4.2
(ID: B08Y62N9BJ) [Item: B08Y62N9BJ] | Unknown | Rating: 3.6
(ID: B00I3C1T8Y) Rooster Cogburn [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01LY5GWN2) [Item: B01LY5GWN2] | Unknown | Rating: 3.7
(ID: B0000VCZK2) Alien Quadrilogy (Alien / Aliens / Alien 3 / Alien Resurrection) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: 6300198073) Abba VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B00008G7UB) Best of Lennon & McCartney for Electric Guitar | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.5
(ID: B07YR6MWK2) [Item: B07YR6MWK2] | Unknown | Rating: 4.1
(ID: B0010X744Q) Trading Spaces: Specials | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000VIO1QU) [Item: B000VIO1QU] | Unknown | Rating: 4.5
(ID: B003S4LEPU) City of Life and Death [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00005LMAK) Faust, Love of the Damned | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B074L8GYNP) Teletubbies Classics: Music 1 | Movies & TV > 3-6 Years | Rating: 4.0
(ID: B004HGHIHG) [Item: B004HGHIHG] | Unknown | Rating: 3.7
(ID: B07XW7G7LR) Colewell | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01KO8Z6JW) [Item: B01KO8Z6JW] | Unknown | Rating: 4.2
(ID: B01KP1XL4K) [Item: B01KP1XL4K] | Unknown | Rating: 3.6
(ID: B006JXDXZG) [Item: B006JXDXZG] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00000ICUO) A Cool, Dry Place VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B01D0LWEWW) [Item: B01D0LWEWW] | Unknown | Rating: 4.0
(ID: B017ORV2HQ) [Item: B017ORV2HQ] | Unknown | Rating: 2.3
(ID: B078J9DXP3) [Item: B078J9DXP3] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0743LFLFC) [Item: B0743LFLFC] | Unknown | Rating: 4.0
(ID: B00KIHGMFM) [Item: B00KIHGMFM] | Unknown | Rating: 4.0
(ID: B07RXZVWTQ) [Item: B07RXZVWTQ] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07BF46VHM) Die Hard 30th Anniversary (Blu-ray + Digital) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: 0788811428) No Deposit No Return | Movies & TV > Disney Home Video > By Age | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07733T1D4) [Item: B07733T1D4] | Unknown | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00KIHGMFM
|
[Item: B00KIHGMFM]
| 1
|
AFAKLPFX57JJLUPR3JMTBJDFZCTA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Anne Frank: A Life From Beginning to End (World War 2 Biographies) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 3.0
- Frog and Toad Storybook Treasury: 4 Complete Stories in 1 Volume! (I Can Read Level 2) | Books > Children's Books > Literature & Fiction | Rating: 4.0
- The Resident Evil at Blackthorn Manor (Kindle Single) (Grayson Sherbrooke's Otherworldly Adventures Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Long Game (Haunted Series Book 19) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Legend of Sleepy Hollow (Wildside Fantasy Classic) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Mind Fray (Haunted Series Book 12) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Wanted: Staff For Haunted Manor House (experience with ghosts helpful) (A Caitlin McLeod Gothic Thriller Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Ghosts of Delacroix House | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Hauntings of Cold Creek Hollow (Haunted Series Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Best Ghost Stories | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- Looney Tunes Super Stars: Foghorn Leghorn & Friends - Barnyard Bigmouth | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
- Agatha Christie's Ordeal By Innocence | Suspense > Drama | Rating: 1.0
- And Then There Were None | Movies & TV > Blu-ray > TV | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B01LYZ5HF9) Beautiful Bones | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00CDV4I98) Last Outlaw, The | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B002ZVIF9U) [Item: B002ZVIF9U] | Unknown | Rating: 3.0
(ID: B073R228JP) [Item: B073R228JP] | Unknown | Rating: 4.5
(ID: B0015EYIB2) [Item: B0015EYIB2] | Unknown | Rating: 3.8
(ID: B08VW369K7) [Item: B08VW369K7] | Unknown | Rating: 4.3
(ID: B07VGTYMKK) And Soon the Darkness (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00417HUVK) Andre Rieu: A Celebration of Music | Movies & TV > Music Artists > Rieu, Andre | Rating: 4.6
(ID: B011JDICC4) Arrow: Seasons 1-3 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.9
(ID: B00020HB0K) Songwriter | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B08739NTGC) [Item: B08739NTGC] | Unknown | Rating: 2.2
(ID: B00029NMD6) Love & Pop | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00120WFZA) [Item: B00120WFZA] | Unknown | Rating: 4.3
(ID: B06XK6DVND) [Item: B06XK6DVND] | Unknown | Rating: 4.6
(ID: B0030D7ZD4) RevAbs: 90 Day Six-Pack Ab Solution Workout DVD Program | Movies & TV > TV | Rating: 3.2
(ID: B005EN76VE) I'll Never Die Alone [Region 2] | Movies & TV > Movies | Rating: 3.1
(ID: B00MMOHZA0) [Item: B00MMOHZA0] | Unknown | Rating: 2.5
(ID: B07PF4Z4YC) [Item: B07PF4Z4YC] | Unknown | Rating: 4.9
(ID: B0190TAL82) [Item: B0190TAL82] | Unknown | Rating: 4.9
(ID: 0800106806) Blind Date | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B07KCMP7J5) [Item: B07KCMP7J5] | Unknown | Rating: 2.7
(ID: B00E00P5JC) Turbo [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07YL5638C) [Item: B07YL5638C] | Unknown | Rating: 4.2
(ID: B000ION23A) The Ant Bully (Widescreen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MNYUNTE) Kill la Kill (English Subtitled) | Science Fiction > Comedy > Animation | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09JBT2HR3) Bedtime Story [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003CL6L2A) Tom and Jerry Deluxe Anniversary Collection | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B001CDFY2S) White House Pets [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 6301290895) Walt Disney Cartoon Classics, V. 11: Mickey & the Gang VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.7
(ID: B017VKH9DC) [Item: B017VKH9DC] | Unknown | Rating: 4.8
(ID: B08M253WW2) Dating Amber | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B002FP13YA) Martin: The Complete Seasons 1 & 2 | Movies & TV > HBO > All HBO Titles | Rating: 4.8
(ID: B001EH1L88) Playtime Play Time Jennifer Burton Monique Parent Region 1, 4 NTSC Unrated DVD (Spanish Cover) | Movies & TV > Movies | Rating: 5.0
(ID: B07FSVVF12) Robert the Doll - Four Pack - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B001C71IG0) Atmospheres: Earth Air & Water | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B07H8PX43G) [Item: B07H8PX43G] | Unknown | Rating: 4.6
(ID: B0064CRRHC) Michael Caine: 7 Movie Collection (Battle of Britain, Dressed to Kill, Play Dirty, Quills, The Whistle Blower, Without a Clue, Zulu) | Movies & TV > Movies | Rating: 4.2
(ID: B0091X1FVA) [Item: B0091X1FVA] | Unknown | Rating: 4.7
(ID: B00TX22LYE) [Item: B00TX22LYE] | Unknown | Rating: 4.1
(ID: B071RMXC5Y) [Item: B071RMXC5Y] | Unknown | Rating: 3.3
(ID: B01NAEXERB) [Item: B01NAEXERB] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B008GJV48E) [Item: B008GJV48E] | Unknown | Rating: 4.3
(ID: B000BZ5NWE) Step Reebok: The Video | Movies & TV > Independently Distributed > Special Interests | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6304217226) Wind Named Amnesia | Movies & TV > Animation > Feature Films | Rating: 3.5
(ID: B00ERXRCMA) [Item: B00ERXRCMA] | Unknown | Rating: 4.6
(ID: B073FP129Q) Bates Motel: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B009S70LHS) [Item: B009S70LHS] | Unknown | Rating: 3.0
(ID: B00005MEPV) Star Wars, Episode 1: The Phantom Menace (Widescreen) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00MR9WROO) [Item: B00MR9WROO] | Unknown | Rating: 3.3
(ID: B01B7P960G) The X-Files: The Event Series | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0896XVW1B) [Item: B0896XVW1B] | Unknown | Rating: 4.8
(ID: B0041ONFH6) Hi-5: Complete Series | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.3
(ID: B00NH873KW) [Item: B00NH873KW] | Unknown | Rating: 3.2
(ID: B000GW8VTO) We Were Soldiers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B0B4KHKDGY) Crawl | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00VGSHA9Y) Backstreet Boys: Show 'Em What You're Made Of | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00BMRTPEM) The White Queen 2017 | Movies & TV > Genre for Featured Categories > Fantasy | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00008DDW2) Greatest Heroes and Legends of the Bible: Jonah and the Whale | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B010ND20MO) [Item: B010ND20MO] | Unknown | Rating: 3.3
(ID: B0B853VWLL) [Item: B0B853VWLL] | Unknown | Rating: 5.0
(ID: B0002234Y0) La Femme Nikita: The Complete Second Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00EPMCJQW) What Remains NON USA FORMAT UK REGION | Movies & TV > Movies | Rating: 4.4
(ID: B006RAFI0E) [Item: B006RAFI0E] | Unknown | Rating: 4.5
(ID: B07C461KY6) [Item: B07C461KY6] | Unknown | Rating: 4.6
(ID: B06XHWNB4J) [Item: B06XHWNB4J] | Unknown | Rating: 3.9
(ID: B000BF0CN4) Biography - Peter the Great: The Tyrant Reformer | Movies & TV > A&E Home Video > Biography | Rating: 3.0
(ID: B07FYJZFHQ) Ant-Man and the Wasp [DVD] [2018] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: 6302024226) Cherry Pie: Quality You Can Taste | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B088JZFM9L) [Item: B088JZFM9L] | Unknown | Rating: 3.6
(ID: B005ZB8ZHY) [Item: B005ZB8ZHY] | Unknown | Rating: 4.7
(ID: B07MJJ5QN7) The Inn Of The Sixth Happiness | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01MQMOY2U) [Item: B01MQMOY2U] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B001MUP8JK) Land of Lost Monsters DVD | Movies & TV > 7-9 Years | Rating: 4.4
(ID: 6302353025) Granpa [VHS] | Movies & TV > Movies | Rating: 4.9
(ID: B000TV1SUG) The Charlie Daniels Band: Volunteer Jam | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B074CSFMCK) [Item: B074CSFMCK] | Unknown | Rating: 2.2
(ID: B01BT7MQZE) [Item: B01BT7MQZE] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00DMLHE1M) C.A.R.E. at Home - Look to the Mountain DVD | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B00F3WP0P0) [Item: B00F3WP0P0] | Unknown | Rating: 3.5
(ID: 6304961669) A Family Thing VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0866SVJ6G) [Item: B0866SVJ6G] | Unknown | Rating: 4.0
(ID: B001EHYEU0) Avventure Di Pinocchio (Le) (SE) (2 Dvd) - IMPORT | Movies & TV > Movies | Rating: 4.7
(ID: B09JRZG7FT) Farscape - The Complete Series (inc The Peacekeeper Wars) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00DDXEJE4) The Sexualist / Wendy's Palace | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00049QJPM) Sweet Liberty | Movies & TV > Featured Categories > DVD | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B003CL6L2A
|
Tom and Jerry Deluxe Anniversary Collection
| 4
|
AHRLTJDI6SHLDS43K33UCEDVPEYQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Chez Panisse Pasta, Pizza, & Calzone: A Cookbook (Chez Panisse Cookbook Library) | Books > Cookbooks, Food & Wine > Regional & International | Rating: 1.0
- Our Daily Meds: How the Pharmaceutical Companies Transformed Themselves into Slick Marketing Machines and Hooked the Nation on Prescription Drugs | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Happiness Advantage: The Seven Principles of Positive Psychology That Fuel Success and Performance at Work | Books > Business & Money > Business Culture | Rating: 5.0
- Tomatoland: How Modern Industrial Agriculture Destroyed Our Most Alluring Fruit | Books > Business & Money > Economics | Rating: 5.0
- Rogers Gray Italian Country Cook Book | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Brunetti's Venice: Walks with the City's Best-Loved Detective | Books > Travel > Europe | Rating: 1.0
- About Face: Commissario Guido Brunetti Mystery (The Commissario Guido Brunetti Mysteries, 18) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
### User's movies History:
- Doctor Finlay | Drama | Rating: 5.0
- [Item: B000MVFQ7E] | Unknown | Rating: 5.0
- [Item: B00JWMPH14] | Unknown | Rating: 2.0
- [Item: B0178FY8ZM] | Unknown | Rating: 2.0
- [Item: B01E6F0HAW] | Unknown | Rating: 4.0
- [Item: B005V8RDOM] | Unknown | Rating: 4.0
- [Item: B0190TK8VW] | Unknown | Rating: 5.0
- [Item: B00WN56BOO] | Unknown | Rating: 5.0
- [Item: B004HGM5JM] | Unknown | Rating: 5.0
- [Item: B002R1W6KW] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000F2C7DG) Doogal | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B001CUB9GQ) Plan 9 From Outer Space | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B00DQLWSI2) [Item: B00DQLWSI2] | Unknown | Rating: 4.4
(ID: B009Q7ZOM2) [Item: B009Q7ZOM2] | Unknown | Rating: 3.1
(ID: B0036K9CIM) Before You Say I Do | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B09CN2KS4K) [Item: B09CN2KS4K] | Unknown | Rating: 4.7
(ID: B002TKD056) [Item: B002TKD056] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0001EYSWQ) Dr. Jekyll and Mr. Hyde (1932) / Dr. Jekyll and Mr. Hyde (1941) ( Dr. Jekyll & Mr. Hyde (1932) / Dr. Jekyll & Mr. Hyde (1941) ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0012QE4PI) The Counterfeiters | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B003X82CWU) Hancock / Ghost Rider (Two-Pack) | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B017Y3VB80) The Tree That Saved Christmas | Drama > Romance > Heartwarming | Rating: 4.6
(ID: B00005J75S) Highlights of the 2001 Masters Tournament | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: 630491167X) Godzilla Vs Mothra | Movies & TV > Sci-Fi Series & Sequels > Godzilla | Rating: 4.7
(ID: B00WSD25E6) [Item: B00WSD25E6] | Unknown | Rating: 4.3
(ID: B08YNV8M2K) Ponette | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00EF1I8IQ) Haunted Double Feature (Ghostwatch/The Stone Tape) [Non USA PAL Format] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01DYZ47E2) Airborne: Classic Movie | Movies & TV > Genre for Featured Categories > Military & War | Rating: 3.3
(ID: 6301986792) Romance in Manhattan [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B01F9H68XQ) [Item: B01F9H68XQ] | Unknown | Rating: 4.8
(ID: B001TWT09A) Sister, Sister: Season 2 | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.4
(ID: B072JVC31Y) [Item: B072JVC31Y] | Unknown | Rating: 3.0
(ID: B07PSD2MDJ) [Item: B07PSD2MDJ] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00FCJKPCC) [Item: B00FCJKPCC] | Unknown | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B06X6H5BBZ) [Item: B06X6H5BBZ] | Unknown | Rating: 5.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B078NXFQX4) [Item: B078NXFQX4] | Unknown | Rating: 4.0
(ID: B000SHKQJK) Mickey Mouse Club Volume 8: Anything Can Happen Day! | Movies & TV > Disney Home Video > Animated Characters | Rating: 5.0
(ID: B00006LPAY) Cowboy Bebop - Best Sessions [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0019K4YUC) Catalina y Sebastian | Movies & TV > Boxed Sets > Art House & International | Rating: 3.6
(ID: B00EDDUKGY) Rise Of The Guardians | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08GX2S8R9) [Item: B08GX2S8R9] | Unknown | Rating: 4.4
(ID: B000MV90E4) Shattered Image | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B08RSHTL2M) [Item: B08RSHTL2M] | Unknown | Rating: 3.8
(ID: B0752CQKKJ) [Item: B0752CQKKJ] | Unknown | Rating: 4.1
(ID: B09D66KJKM) Four Good Days | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B07DVB8KV1) [Item: B07DVB8KV1] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B005E1GWCA) Two-Step 101: Beginner Country Dance Lessons | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00SO33ILI) [Item: B00SO33ILI] | Unknown | Rating: 3.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B001MFNB5I) Religulous | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B07WTMVNGM) [Item: B07WTMVNGM] | Unknown | Rating: 4.3
(ID: B0776R7J6Q) [Item: B0776R7J6Q] | Unknown | Rating: 4.0
(ID: B0B8THSTVK) [Item: B0B8THSTVK] | Unknown | Rating: 4.8
(ID: B005IW7E18) [Item: B005IW7E18] | Unknown | Rating: 1.0
(ID: B002XDR5LY) Desert Nights (1929) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B000H5U5IA) Ganja & Hess: The Complete Edition [DVD] | Movies & TV > Cult Movies > Blaxploitation | Rating: 3.9
(ID: B00OPDFQ34) [Item: B00OPDFQ34] | Unknown | Rating: 4.5
(ID: B00MK1RA14) Art 21: Art in the Twenty-First Century - Season 7 | Movies & TV > PBS > All | Rating: 4.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0B72VBJDY) [Item: B0B72VBJDY] | Unknown | Rating: 4.6
(ID: B07HJPZTY1) Tea With The Dames | Documentary > International > Joyous | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003U84IB6) [Item: B003U84IB6] | Unknown | Rating: 4.4
(ID: 630263119X) Andy Griffith Show:Best of Darlings [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07ZN74XRW) Doctor Who - Complete Collection, DVD (Series Seasons 1-10, 1,2,3,4,5,6,7,8,9,10 Bundle) | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0051VRZNI) [Item: B0051VRZNI] | Unknown | Rating: 3.5
(ID: B00MTGRFFG) [Item: B00MTGRFFG] | Unknown | Rating: 4.4
(ID: B09DY6BV6M) [Item: B09DY6BV6M] | Unknown | Rating: 4.4
(ID: B07QXTJMD6) [Item: B07QXTJMD6] | Unknown | Rating: 3.2
(ID: B0019LLEW2) Cracking the Maya Code - NOVA | Movies & TV > PBS > NOVA | Rating: 4.4
(ID: B004QXJZXA) Le Mans [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07YMK7X7B) Ever After | Horror > Gritty > Intense | Rating: 3.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B007V3OY0G) Game of Thrones: Season 1 & 2 | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B000O3C542) Team Baby: Major League Baseball Baby | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00073K86Q) W.C. Fields: Extravaganza [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0047KQH4M) [Item: B0047KQH4M] | Unknown | Rating: 3.2
(ID: B008F0QBBO) Exile | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00PTUB6K4) Devils and Realist | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B003WJ81XE) [Item: B003WJ81XE] | Unknown | Rating: 4.7
(ID: B001QDBX6K) Eden Log [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.9
(ID: B001F0Y9KG) Belly Baby: A Prenatal Bellydance Workout [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00CR3HY16) [Item: B00CR3HY16] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0006GAI0A) The Reign Goes On | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B01LXI06TT) [Item: B01LXI06TT] | Unknown | Rating: 4.3
(ID: B01M7UU7EJ) [Item: B01M7UU7EJ] | Unknown | Rating: 3.7
(ID: B0026ZQIFS) 20,000 Years In Sing Sing | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00K6J7L66) Good Sam | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00JE59VB6) [Item: B00JE59VB6] | Unknown | Rating: 3.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B003CR9C9S) Sci-Fi Collector's Set V.6 | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.1
(ID: B08W5D8YSP) [Item: B08W5D8YSP] | Unknown | Rating: 5.0
(ID: B087FWGS95) [Item: B087FWGS95] | Unknown | Rating: 4.6
(ID: B093F9D9GK) [Item: B093F9D9GK] | Unknown | Rating: 3.2
(ID: B0964LNYGS) [Item: B0964LNYGS] | Unknown | Rating: 3.4
(ID: B018TE3HKS) [Item: B018TE3HKS] | Unknown | Rating: 4.5
(ID: B012PGBMD0) Changing of Ben Moore | Horror | Rating: 2.8
(ID: B004LWZW4W) Rise of the Planet of the Apes (Two-Disc Edition Blu Ray + DVD/Digital Copy Combo) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00D3O24NG) Rossini: Ciro in Babilonia | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B07NHRHZ2J) Fighting with My Family [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B08P6B9DWJ) [Item: B08P6B9DWJ] | Unknown | Rating: 1.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07DVB8KV1
|
[Item: B07DVB8KV1]
| 5
|
AEWXV5TOLC5NIMUQIWFKA3SUFIJA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Weary World: Reflections for a Blue Christmas | Books > Christian Books & Bibles > Christian Living | Rating: 1.0
- Explore Walking Foot Quilting with Leah Day (Explore Machine Quilting) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Through the Dark (Bonus Content)-A Darkest Minds Collection (A Darkest Minds Novel) | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 5.0
- Picker's Bible: How to Pick Antiques Like the Pros | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 1.0
- Lonely Planet Nova Scotia, New Brunswick & Prince Edward Island (Travel Guide) | Books > Travel > Canada | Rating: 4.0
- Frommer's EasyGuide to Prince Edward Island, Nova Scotia and New Brunswick (Easy Guides) | Books > Travel > Canada | Rating: 2.0
### User's movies History:
- [Item: B0042K6G6Q] | Unknown | Rating: 3.0
- [Item: B079Z18D2Z] | Unknown | Rating: 1.0
- [Item: B06XH39Z6P] | Unknown | Rating: 5.0
- [Item: B071RC7S67] | Unknown | Rating: 5.0
- [Item: B06W9PGWMF] | Unknown | Rating: 2.0
- [Item: B01D3WMZWC] | Unknown | Rating: 3.0
- [Item: B01N4TQH8S] | Unknown | Rating: 1.0
- [Item: B01M1CB9PS] | Unknown | Rating: 2.0
- Capote | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B08NZ23H8R) [Item: B08NZ23H8R] | Unknown | Rating: 4.8
(ID: B00G74LQZ6) [Item: B00G74LQZ6] | Unknown | Rating: 2.7
(ID: B004HGJFPY) [Item: B004HGJFPY] | Unknown | Rating: 4.5
(ID: 6305222886) Escape From L.A. | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B00FPUZEBA) [Item: B00FPUZEBA] | Unknown | Rating: 4.8
(ID: B000H877IS) The Dark side of OZ | Movies & TV > Movies | Rating: 3.6
(ID: B001NY6YPW) Orgasmic Birth | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00V4JI8HI) [Item: B00V4JI8HI] | Unknown | Rating: 4.8
(ID: 1567301509) Maborosi [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B07DFXB54P) Jurassic World: Fallen Kingdom (DVD + Digital Download) [2018] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0006J6158) Gilligan's Island - The Complete First and Second Seasons [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: 6303955746) Segovia at Los Olivos [VHS] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.5
(ID: B07F72V7FC) [Item: B07F72V7FC] | Unknown | Rating: 4.3
(ID: B0041VT6H2) [Item: B0041VT6H2] | Unknown | Rating: 4.4
(ID: B01J4STIE2) Fleabag | Comedy > Drama | Rating: 4.1
(ID: B0002V7SLQ) Alucarda | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07SG17WQ7) [Item: B07SG17WQ7] | Unknown | Rating: 5.0
(ID: B00O8NOVUU) [Item: B00O8NOVUU] | Unknown | Rating: 4.7
(ID: B00ESGZ232) Chasing Madoff | Documentary > Special Interest > Cerebral | Rating: 4.2
(ID: B00CWVEVVE) [Item: B00CWVEVVE] | Unknown | Rating: 3.0
(ID: B00J92616W) Authors Anonymous | Movies & TV > Independently Distributed > Comedy | Rating: 3.4
(ID: B07S85HSTC) Braveheart / Gladiator / Hercules Triple Feature | Movies & TV > Movies | Rating: 4.7
(ID: B00IXGRHPO) [Item: B00IXGRHPO] | Unknown | Rating: 4.2
(ID: B018GDUGT2) Beauty & the Beast: The Third Season | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 6304068530) Rocket Gibraltar | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0009GX1Z6) Sweet Bird Of Youth | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: 1572524197) The Seven Deadly Sins VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B001RPZE44) Pokemon: The First Three Movies [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B016W3RM18) [Item: B016W3RM18] | Unknown | Rating: 4.8
(ID: B00RG8TERO) [Item: B00RG8TERO] | Unknown | Rating: 4.3
(ID: B0007CHQ9Y) Victoria Johnson: Power Shaping, Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07S5GWX7J) [Item: B07S5GWX7J] | Unknown | Rating: 4.3
(ID: B086CYVCL5) Wolf Warrior | Action > Compelling > Exciting | Rating: 4.1
(ID: B019JR30AQ) [Item: B019JR30AQ] | Unknown | Rating: 4.7
(ID: B000W4RWDC) [Item: B000W4RWDC] | Unknown | Rating: 4.2
(ID: B00U8NCK98) [Item: B00U8NCK98] | Unknown | Rating: 4.0
(ID: B075888GJH) [Item: B075888GJH] | Unknown | Rating: 4.7
(ID: B01LX9FC8I) CHEESE IN THE TRAP - COMPLETE KOREAN TV SERIES DVD BOX SET (1-16 EPISODES) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000A1OG1S) Stephen King Presents Kingdom Hospital - The Beginning [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B003SHVY5M) Typeface | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B003E0YU0Y) Everlasting Moments (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00IRWRUCO) [Item: B00IRWRUCO] | Unknown | Rating: 4.5
(ID: B08J25LMR8) [Item: B08J25LMR8] | Unknown | Rating: 4.2
(ID: B00CMCCAHK) Ginger & Rosa | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B0009JQN6M) The Nanny - The Complete First Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00FEC4PN2) [Item: B00FEC4PN2] | Unknown | Rating: 4.9
(ID: B096M8K7KC) [Item: B096M8K7KC] | Unknown | Rating: 4.8
(ID: B073ZYKLKL) Sharknado 5: Global Swarming | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08146K8F4) [Item: B08146K8F4] | Unknown | Rating: 3.5
(ID: B07KH2ZS71) Death and Nightingales [BBC] [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00SLEJJ54) VeggieTales Rack, Shack and Benny - Repackage | Movies & TV > 3-6 Years | Rating: 4.8
(ID: B010PS3ZP8) [Item: B010PS3ZP8] | Unknown | Rating: 4.0
(ID: B09KHHBB3T) [Item: B09KHHBB3T] | Unknown | Rating: 4.9
(ID: B000053V7Q) Elvis - That's the Way It Is (Special Edition) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00LFOTM18) [Item: B00LFOTM18] | Unknown | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01MRB8RJE) [Item: B01MRB8RJE] | Unknown | Rating: 4.1
(ID: B004GZZH8A) Soul Eater: The Meister Collection | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B001CUB3LW) History -- History's Mysteries : Vikings: Fury From The North | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B09K3DGNYR) Mayor Pete | Documentary | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01I01X8J0) [Item: B01I01X8J0] | Unknown | Rating: 4.7
(ID: B00M5LONXM) [Item: B00M5LONXM] | Unknown | Rating: 3.2
(ID: B000GNOSNG) Perrault - La Belle / Jean-Christophe Maillot, Ballet de Monte Carlo | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 3.7
(ID: B00IGQ8DVI) [Item: B00IGQ8DVI] | Unknown | Rating: 4.3
(ID: B00MZ3VCS4) Boardwalk Empire: Complete Second Season (Rpkg/DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.8
(ID: B0191MXF2W) [Item: B0191MXF2W] | Unknown | Rating: 4.4
(ID: B00DPH7QPM) Extracted | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000TD48SI) I Dream of Jeannie: The Complete Fifth and Final Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B006S050WE) [Item: B006S050WE] | Unknown | Rating: 4.1
(ID: B0047DKLBY) Moonfleet | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.3
(ID: B00M1CFRDA) Falcon Rising | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001QEMR3C) [Item: B001QEMR3C] | Unknown | Rating: 4.2
(ID: B08Q352D6K) Oh! My Sweet Liar! | Comedy > Drama > Romance | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07JPHQY8D) [Item: B07JPHQY8D] | Unknown | Rating: 3.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B082PQKBWY) Duck Dodgers: The Complete Third Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B008Y7WPT0) [Item: B008Y7WPT0] | Unknown | Rating: 4.8
(ID: B000IZJQF2) The Beast of Loch Ness | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B008JFUO4U) Oblivion [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B099HSJGVJ) [Item: B099HSJGVJ] | Unknown | Rating: 4.5
(ID: B01F4BYO2E) [Item: B01F4BYO2E] | Unknown | Rating: 4.7
(ID: B011LOJ6Q2) 13 Minutes [DVD] | Movies & TV > Movies | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002UW0G8W) [Item: B002UW0G8W] | Unknown | Rating: 4.7
(ID: B005IGVTHO) Nirvana - Nevermind: A 20th Anniversary Tribute | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B094MZ5QFZ) [Item: B094MZ5QFZ] | Unknown | Rating: 4.0
(ID: B0B634SS4F) [Item: B0B634SS4F] | Unknown | Rating: 4.5
(ID: B00005V9KB) The Diamond of Jeru [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00SLEJJ54
|
VeggieTales Rack, Shack and Benny - Repackage
| 5
|
AHBNCDVQBY4STBS5OH62LVGFKHFQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Ramen to the Rescue Cookbook: 120 Creative Recipes for Easy Meals Using Everyone's Favorite Pack of Noodles | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 2.0
- Windows 10 For Seniors For Dummies | Books > Computers & Technology > Operating Systems | Rating: 3.0
- Container Gardening For Dummies | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 4.0
- Campbell 4 Cookbooks in 1: Classic Comfort Foods, Skillet Dishes, Everyday Meals, Simple Slow Cooking | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 5.0
- Attic Windows: Quilts with a View | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
### User's movies History:
- Must See Places of the World 6 pk. | Movies & TV > Boxed Sets > Special Interests | Rating: 4.0
- Hachi: A Dog's Tale | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Beethoven's Dog-gone Best Movie Pack | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Red Dog | Movies & TV > Independently Distributed > Drama | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00MSTPJW0) [Item: B00MSTPJW0] | Unknown | Rating: 4.2
(ID: B071S2QPQ4) Viking Legacy | Action > Adventure | Rating: 3.6
(ID: B007ZE6JYK) Chuck Norris 4 Feature Action Collection Missing In Action, Delta Force 2, Code of Silence, Hero and the Terror | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07P8977FF) [Item: B07P8977FF] | Unknown | Rating: 4.5
(ID: B07TJKBNMK) Star Wars: The Force Awakens | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000GIWHEI) Candid Camera: Greatest Moments [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B0794SPYT2) Small Town Crime | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: 6300280071) Thank You Mr. President VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B06X9PPHGB) The Westerner: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07BQPTRZL) Coach Jake | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B007FFX65E) [Item: B007FFX65E] | Unknown | Rating: 4.2
(ID: B00008DDGI) Greatest Heroes and Legends of the Bible: The Apostles | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B07JNTH38C) [Item: B07JNTH38C] | Unknown | Rating: 4.7
(ID: B01GT357XG) Kikaida DVD Volume 1-9 Value Pack | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B000BZIT7A) Masters of Flamenco - Early Television Concerts | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B011T0VQE8) Rhodes, Greece Virtual Walk Treadmill Video | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B08QNBMQ87) [Item: B08QNBMQ87] | Unknown | Rating: 4.0
(ID: B00AMBGN1C) [Item: B00AMBGN1C] | Unknown | Rating: 4.6
(ID: B0001LJCSY) Reboot - Daemon Rising / My Two Bobs [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B079393GVF) The Last Apartment | Horror > Drama | Rating: 2.6
(ID: B001DUDJYK) [Item: B001DUDJYK] | Unknown | Rating: 4.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0073CMTJ8) [Item: B0073CMTJ8] | Unknown | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07DKRF1F6) [Item: B07DKRF1F6] | Unknown | Rating: 4.6
(ID: B00LBEXJ2U) [Item: B00LBEXJ2U] | Unknown | Rating: 3.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00498TNK2) [Item: B00498TNK2] | Unknown | Rating: 4.0
(ID: B00HRUQ8VG) Gene Autry: Movie Collection 6 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B072BKN95G) [Item: B072BKN95G] | Unknown | Rating: 4.7
(ID: B0152ZZJVW) [Item: B0152ZZJVW] | Unknown | Rating: 4.7
(ID: B08D6T23RM) [Item: B08D6T23RM] | Unknown | Rating: 5.0
(ID: B002PNF7VM) [Item: B002PNF7VM] | Unknown | Rating: 4.5
(ID: B06ZXWQ46Y) [Item: B06ZXWQ46Y] | Unknown | Rating: 2.9
(ID: B00FM5P8S2) [Item: B00FM5P8S2] | Unknown | Rating: 4.7
(ID: B005EKWYS2) History of the United States Navy Gift | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01LTIA5N8) Bright Lights: Starring Carrie Fisher and Debbie Reynolds | Movies & TV > HBO > All HBO Titles | Rating: 4.8
(ID: B001DZBKQO) [Item: B001DZBKQO] | Unknown | Rating: 4.2
(ID: B00T5DYVCG) Vietnam War 2 DVD + Memoribelia Gift Set | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B003KO1JRG) Guitar Play Along: Lennon & Mccartney Acoustic 29 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000F3AAW0) Perry Mason: The First Season - Volume One | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01CV3I2BM) Rick and Morty: The Complete Second Season [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B06XP18LLX) [Item: B06XP18LLX] | Unknown | Rating: 4.7
(ID: B09W3539RZ) [Item: B09W3539RZ] | Unknown | Rating: 4.5
(ID: B07JLT9HQH) [Item: B07JLT9HQH] | Unknown | Rating: 3.2
(ID: B0812BQDK8) [Item: B0812BQDK8] | Unknown | Rating: 4.0
(ID: B005NKIPY0) Peter Cetera with Special Guest Amy Grant: Live in Concert... [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B06W52DKSN) Chicago Cubs: 2016 World Series: The Complete Game 7 (Ultimate Edition) | Movies & TV > Fully Loaded DVDs > Ultimate Editions | Rating: 4.7
(ID: B07ZZHHWV1) Holiday Baking Championship | Unscripted > Documentary | Rating: 4.7
(ID: B00005R5GM) The Russia House [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B077GVLYHD) Bubble Guppies: Swim-Sational Collection | Movies & TV > Movies | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 6302703832) The Guns of August [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: 6302641977) It Started With a Kiss | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B00M35UW9Y) Lilias! Complete Yoga Fitness Beginners & Seniors: Firm and Tone Arms, Legs, Abs and Buns, Improve Flexibility, Balance and Energy | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0039NHXOQ) [Item: B0039NHXOQ] | Unknown | Rating: 4.8
(ID: B000JXYJMI) The Devil Wears Prada [DVD] [2006] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B07BQCMMKD) The Magic Pill | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B00C4QXHP8) Quiz Show | Drama > Historical > Biting | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001NRY6MC) Bunnytown: Hello Bunnies | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: 6305753156) Trigun Vol. 1 - The 60 Billion Dollar Man VHS | Movies & TV > Movies | Rating: 4.9
(ID: B00XHIUDDQ) [Item: B00XHIUDDQ] | Unknown | Rating: 4.2
(ID: B00VH0GINK) [Item: B00VH0GINK] | Unknown | Rating: 4.8
(ID: B000VXWY4Q) Dracula - Entre l'amour et la mort | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B08BYH2F9Q) [Item: B08BYH2F9Q] | Unknown | Rating: 3.5
(ID: B00D7Y8YYK) [Item: B00D7Y8YYK] | Unknown | Rating: 4.2
(ID: B075G4WD91) [Item: B075G4WD91] | Unknown | Rating: 4.0
(ID: B002ZS456K) [Item: B002ZS456K] | Unknown | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B012U1CIPQ) [Item: B012U1CIPQ] | Unknown | Rating: 3.1
(ID: B07QGZ2W2Q) [Item: B07QGZ2W2Q] | Unknown | Rating: 4.5
(ID: B004GHBQNI) Yoga for Runners: Intermediate Program | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B00PURYY14) Leslie Sansone Walk At Home 5 Mile Walk Advanced Level Workout DVD (with Firming Band, 2-lb Soft Hand Weights, Walk Belt) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B007QRKJJC) [Item: B007QRKJJC] | Unknown | Rating: 4.7
(ID: B077324XP3) [Item: B077324XP3] | Unknown | Rating: 4.9
(ID: B004FWTRH6) [Item: B004FWTRH6] | Unknown | Rating: 4.5
(ID: B00QHORONE) The Theory of Everything | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07WRFH7Y5) Yu Yu Hakusho: The Complete Second Season | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B08HM85NB8) [Item: B08HM85NB8] | Unknown | Rating: 4.7
(ID: B0032BZXQK) UNA FAMILIA DE DIEZ | Movies & TV > Movies | Rating: 5.0
(ID: 6303943276) Final Cut VHS | Movies & TV > Art House & International > By Country | Rating: 5.0
(ID: B000NDY5KA) X Training with Randy Couture Volume 1 | Movies & TV > Movies | Rating: 3.7
(ID: B016568XDS) [Item: B016568XDS] | Unknown | Rating: 4.2
(ID: B00845Q1CO) Breaking & Training the Driving Horse | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00E689HD8) Patlabor TV: Collection 3 | Movies & TV > Blu-ray > Movies | Rating: 5.0
(ID: B097SBHVGJ) Hatched | Science Fiction > Horror > Drama | Rating: 3.0
(ID: B013CWFRC8) The Last Colony | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B07BB534D2) [Item: B07BB534D2] | Unknown | Rating: 4.5
(ID: B008Q0AUX8) [Item: B008Q0AUX8] | Unknown | Rating: 4.7
(ID: B000FEYHRS) Rumpelstiltskin (1961) Movie | Movies & TV > Genre for Featured Categories > Fantasy | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B06X9PPHGB
|
The Westerner: The Complete Series
| 1
|
AGEKJHTHIAK6GQLAIYRKVTWRNKXA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Martian: Classroom Edition: A Novel | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- Chaos Coordinator: Homeschool Lesson Planner: Undated Organizer for Distance Learning Home School Parents & Tutors | Books > Education & Teaching > Schools & Teaching | Rating: 1.0
- SCRABBLE™ Puzzles Volume 1 | Books > Humor & Entertainment > Puzzles & Games | Rating: 3.0
- Bob Books Set 5- Long Vowels | Books > Children's Books > Literature & Fiction | Rating: 5.0
- The Fashion Coloring Book | Books > Children's Books > Arts, Music & Photography | Rating: 5.0
- Baby Animals Stickers (Dover Little Activity Books Stickers) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
### User's movies History:
- [Item: B073RPZK88] | Unknown | Rating: 1.0
- 20 Fairy Tales: Scholastic Storybook Treasures: Classic Collection | Movies & TV > Movies | Rating: 5.0
- [Item: B00BN4ZF98] | Unknown | Rating: 3.0
- The Night Before Christmas, Told by Meryl Streep | Kids | Rating: 5.0
- LINE OF DUTY, SERIES 1 | Movies & TV > Musicals & Performing Arts | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0752Y195X) Dukes of Hazzard: The Complete Series (Repackage/2017/DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00EVPD71O) Girl Most Likely / Imogene | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00KE7PC66) Only Lovers Left Alive [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07R1Z786B) Arcade Fire - Live At Earls Court: The Reflektor Tapes | Music Videos and Concerts > Documentary | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00D3FS4HA) [Item: B00D3FS4HA] | Unknown | Rating: 4.8
(ID: B00APO2IMY) [Item: B00APO2IMY] | Unknown | Rating: 4.5
(ID: B00A2H9LK6) Silent Hill: Revelation | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B000LJAVLS) [Item: B000LJAVLS] | Unknown | Rating: 4.4
(ID: B012OTHK48) Marshall's Miracle | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B008KA3IL0) [Item: B008KA3IL0] | Unknown | Rating: 3.9
(ID: B00006J9UD) The Mothman Prophecies | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B088K24299) [Item: B088K24299] | Unknown | Rating: 3.6
(ID: B00A6WSRIO) The Promise (2005) | Drama > Fantasy > Ambitious | Rating: 4.2
(ID: B073K161D4) Fit Tower Advanced Legs, Glutes and Core | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07B9LWG59) [Item: B07B9LWG59] | Unknown | Rating: 4.5
(ID: B0001ZX0OM) Mystic River (Full Screen Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B004FQX5DE) The Graduate | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0919N14ZC) [Item: B0919N14ZC] | Unknown | Rating: 3.1
(ID: B000MMN7HY) Ozie Boo! Volume 2: Learn To Live Together | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07V4TP7G2) [Item: B07V4TP7G2] | Unknown | Rating: 4.4
(ID: B004MWELWK) [Item: B004MWELWK] | Unknown | Rating: 4.7
(ID: B092XK11JH) The Sleepless Unrest | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00NFDDZOW) [Item: B00NFDDZOW] | Unknown | Rating: 4.7
(ID: B07V2JKQ28) [Item: B07V2JKQ28] | Unknown | Rating: 3.4
(ID: B0013Z5B82) Ragtime Guitar of Rev. Davis | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B09M2QQ25T) After We Fell | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00ANZ72Z8) [Item: B00ANZ72Z8] | Unknown | Rating: 4.4
(ID: B01DN164MA) [Item: B01DN164MA] | Unknown | Rating: 2.7
(ID: B0016LFG2E) Student Bodies | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00DN98FFM) Country's Family Reunion: Salute to the Kornfield | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09WW1CVMS) The Most Reluctant Convert: The Untold Story of C. S. Lewis | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000LMBLZA) BABY NICK JR. CURIOUS BUDDIES: Let's Make Music! | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B000K29CWA) Death Warrant | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 6305971153) Santa Claus the Movie | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00ISJSFUW) [Item: B00ISJSFUW] | Unknown | Rating: 4.7
(ID: B002LQIXAU) Beethoven's 3rd | Comedy > Adventure > Intense | Rating: 4.5
(ID: B004QR7362) Extraordinary Minds: Noam Chomsky | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B001D7T6DQ) Hideaway / Hush (Two-pack) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00KFLVMQK) [Item: B00KFLVMQK] | Unknown | Rating: 3.9
(ID: B0026VX3U0) Mythbusters: Season 3 | Movies & TV > Discovery Channel > Channels | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01DGN21ZE) Roland and Rattfink 17 Cartoons | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01ATXA1X8) [Item: B01ATXA1X8] | Unknown | Rating: 4.1
(ID: B00005NB95) Merlin | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B078GG2SZR) Don Currie's Target Tactics for Sporting Clays | Movies & TV > Movies | Rating: 4.8
(ID: B00W8EVC6W) [Item: B00W8EVC6W] | Unknown | Rating: 3.1
(ID: B00IRXY3FA) Drunken Tai Chi (English Subtitled) | Comedy > Action > Intense | Rating: 4.3
(ID: B001UR7YZ6) [Item: B001UR7YZ6] | Unknown | Rating: 4.0
(ID: B00WAR7WSE) [Item: B00WAR7WSE] | Unknown | Rating: 4.5
(ID: B002TQNGSQ) Naxos Scenic Musical Journeys France Cathedrals and Megaliths, Calvaries & Tapestries | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B08P6BG2S1) [Item: B08P6BG2S1] | Unknown | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B08K4K2WXN) MULAN [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00BGI07XU) Veep: Season 2 (Blu-ray + Digital Copy) | Movies & TV > Award Winners in Movies & TV > Emmy Central | Rating: 4.5
(ID: B001B1Q2TK) Shiva Rea: Creative Core & Lower Body | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B003TJM6I8) The Penguins Of Madagascar: New To The Zoo | Movies & TV > Paramount Home Entertainment > DreamWorks | Rating: 4.8
(ID: B078YFG2PC) [Item: B078YFG2PC] | Unknown | Rating: 3.8
(ID: B002QW7ALW) Capitalism: A Love Story (Alternate UPC) | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.6
(ID: B0844GPRXY) [Item: B0844GPRXY] | Unknown | Rating: 3.2
(ID: B000R21294) Tripods - The Complete Series 1 & 2 [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: 6304361009) Heathers | Movies & TV > Cult Movies > Comedy | Rating: 4.7
(ID: B000VHTTL8) [Item: B000VHTTL8] | Unknown | Rating: 4.7
(ID: B0000AC8LH) White Men Can't Jump | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000RF7Y02) Amazing Johnathan - Wrong On Every Level | Movies & TV > The Comedy Central Store > Stand Up | Rating: 4.6
(ID: B0081EMDSE) [Item: B0081EMDSE] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B006DFIB7U) Apocalypse Now [DVD] | Movies & TV > Movies | Rating: 4.6
(ID: B07KRM455L) [Item: B07KRM455L] | Unknown | Rating: 2.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0163JM8O2) [Item: B0163JM8O2] | Unknown | Rating: 4.7
(ID: B00FJVBELO) [Item: B00FJVBELO] | Unknown | Rating: 4.6
(ID: B01K5VDDKW) Friends Effing Friends Effing Friends | Comedy > Drama > Coarse | Rating: 3.2
(ID: B0073GIDJ4) Tokyo Sonata ( Tôkyô sonata ) (Blu-Ray & DVD Combo) [ Blu-Ray, Reg.A/B/C Import - United Kingdom ] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B004SUDQ6S) Impostor | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B009UGNC7I) Galileo | Drama | Rating: 3.7
(ID: B00PULRL3S) Voodoo Island | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B000AOEPMK) The Martha Stewart Holiday Collection - Homemade Holidays | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01M6BGGDM) Away From Her | Movies & TV > Movies | Rating: 5.0
(ID: B00XJDYW5O) Art of Flight | Sports > Documentary > Stunning | Rating: 4.8
(ID: B07BVZTMK5) [Item: B07BVZTMK5] | Unknown | Rating: 4.7
(ID: B01N38567V) [Item: B01N38567V] | Unknown | Rating: 3.0
(ID: B01FGKU7FG) [Item: B01FGKU7FG] | Unknown | Rating: 3.8
(ID: B00XCUSNGI) Il Farnace | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: B0017LZ1QE) Forever Tango With Luis Bravo | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 3.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000L43P9I) Lethal Chiba [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.6
(ID: B01MUT7XRB) Fifty Shades Darker | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B01IPJ3SH4) Batman v Superman: Dawn of Justice, Ultimate Edition | Movies & TV > Movies | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B008Y5QGEC) [Item: B008Y5QGEC] | Unknown | Rating: 4.3
(ID: B005QXFOI4) Gold's Gym Flat Abs Fast DVD Workout | Movies & TV > TV | Rating: 3.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00ISJSFUW
|
[Item: B00ISJSFUW]
| 3
|
AEG5JLJXVLXRMDW6XGICWVBMTJMQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Morning Star (Red Rising Series) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- #1 in Customer Service: The Complete Adventures of Tom Stranger | Books > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- The Skull Throne: Book Four of The Demon Cycle | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Differently Morphous | Audible Books & Originals > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- The Lost History of the Little People: Their Spiritually Advanced Civilizations around the World | Books > Religion & Spirituality > New Age & Spirituality | Rating: 2.0
- Nyxia (The Nyxia Triad) | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- The Desert Spear: Book Two of The Demon Cycle | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- The Core: Book Five of The Demon Cycle | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- Xenocide: Volume Three of the Ender Saga (The Ender Quintet) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- The Man In The High Castle | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- [Item: B08V5HLCJV] | Unknown | Rating: 5.0
- [Item: B071LBN92K] | Unknown | Rating: 4.0
- [Item: B08CS4K94T] | Unknown | Rating: 3.0
- Nobody | Suspense > Drama > Outlandish | Rating: 5.0
- Fatman | Science Fiction > Suspense > Intense | Rating: 5.0
- Uncle Frank | LGBTQ > Drama > Gentle | Rating: 1.0
- [Item: B07T7ZN6XZ] | Unknown | Rating: 4.0
- My Spy | Young Adult Audience > Comedy > Charming | Rating: 4.0
- Guns Akimbo | Suspense > Comedy > Electrifying | Rating: 5.0
- [Item: B001K3K5MO] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B005USB2AE) Nutcracker | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01ASAAB6Y) [Item: B01ASAAB6Y] | Unknown | Rating: 3.9
(ID: B002EC0D1S) The Pirates Who Don't Do Anything: A VeggieTales Movie (Full Screen Version) | Movies & TV > 3-6 Years | Rating: 4.8
(ID: B001N9BGGY) [Item: B001N9BGGY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000A6T1NQ) Fugitive Hunter | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B00B7YN5DC) [Item: B00B7YN5DC] | Unknown | Rating: 2.9
(ID: B07KBRFGTZ) Louie Anderson: Big Underwear | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00008G7BD) David Copperfield [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00AMQJA7Q) [Item: B00AMQJA7Q] | Unknown | Rating: 3.1
(ID: B001DOM1V8) Siren of Atlantis PAL | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.4
(ID: B002STN6H0) Modern Warfare Collector's Set | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B091TVH9XM) [Item: B091TVH9XM] | Unknown | Rating: 2.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00OAAZSEO) [Item: B00OAAZSEO] | Unknown | Rating: 4.4
(ID: B07HJGD9NT) [Item: B07HJGD9NT] | Unknown | Rating: 4.6
(ID: B002HFWB12) Righteous Kill / Pride And Glory / Cop Land | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00AYB14B4) [Item: B00AYB14B4] | Unknown | Rating: 4.5
(ID: B07484T9FM) [Item: B07484T9FM] | Unknown | Rating: 2.3
(ID: 6317853215) NCIS: Naval Criminal Investigative Service: Seasons 5-8 | Movies & TV > Paramount Home Entertainment | Rating: 4.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000003KA5) Star Trek: Voyager - Episode 29, Prototype VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.5
(ID: B001QT8YSY) Coonin' & Beaverin' Trapping with Alan Probst | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 6304696515) Dangerous Liaisons | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00308BB3Y) Jon and Kate Plus Ei8ht: Season 4, Vol. 1 - The Wedding | Movies & TV > Boxed Sets > Television | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0044RX070) [Item: B0044RX070] | Unknown | Rating: 4.7
(ID: B00YJDHGOM) The Civil War 25th Anniversary Edition - Restored for 2015 | Movies & TV > PBS > All | Rating: 4.7
(ID: B08Q6RKQ76) Naruto: Set 2 (BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B001LM64TW) Dora the Explorer: The Egg Hunt | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B008SRYS6E) [Item: B008SRYS6E] | Unknown | Rating: 2.0
(ID: B082VXR1W9) Leave Her to Heaven (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00068VQBI) Henze - L'Upupa und der Triumph der Sohnesliebe / Goerne, Aikin, Ainsley, Muff, Kohler, Stenz, Salzburg Opera | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B000JJSJA0) Mother Ghost | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B06XGKXKD1) [Item: B06XGKXKD1] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B007RFJCN2) The Poseidon Adventure [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0789Q5ZN3) [Item: B0789Q5ZN3] | Unknown | Rating: 3.4
(ID: B00ZPXOTTU) QuickFix:Total Cardio Kickbox with Janis Saffell | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003WHACGK) Simon & Simon: Season 5 | Movies & TV > Boxed Sets > Drama | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00M7ETAYE) [Item: B00M7ETAYE] | Unknown | Rating: 4.8
(ID: B0014Z4OP2) National Lampoon's Bagboy | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B011KYC8WM) The Transporter Refuelled | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B004OQQPUA) [Item: B004OQQPUA] | Unknown | Rating: 4.3
(ID: B004YXMZZM) A Mulher invisível | Movies & TV > Movies | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0001IMCCK) Passed Away [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002NTDXPA) Bill Frisell: Blues Dream | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B000KF0DW0) Golden Film Classics | Movies & TV > Boxed Sets > Kids & Family | Rating: 2.0
(ID: B01HQNB6ME) [Item: B01HQNB6ME] | Unknown | Rating: 4.4
(ID: B00NJ4S3EY) Chicago P.D.: Season 2 | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B002WIPHYM) [Item: B002WIPHYM] | Unknown | Rating: 4.1
(ID: B07VTRHYS3) [Item: B07VTRHYS3] | Unknown | Rating: 4.6
(ID: B075VJZ1LY) [Item: B075VJZ1LY] | Unknown | Rating: 4.2
(ID: B007RFCTQY) [Item: B007RFCTQY] | Unknown | Rating: 4.7
(ID: B00GQ4P3Z6) [Item: B00GQ4P3Z6] | Unknown | Rating: 3.1
(ID: B0764DVTD8) The Defiant Ones [DVD] | Movies & TV > Music Artists > Dr. Dre | Rating: 4.8
(ID: B00JV8Z6K6) [Item: B00JV8Z6K6] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B096ZFZDS6) [Item: B096ZFZDS6] | Unknown | Rating: 3.1
(ID: B079VWYM6Z) Red Sparrow [ Blu-ray + Digital Download] [2018] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B0013WI0PQ) [Item: B0013WI0PQ] | Unknown | Rating: 4.8
(ID: B001P7YDA0) Bleak House (2005) (BD) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B07N3VYVQQ) The Snarling | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00E1HIXA2) Get Rich Or Die Tryin' (2005) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0000CAOS2) Way Of The Rat: Volume 2 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
(ID: B0002CR03G) Gotham | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B08M7JBH35) Angel in My Pocket | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B004XZ99I2) Heartbeats | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: 1885849966) Ordinary Guy [VHS] | Movies & TV > Movies | Rating: 4.8
(ID: B00BB8J81W) Bleach (English Dubbed) | Animation > Anime > Fantasy | Rating: 4.8
(ID: B093BHDMD5) [Item: B093BHDMD5] | Unknown | Rating: 4.2
(ID: B000B7QCUY) The Tiger and the Flame [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B091XWRJSC) [Item: B091XWRJSC] | Unknown | Rating: 4.0
(ID: B06ZY7PB9T) [Item: B06ZY7PB9T] | Unknown | Rating: 2.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000C8STG2) Cote D'Azur | Movies & TV > Independently Distributed > Comedy | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00004TZRV) 42nd Street [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B005BXWDQU) [Item: B005BXWDQU] | Unknown | Rating: 4.2
(ID: B00I49JVAY) [Item: B00I49JVAY] | Unknown | Rating: 3.4
(ID: B076XDZ68K) [Item: B076XDZ68K] | Unknown | Rating: 3.7
(ID: B00VWWRFI0) [Item: B00VWWRFI0] | Unknown | Rating: 3.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07453P98L) Animal Devil | Documentary > Special Interest | Rating: 2.6
(ID: 6304432402) Doctor Who - Destiny of the Daleks VHS | Movies & TV > TV | Rating: 4.2
(ID: B0019F342G) Une affaire privée (A Private Affair) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00GQ8SX7M) [Item: B00GQ8SX7M] | Unknown | Rating: 4.1
(ID: B018HH735M) Marfa Girl [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B002SB973K) Jingle Belles - The Sexiest Fireplace Ever! | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B001AUKUXG) Sports Yoga Tennis With Billy Asad | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B018WP2E9Y) [Item: B018WP2E9Y] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00DBSZLD4) [Item: B00DBSZLD4] | Unknown | Rating: 4.2
(ID: B003HIHVEA) [Item: B003HIHVEA] | Unknown | Rating: 4.8
(ID: B005KGOS0C) [Item: B005KGOS0C] | Unknown | Rating: 3.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07N3VYVQQ
|
The Snarling
| 4
|
AHGU4NV4LLF63KXOTV4O2OCVDZ3A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Library at Mount Char: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Wolf in Winter: A Charlie Parker Thriller | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Killing Kind: A Charlie Parker Thriller | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Wheel of Darkness (Pendergast Book 8) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Brimstone (Pendergast Book 5) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Dust (Kay Scarpetta Book 21) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Silent Wife: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Big Lake | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B004TJRCNG] | Unknown | Rating: 4.0
- [Item: B00GX59QO2] | Unknown | Rating: 1.0
- [Item: B00IRXYSJG] | Unknown | Rating: 5.0
- [Item: B00H9V12W8] | Unknown | Rating: 5.0
- [Item: B00FPGSCUY] | Unknown | Rating: 4.0
- [Item: B007SPQZMC] | Unknown | Rating: 4.0
- [Item: B009HV2JT8] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00ABIVABO) [Item: B00ABIVABO] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B08VNTDZZB) Maine Cabin Masters | Unscripted > Documentary | Rating: 4.9
(ID: B07BX94NQZ) Shrek Forever After [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00GK9RNBO) [Item: B00GK9RNBO] | Unknown | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001TDHH1M) [Item: B001TDHH1M] | Unknown | Rating: 4.8
(ID: B07V49W5P1) [Item: B07V49W5P1] | Unknown | Rating: 4.9
(ID: B09X12N8B5) The Unbearable Weight of Massive Talent [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00M9UGUPS) [Item: B00M9UGUPS] | Unknown | Rating: 4.2
(ID: B0754258XC) The Honor Farm | Suspense > Drama | Rating: 2.9
(ID: B007GUHM1M) MaZi Dance Fitness presents Ballerina Evolve Workout | Special Interest | Rating: 3.0
(ID: B005JZBPFA) 10-Movie Mega Pack V.2 | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.8
(ID: B09W9WXTX1) TAPS [Blu-ray] Starring George C. Scott, Timothy Hutton, Tom Cruise, Sean Penn [Spanish Artwork] English & Spanish Audio & Subtitles | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B014A4QR2Q) [Item: B014A4QR2Q] | Unknown | Rating: 3.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00QU6GRRS) Misogynist | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B007Q91VKG) [Item: B007Q91VKG] | Unknown | Rating: 4.5
(ID: B000BLI5UU) The Pinky Violence Collection: (Criminal Woman: Killing Melody / Terrifying Girls' High School: Lynch Law Classroom / Girl Boss Guerilla/ Delinquent Girl Boss: Worthless To Confess) | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B01M0S0C8M) Still Mine | Drama > International > Gentle | Rating: 4.6
(ID: B01MTC6M0Y) [Item: B01MTC6M0Y] | Unknown | Rating: 3.6
(ID: B0064J6EI8) [Item: B0064J6EI8] | Unknown | Rating: 4.0
(ID: B001709JY0) Deception | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00FKTCYAK) Mike Chang's Six Pack Shortcuts: The Total Body Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B004EFPUZC) [Item: B004EFPUZC] | Unknown | Rating: 4.3
(ID: B015JIDB7G) Everest [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 6305841969) The Spiral Staircase | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B0006TPE2O) The Best of Mister Ed - Volume Two [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B086C7RLN7) [Item: B086C7RLN7] | Unknown | Rating: 3.1
(ID: B001EBYM80) The Green Mile | Suspense > Drama > Downbeat | Rating: 4.9
(ID: B0002HOEJO) Little Nemo [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B00PJW38BW) The Captive | Suspense > Drama > Bleak | Rating: 3.9
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B07DZKZKGQ) [Item: B07DZKZKGQ] | Unknown | Rating: 3.1
(ID: B09W46F1ST) The Last Picture Show (Director's Cut) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00HXT6C7Q) [Item: B00HXT6C7Q] | Unknown | Rating: 3.9
(ID: B07HSM24CV) Castlevania: Season 1 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0772T3NST) [Item: B0772T3NST] | Unknown | Rating: 2.0
(ID: 6304391560) Maneaters of Tsavo | Movies & TV > Independently Distributed > Documentary | Rating: 3.0
(ID: B00CBCD4VM) [Item: B00CBCD4VM] | Unknown | Rating: 4.8
(ID: B07FDSP198) [Item: B07FDSP198] | Unknown | Rating: 4.7
(ID: 630591110X) Interceptor Force | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00RDEISAA) Harlock: Space Pirate | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00C4QLG2O) [Item: B00C4QLG2O] | Unknown | Rating: 4.6
(ID: B007ZR9HPA) Melrose Place: The Seventh and Final Season, Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09L67QGZ1) Extraordinary: The Revelations | Documentary | Rating: 4.0
(ID: B08L73PDXM) Yellowstone Season 1 and 2 DVD Set (With free face mask, filter pocket and Washable Cotton Cloth) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00CLO4GLW) [Item: B00CLO4GLW] | Unknown | Rating: 2.2
(ID: B07NG2SNJ6) [Item: B07NG2SNJ6] | Unknown | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00B22ZHYY) Prodigal Son | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B07DKY35Q6) NELL - MOVIE [DVD] [1994] | Movies & TV > Movies | Rating: 4.1
(ID: B0019MPF8U) Be Strong Geum Soon Vol. 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001DCT6EA) [Item: B001DCT6EA] | Unknown | Rating: 2.3
(ID: B0007XUKAA) Luggage | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B0195R7P2E) [Item: B0195R7P2E] | Unknown | Rating: 4.5
(ID: B00DBFQY1K) Passione | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B00BR0SECI) Cheyenne: The Complete Fifth Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0711S4KJZ) [Item: B0711S4KJZ] | Unknown | Rating: 3.8
(ID: B07B64T9V6) Night of the Lepus [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00067CG1I) Feathers For Felines Double Bill Creature Feature Episode 1 & videos/cat toys for cats | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B0778Z9QGQ) [Item: B0778Z9QGQ] | Unknown | Rating: 4.1
(ID: B0001WTW24) Sailor Moon S: TV Series, Vol. 5 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B07TMRSSLX) Long Gone Wild | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B08LQZ8Y7L) [Item: B08LQZ8Y7L] | Unknown | Rating: 4.1
(ID: B001KEGRAC) Palo Alto, CA | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B00NI7WYR4) EL IDOLO VICENTE FERNANDEZ 5 EXITOSAS PELICULAS: LA LEY DEL MONTE / UNA PURA Y DOS CON SAL / ACORRALADO / EL MACHO / SINVERGUENZAS PERO HONRADO | Movies & TV > Movies | Rating: 4.4
(ID: B06XHK77Y8) [Item: B06XHK77Y8] | Unknown | Rating: 3.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00005094J) 3 X 3 Eyes (Collector's Edition) [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: B003JACVP0) [Item: B003JACVP0] | Unknown | Rating: 4.8
(ID: B00F49AV2E) [Item: B00F49AV2E] | Unknown | Rating: 3.8
(ID: B000I9W0I8) [Item: B000I9W0I8] | Unknown | Rating: 4.7
(ID: B095RFLMZD) [Item: B095RFLMZD] | Unknown | Rating: 3.3
(ID: B003GCVWYM) Experiment in Terror (1962) [Region 2] | Movies & TV > Movies | Rating: 4.7
(ID: B012HX54CG) [Item: B012HX54CG] | Unknown | Rating: 4.7
(ID: B01CNKWONA) [Item: B01CNKWONA] | Unknown | Rating: 4.4
(ID: B01J77H9Z0) [Item: B01J77H9Z0] | Unknown | Rating: 3.4
(ID: B005OK725M) Colombiana [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B001N6FPF0) Gordon B. Hinckley: a Giant Among Men | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: 6305748853) Walking With Dinosaurs | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B00Z89NKNM) [Item: B00Z89NKNM] | Unknown | Rating: 4.4
(ID: B00A9CIBBE) [Item: B00A9CIBBE] | Unknown | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07QSQTF49) [Item: B07QSQTF49] | Unknown | Rating: 4.8
(ID: B0000039LU) Godzilla Vs Megalon VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0000AZVFY) Once Upon a Forest | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01BPI1D10) [Item: B01BPI1D10] | Unknown | Rating: 4.5
(ID: B000BQYRQ6) Lord of the Rings Wooden Limited Promo Box Set [IMPORT] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: B0074JOW1I) One Sunday Afternoon | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001BRVPX2) NFL America's Game: 1983 RAIDERS (Super Bowl XVIII) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0002Q9SHI) The Boys Next Door | Movies & TV > Movies | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00PJW38BW
|
The Captive
| 3
|
AE3ND7C5MICCBZVBXTXB6ASDBZNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Essential Seafood Cookbook: Classic Recipes Made Simple | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 1.0
- In a Dark, Dark Wood | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Baseball Dads | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- This Time Is Different: Eight Centuries of Financial Folly | Books > Business & Money > Economics | Rating: 2.0
- Disney War | Books > Business & Money > Biography & History | Rating: 5.0
### User's movies History:
- [Item: B01MRM7TJJ] | Unknown | Rating: 5.0
- [Item: B00RSGHX3Q] | Unknown | Rating: 4.0
- [Item: B00NL5R7NO] | Unknown | Rating: 5.0
- Bosch | Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07V27R9HG) [Item: B07V27R9HG] | Unknown | Rating: 3.4
(ID: B000XT7B7S) Mcfly Greatest Hits | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B07MCF2DW6) [Item: B07MCF2DW6] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00CHIFDN2) [Item: B00CHIFDN2] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00LH5IT82) Nowhere Safe | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: 0792157869) Indiana Jones and the Last Crusade VHS | Movies & TV > Widescreen > Action & Adventure | Rating: 4.9
(ID: 6302796377) The Vanishing VHS | Movies & TV > Movies | Rating: 4.7
(ID: B000291Q4I) The White Dawn [DVD] | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01ASF4C6E) [Item: B01ASF4C6E] | Unknown | Rating: 3.5
(ID: B000HGWRL2) Kung Fu Classic - Shaolin VS Ninja (The Story of Shaolin) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B002ZG993Q) The American | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B002YH09B2) [Item: B002YH09B2] | Unknown | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B074PBG8VB) [Item: B074PBG8VB] | Unknown | Rating: 4.2
(ID: B075TPY5LH) [Item: B075TPY5LH] | Unknown | Rating: 4.5
(ID: B011ECWOTC) Cold Sweat | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B003OBBWSQ) [Item: B003OBBWSQ] | Unknown | Rating: 3.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07117YX6Q) [Item: B07117YX6Q] | Unknown | Rating: 3.2
(ID: B017JB7IZC) [Item: B017JB7IZC] | Unknown | Rating: 2.6
(ID: B084BPBMFF) 1900 Island | Unscripted > Drama > Documentary | Rating: 3.0
(ID: B00008RH0V) Kung Fu Beyond The Grave / Chinese Vampire Story [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B00S9123TS) Sopranos, The: Season 1 | Movies & TV > HBO > All HBO Titles | Rating: 4.6
(ID: B0076Q6C7Q) [Item: B0076Q6C7Q] | Unknown | Rating: 4.5
(ID: B0009PBLU4) Dear Frankie | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B00DKUW0FA) [Item: B00DKUW0FA] | Unknown | Rating: 3.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B005BCAE9O) Todd Sucherman Methods & Mechanics II | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B00AEFY3MC) Galaxy Quest [Deluxe Edition] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B005IVRFY0) [Item: B005IVRFY0] | Unknown | Rating: 3.9
(ID: B00015HX5E) Dickie Roberts - Former Child Star (Full Screen Edition) | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.6
(ID: B00ILICTGG) His Girl Friday | Comedy > Drama > Passionate | Rating: 4.5
(ID: B00IYJ77WI) [Item: B00IYJ77WI] | Unknown | Rating: 4.2
(ID: B01G6AS4FU) The Girlfriend Experience Season 1 | Movies & TV > TV | Rating: 4.2
(ID: B00005J75B) The Front Page | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B007PNSHUK) Solitaire (English Subtitled) | Sports | Rating: 3.4
(ID: 6305020000) 5 Fighters From Shaolin | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B00ERWMK6O) [Item: B00ERWMK6O] | Unknown | Rating: 3.4
(ID: B07Y6P2Z51) [Item: B07Y6P2Z51] | Unknown | Rating: 3.9
(ID: B000093NR0) Hiroshima Mon Amour (The Criterion Collection) | Movies & TV > Criterion Collection > All | Rating: 4.5
(ID: B01MXVMZP8) Love, Rosie [Blu-ray] [2015] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01G2F9FMK) [Item: B01G2F9FMK] | Unknown | Rating: 2.3
(ID: 6304870256) Number 17 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.9
(ID: B0002IQLRG) Ultimate Fighting Championship (UFC) 48 - Payback [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00B45B4X2) [Item: B00B45B4X2] | Unknown | Rating: 4.8
(ID: B00WU3KUUU) [Item: B00WU3KUUU] | Unknown | Rating: 4.4
(ID: B008RP89XU) [Item: B008RP89XU] | Unknown | Rating: 4.5
(ID: B01DCNYLA6) [Item: B01DCNYLA6] | Unknown | Rating: 4.6
(ID: B00ATX7RRM) [Item: B00ATX7RRM] | Unknown | Rating: 4.5
(ID: B000MGTT4U) A Knitting Glossary DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B00RSI51HY) [Item: B00RSI51HY] | Unknown | Rating: 3.9
(ID: B002SF9Y7A) American Greed | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00FRZRM1I) [Item: B00FRZRM1I] | Unknown | Rating: 3.3
(ID: B00950UHMC) [Item: B00950UHMC] | Unknown | Rating: 3.6
(ID: B071JMV663) Stitchers | Science Fiction > Drama | Rating: 4.6
(ID: B00TPJGHRM) [Item: B00TPJGHRM] | Unknown | Rating: 3.6
(ID: B000MCH5P4) Babel | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B084T4V37P) Love Me Tender | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.8
(ID: B00E8RVTFQ) Horror Heads! 3 Pack Set | Movies & TV > Boxed Sets > Horror | Rating: 5.0
(ID: B01ALA0LFM) Transformers 3-Movie Collection | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B004KWVE3G) Fitgirl: Dance Moves - Kids and Teens Fitness | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00NIR8H8E) Kaliveoscope | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0002I832C) Murder on the Orient Express | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0026LYMFU) Inglorious Bastards [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B007WWRGAQ) Desperate Housewives: The Complete Collection Deluxe Edition | Movies & TV > Boxed Sets > Drama | Rating: 4.0
(ID: B003D8TA5W) Karl Rove, I Love You | Comedy > LGBTQ > Strange | Rating: 4.0
(ID: B008OEYDNY) Moonraker [DVD] [1979] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B082WL9CJM) [Item: B082WL9CJM] | Unknown | Rating: 4.5
(ID: B01MRPFO88) [Item: B01MRPFO88] | Unknown | Rating: 3.3
(ID: B013DYFPY0) [Item: B013DYFPY0] | Unknown | Rating: 4.1
(ID: 8015077699) Beyond Belief [VHS] | Movies & TV > Movies | Rating: 4.8
(ID: B0BQZ14JD7) [Item: B0BQZ14JD7] | Unknown | Rating: 4.4
(ID: B00X671O0Y) [Item: B00X671O0Y] | Unknown | Rating: 4.1
(ID: B084JGHHJ8) [Item: B084JGHHJ8] | Unknown | Rating: 3.9
(ID: 6303929958) First Love [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00K41G4OQ) [Item: B00K41G4OQ] | Unknown | Rating: 4.4
(ID: B00K90LXKM) Once Upon a Time in Shanghai Region Free Imported 2014 Movie | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B000CRFF3S) Christmas Cartoons; Littlest Angel / Silent Night | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.5
(ID: B07V3GKHH1) [Item: B07V3GKHH1] | Unknown | Rating: 4.2
(ID: B0B1F862GM) [Item: B0B1F862GM] | Unknown | Rating: 3.9
(ID: B001B6DQBW) Spinervals Flexible Warrior 3.0 - Flexibility for Swim, Bike, Run | Movies & TV > Genre for Featured Categories > Arts & Entertainment | Rating: 4.0
(ID: 6300987493) Great Mcginty VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01302GZZ8) Dragon Ball Z: Battle Of Gods/Resurrection F [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.9
(ID: B008B9JUG2) My Sucky Teen Romance | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B06WW3XSMR) [Item: B06WW3XSMR] | Unknown | Rating: 4.1
(ID: B00IGZ3OMW) Alexander, The Ultimate Cut (10th Anniversary Edition) (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00L6GIYQE) [Item: B00L6GIYQE] | Unknown | Rating: 3.5
(ID: B001EC6JEE) Smart Start Yoga [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07MCF2DW6
|
[Item: B07MCF2DW6]
| 5
|
AFBK7NCN5JWRXMMXPKVETQL6LUIA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Antiracist Baby Picture Book | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- House of Echoes | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Mr. Darcy's Daughters: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Forest of Hands and Teeth | Books > Teen & Young Adult > Literature & Fiction | Rating: 4.0
- Girl With a Pearl Earring | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Daughter of the Forest (The Sevenwaters Trilogy, Book 1) | Books > Literature & Fiction > Mythology & Folk Tales | Rating: 2.0
### User's movies History:
- [Item: B086KKNVK2] | Unknown | Rating: 2.0
- [Item: B082MQMWV7] | Unknown | Rating: 5.0
- The Mission | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Michael Collins VHS | Movies & TV > Art House & International > By Country | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B0016OKR4I) Inheritance | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B004GWRX3U) Classic Drive-In Intermission Ads | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000ARDIIY) SUMMER AROMA KOREAN DRAMA w/English Subtitles | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: 096766330X) Leonard Reed's Shim Sham Shimmy - VHS | Movies & TV > Independently Distributed > Musicals & Performing Arts | Rating: 4.0
(ID: B00FM5P3QY) [Item: B00FM5P3QY] | Unknown | Rating: 4.7
(ID: B01MSEJ8AG) The Grace Of Jake | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B0074B2N3U) Buck Denver Asks: What's in the Bible? Bible Collection v. 1-6 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B0743NGQCW) [Item: B0743NGQCW] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01JZVZCJI) [Item: B01JZVZCJI] | Unknown | Rating: 3.7
(ID: B0009OL7U4) American Beer [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00EH135ZA) Wonders of Hashem - Safari Adventure | Movies & TV > Movies | Rating: 4.5
(ID: B01N41PQP0) [Item: B01N41PQP0] | Unknown | Rating: 3.2
(ID: B00B99Q27G) [Item: B00B99Q27G] | Unknown | Rating: 4.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00EVKT95M) Dragons: Riders of Berk - Part 1 & 2 DVD Bundle w/ San Diego Comi Con Exclusive First Edition Toothless Figure | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 1.0
(ID: B000EB5GCC) Athens 2004 Olympic Games : Gymnastics | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0000A2ZTZ) Poolhall Junkies [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07J6576RL) Trans Am | Unscripted > Documentary | Rating: 3.9
(ID: B0B11RZRQ1) [Item: B0B11RZRQ1] | Unknown | Rating: 4.1
(ID: B01AVB1I5S) [Item: B01AVB1I5S] | Unknown | Rating: 2.6
(ID: B00BDBQEN2) [Item: B00BDBQEN2] | Unknown | Rating: 4.2
(ID: B00IQVAJVK) Rock-a-doodle DVD (1992) | Movies & TV > Movies | Rating: 4.8
(ID: B005603290) History Detectives: Season 9 | Movies & TV > Boxed Sets > Documentary | Rating: 4.6
(ID: B00IKYNZVO) Death Comes to Pemberley [UK import, region 2 PAL format] | Movies & TV > Movies | Rating: 4.7
(ID: B07H7W42K1) [Item: B07H7W42K1] | Unknown | Rating: 4.5
(ID: B0182N0NJ4) True Detective - Season 1-2 [Blu-ray] [Region Free] [UK Import] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B071FCM9W3) [Item: B071FCM9W3] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000AA4JKW) The Amityville Horror | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B00BAYLRNO) The Impossible [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6305300739) Progeny | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.6
(ID: B077YFL75Q) Cop and a Half: 2-Movie Collection [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B000V1ZKC6) [Item: B000V1ZKC6] | Unknown | Rating: 4.8
(ID: B006QF7664) [Item: B006QF7664] | Unknown | Rating: 4.2
(ID: B001HUWQFE) The Pink Panther (Collector's Edition) [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B07DGKXB5P) [Item: B07DGKXB5P] | Unknown | Rating: 4.7
(ID: B01M12X964) [Item: B01M12X964] | Unknown | Rating: 4.8
(ID: B0001JXP0C) Roger Raglin - Power Punch/Good Shootin' - Double DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B07N6V3ZQ8) Endeavour Series 6 [DVD] [2019] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0002GTWS8) Big Head Todd & the Monsters - Live at the Fillmore | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00SH024TU) [Item: B00SH024TU] | Unknown | Rating: 4.4
(ID: B074KGFRPP) Once Upon a Time Season 6 (DVD, 2017,5-Discs) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B08CL3J4RP) [Item: B08CL3J4RP] | Unknown | Rating: 4.0
(ID: B00FBRCXKC) The Good Night Show: Goodnight Stories | Movies & TV > 3-6 Years | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001QIX1EM) [Item: B001QIX1EM] | Unknown | Rating: 3.5
(ID: B00005JCDA) Meyerbeer - Les Huguenots / John Dew · Stefan Soltesz - Richard Leech · Angela Denning - Berlin Deutsche Oper [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.3
(ID: B00006RJAS) Walking Tall - The Final Chapter [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I4NDB8I) [Item: B00I4NDB8I] | Unknown | Rating: 4.0
(ID: B004I6PSYU) Sylwia Weisenberg's Tonique CardioMAT DVD | Movies & TV > TV | Rating: 3.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B007CK89BS) BeMoved Dance Fitness DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.7
(ID: B0B8M7KVZW) [Item: B0B8M7KVZW] | Unknown | Rating: 4.2
(ID: B00G0PXU1A) Inequality for All | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6302637805) To Sleep With a Vampire VHS | Movies & TV > Movies | Rating: 4.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00WIZWE2W) [Item: B00WIZWE2W] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B077YFL76C) Joan of Arc [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B084ZNLSC6) Seasons of China | Documentary > Special Interest | Rating: 3.9
(ID: B07K6X3J33) Illumination Presents: Dr. Seuss' The Grinch | Comedy > Animation > Charming | Rating: 4.8
(ID: B005ELVCBG) History Classics: Mysteries of the Bible - The Bible’s Greatest Heroes [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.6
(ID: B004OAGSZ8) Bike-O-Vision - Virtual Cycling Adventure - The Grand Tetons, Wyoming - Perfect for Indoor Cycling and Treadmill Workouts - Cardio Fitness Scenery Video (Widescreen DVD #10) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B0BQ99L757) BABYLON | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B07TKYVNFY) [Item: B07TKYVNFY] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07HPZRWD8) Elvira Mistress Of The Dark [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0090X4J9G) Pretty Little Liars | Suspense > Drama > Romance | Rating: 4.9
(ID: B07Z8DYR6G) [Item: B07Z8DYR6G] | Unknown | Rating: 5.0
(ID: B0933KLMJZ) Paramount Presents: 48 Hrs. [Blu-ray + Digital] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01N65LDV9) [Item: B01N65LDV9] | Unknown | Rating: 4.5
(ID: B079RY2NX9) [Item: B079RY2NX9] | Unknown | Rating: 3.8
(ID: B00WV7TQDW) Married with Children: The Complete Series | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B000KBGIZU) [Item: B000KBGIZU] | Unknown | Rating: 4.1
(ID: B0000399XC) Mr Lucky TV Series VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 1568328443) There Goes a Dump Truck | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.4
(ID: B0846HR98C) Quest for the Nephite Remnant | Documentary > Special Interest | Rating: 3.9
(ID: B001URA5ZW) Time Warp: Season 1 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B0076WN6EW) [Item: B0076WN6EW] | Unknown | Rating: 3.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00FEBLFHW) [Item: B00FEBLFHW] | Unknown | Rating: 3.5
(ID: 0790732920) Wild America (Snap Case) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0167DJZDQ) The Ninth Day | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B07ZG2VMF5) To End All Wars: Director's Cut | Action > Drama > Compelling | Rating: 4.4
(ID: B00IOHI198) Big [Blu-ray] [Region2] Requires a Multi Region Player | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0083GOO0K) [Item: B0083GOO0K] | Unknown | Rating: 4.6
(ID: B00RXIKUSO) [Item: B00RXIKUSO] | Unknown | Rating: 3.6
(ID: B001ARYYM2) Francesco's Mediterranean Voyage [Import anglais] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00X6W7S3Q) [Item: B00X6W7S3Q] | Unknown | Rating: 3.8
(ID: B009W4D9AI) [Item: B009W4D9AI] | Unknown | Rating: 4.0
(ID: B004Z8W6R8) Departures DVD for All Region, NTSC with Englisg Subtitle | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0858SZWJS) A Quiet Place Part II | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B002WQB2CA) [Item: B002WQB2CA] | Unknown | Rating: 1.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07TKYVNFY
|
[Item: B07TKYVNFY]
| 1
|
AHP6HA5OEAEQYCHRZOGL2ZLCQBFA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Fallout (Lois Lane) | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
- Weekend Sewing: More Than 40 Projects and Ideas for Inspired Stitching (Weekend Craft) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Kara Goucher's Running for Women: From First Steps to Marathons | Books > Health, Fitness & Dieting > Women's Health | Rating: 1.0
- Remember Me?: A Novel | Books > Literature & Fiction > Women's Fiction | Rating: 1.0
- Harry Potter and the Deathly Hallows (Book 7) | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- A Brother's Journey: Surviving a Childhood of Abuse | Books > Parenting & Relationships > Family Relationships | Rating: 5.0
### User's movies History:
- 30 Minutes to Fitness: Athletic Conditioning - Vol. 1 with Kelly Coffey-Meyer | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- [Item: B006SV353O] | Unknown | Rating: 3.0
- The Closer You Get | Comedy > Charming > Playful | Rating: 5.0
- The Last Airbender | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 1.0
- Music From Another Room [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.0
- Earth Girls Are Easy (Special Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- That '70s Show: Season 8 [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 1.0
- The House Bunny | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- Hook | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- The Jane Austen Book Club | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00G4ETEJO) SHERLOCK HOLMES (2009/DVD/WS-16X9) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0006HAEOE) Pirates of the Seven Seas [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.5
(ID: B01I2FFL58) Ghostbusters | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B004WECFSK) [Item: B004WECFSK] | Unknown | Rating: 4.8
(ID: B0044246Z0) [Item: B0044246Z0] | Unknown | Rating: 4.6
(ID: B07DS1HM36) [Item: B07DS1HM36] | Unknown | Rating: 2.5
(ID: B0040DN8WK) Nausicaä: Guerreros del Viento (Nausicaä of the valley of the wind) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B078X52WRR) Call Me By Your Name | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00YORAM9O) [Item: B00YORAM9O] | Unknown | Rating: 4.2
(ID: B0188OKHOI) Outback Truckers Season 2 | 4 Discs | Documentary | NON-USA Format | PAL | Region 4 Import - Australia | Movies & TV > TV | Rating: 5.0
(ID: B06Y1GTNPF) Max/Max 2 (Double Feature) (DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000056N92) Sweet Revenge | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001J2T2P2) [Item: B001J2T2P2] | Unknown | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B005SAZ7XC) [Item: B005SAZ7XC] | Unknown | Rating: 4.7
(ID: B00005MKNV) Terror in the Haunted House | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B000AJHITM) Born Into Brothels: Calcutta's Red Light Kids | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B003KO1JPS) Ghost Slayers Ayashi: Complete Collection (Anime Legends) | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00EY7LUVI) [Item: B00EY7LUVI] | Unknown | Rating: 3.7
(ID: B01DHQ2ZA6) [Item: B01DHQ2ZA6] | Unknown | Rating: 4.6
(ID: B00EWT17I4) Berlioz: Les Troyens | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 1577422325) American Caesar - General Douglas MacArthur [VHS] | Movies & TV > Boxed Sets > Documentary | Rating: 3.6
(ID: B09HH4BR77) [Item: B09HH4BR77] | Unknown | Rating: 4.9
(ID: B003XKQ63Y) Wild America Specials 1-6 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B08YS2V68D) [Item: B08YS2V68D] | Unknown | Rating: 4.6
(ID: B000ES31H2) Beauty and the Beast: The Enchanted Christmas | Movies & TV > Featured Categories | Rating: 4.8
(ID: 6303002021) The Vampyr VHS | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B07G24T8GJ) Murdoch Mysteries: Christmas Cases Collection | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.9
(ID: B000KWZ23I) Canada By Rail - Deluxe Box Set [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.3
(ID: B07BVHNJRX) [Item: B07BVHNJRX] | Unknown | Rating: 4.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B08437QKX5) [Item: B08437QKX5] | Unknown | Rating: 4.7
(ID: B009YRGX0Q) [Item: B009YRGX0Q] | Unknown | Rating: 4.1
(ID: B0002DVAEK) Fabricadabra Material Magic with Sandra McCall | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0051T3HYG) Last Night [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000NO23SA) Dinosaur Jr.: Live in the Middle East | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01C6JFGFQ) Outlander | Drama > Fantasy > Romance | Rating: 4.8
(ID: B009KYW9LU) Fiance | Suspense > Drama | Rating: 3.7
(ID: B00423BHY4) Nessuno Mi Puo' Giudicare (1966) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01489N3YS) [Item: B01489N3YS] | Unknown | Rating: 4.3
(ID: B07DJD29YR) [Item: B07DJD29YR] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01GGMIDFY) [Item: B01GGMIDFY] | Unknown | Rating: 3.5
(ID: B07W6QZYL7) [Item: B07W6QZYL7] | Unknown | Rating: 4.3
(ID: B00QEKUSMK) Alaska Off-Road Warriors | Unscripted > Special Interest | Rating: 4.0
(ID: B007XKXU3E) [Item: B007XKXU3E] | Unknown | Rating: 4.3
(ID: B0B6D7PK4D) Burn the Witch: Limited Series (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B08TWKJHWR) [Item: B08TWKJHWR] | Unknown | Rating: 1.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0138CNHL0) [Item: B0138CNHL0] | Unknown | Rating: 5.0
(ID: 0783223609) Backdraft [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00A6HHJNS) Sholem Aleichem: Laughing in the Darkness | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B00839M76U) Alvin and the Chipmunks: Chipwrecked | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0008EN6MM) P.D. James - A Taste for Death | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.2
(ID: B000BPYY7E) Kiss - Kiss Rocks Vegas [Video] * (DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B079P9BWGM) Royal Wedding Collection (Dater's Handbook, When Sparks Fly, Royal Hearts) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0044H1ZPO) Greg Stump Classics | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B000NC7UXU) The Princess Stallion (1997) | Movies & TV > Movies | Rating: 4.4
(ID: B00CVMI3RC) [Item: B00CVMI3RC] | Unknown | Rating: 4.9
(ID: B01IFPATMA) [Item: B01IFPATMA] | Unknown | Rating: 3.9
(ID: B008ZUH1HM) [Item: B008ZUH1HM] | Unknown | Rating: 4.4
(ID: B0031A1ZWI) Mausoleum [DVD] | Movies & TV > Movies | Rating: 4.4
(ID: B009NXE41G) [Item: B009NXE41G] | Unknown | Rating: 4.8
(ID: B0006IINXM) Arthur: Arthur's Tooth [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B000FDFNN6) Christy Lane's Tinikling Today in the USA Combo | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.4
(ID: B0B8PGS2X4) [Item: B0B8PGS2X4] | Unknown | Rating: 4.5
(ID: B07Q5LR1M6) [Item: B07Q5LR1M6] | Unknown | Rating: 4.2
(ID: B00TYBAG6Y) [Item: B00TYBAG6Y] | Unknown | Rating: 3.9
(ID: B001FOPOD8) Timecrimes | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.2
(ID: B072BQKLP5) Smokey and the Bandit | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B003ZEQMG4) Challenge of the Super Friends: United They Stand (Repackage) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B01M5FHZN7) [Item: B01M5FHZN7] | Unknown | Rating: 4.5
(ID: B079NKRK66) [Item: B079NKRK66] | Unknown | Rating: 4.7
(ID: B000SFJ3Q4) Bobby Z | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00JP5XME2) [Item: B00JP5XME2] | Unknown | Rating: 3.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00QIZ0E16) Breathe In / Defendu | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B00F76L0C4) The Advocate | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: 0767827686) Iron Eagle | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0144B0JHY) [Item: B0144B0JHY] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000KJTGDS) MR. MAGOO--MOUNTAIN MAN MAGOO | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B000M9CB4W) Let's Go to Prison | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B009ZGHSQ4) Stranger on the Third Floor | Suspense > Drama > Alienated | Rating: 4.3
(ID: B07CJ2Y96F) [Item: B07CJ2Y96F] | Unknown | Rating: 3.2
(ID: B0172XZXJK) [Item: B0172XZXJK] | Unknown | Rating: 4.7
(ID: B004XVMCNK) Of Love and Shadows | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00429MLWK) Antichrist | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B09414RMKT) [Item: B09414RMKT] | Unknown | Rating: 4.4
(ID: B001TM5B16) Airplane! | Comedy > Nail-Biting > Strange | Rating: 4.7
(ID: B074HR3175) [Item: B074HR3175] | Unknown | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B079NKRK66
|
[Item: B079NKRK66]
| 5
|
AH2BXSRMTIXD5QCZEHD3BTWRGEVA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Essential Air Fryer Cookbook for Two: Perfectly Portioned Recipes for Healthier Fried Favorites | Books > Cookbooks, Food & Wine > Regional & International | Rating: 3.0
- The North American Indian: The Complete Portfolios | Books > Arts & Photography > Photography & Video | Rating: 1.0
- States and Capitals (Flash Kids Flash Cards) | Books > Children's Books > Geography & Cultures | Rating: 5.0
- The Sopranos Family Cookbook: As Compiled by Artie Bucco | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Christopher Lowell's You Can Do It! Small Spaces: Decorating to Make Every Inch Count | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
- The Magdalen | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- In the Midst of Life | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
### User's movies History:
- Law & Order - Criminal Intent - The Premiere Episode | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
- The Last Detective - Series 2 | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Doc Martin Series 6 | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Masterpiece Classic: Mr. Selfridge (UK Edition) | Movies & TV > Boxed Sets > Drama | Rating: 5.0
- The Catherine Cookson Anthology (Eight Disc Set) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- A Hazard of Hearts / Lady Hamilton | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- The Last Detective - Series 3 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- Crime Classics: 50 Pack [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 3.0
- The Ray Bradbury Theater in Collectable Tin [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07PH9HHC7) [Item: B07PH9HHC7] | Unknown | Rating: 4.3
(ID: B0055Q11TI) Three meters above the Sky [Region B] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00H8V0OBO) [Item: B00H8V0OBO] | Unknown | Rating: 4.1
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0095R73EA) [Item: B0095R73EA] | Unknown | Rating: 4.6
(ID: B00B99J188) [Item: B00B99J188] | Unknown | Rating: 3.9
(ID: B00005JHAA) Hidden In Silence - Based on a True Story [VHS] | Movies & TV > Jewish Heritage > Holocaust | Rating: 4.5
(ID: B003XQM2YU) [Item: B003XQM2YU] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B001IB3MAU) Summer Heights High: Complete Series: | Movies & TV > TV | Rating: 4.5
(ID: B075TTD22P) [Item: B075TTD22P] | Unknown | Rating: 4.1
(ID: B00092A1NK) Madlax (Vol. 2) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000HXDSL8) Mona Lisa Smile/Closer/Erin Brockovich [Import anglais] | Movies & TV > Movies | Rating: 3.6
(ID: B001NKWLBW) Harlan Ellison: Dreams with Sharp Teeth | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B007TKRYO4) Pajanimals: Meet the Pajanimals | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00076IQ0S) Red Skelton: America's Clown Prince: Lillian Martin/Iceman Goeth/Desert Island/Deadeye & The Alamo/ | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B07HNP1WFJ) [Item: B07HNP1WFJ] | Unknown | Rating: 3.4
(ID: 0979878985) Ben's Vortex | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B001DZOCWI) Care Bears: Give Thanks [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B00BN506KU) [Item: B00BN506KU] | Unknown | Rating: 4.5
(ID: B0094M2S82) The Count Of Monte Cristo | Suspense > Drama > Compelling | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00FOWJGIQ) [Item: B00FOWJGIQ] | Unknown | Rating: 2.9
(ID: B000065I9C) Bully | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08GZLQCXH) [Item: B08GZLQCXH] | Unknown | Rating: 4.2
(ID: B00ZETHL04) [Item: B00ZETHL04] | Unknown | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00005O5J6) 29 Minute - Beginners Workout [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.7
(ID: B077HY7DNH) Peaky Blinders Series 1-4 Boxset [DVD] | Movies & TV > TV | Rating: 3.9
(ID: B000066794) Monkeys Go Home | Movies & TV > Disney Home Video > By Age | Rating: 4.6
(ID: B00008974R) Without Lying Down - Frances Marion and the Power of Women in Hollywood [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B005XDT3WK) [Item: B005XDT3WK] | Unknown | Rating: 4.7
(ID: B000EIU5RQ) The Naked Edge | Movies & TV > Movies | Rating: 4.0
(ID: B0080QOJSU) The Maisie Collection: Volume 1 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B001S7OOL0) [Item: B001S7OOL0] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 1565234219) Classic Profiles | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0001MZ7KA) Aqua Teen Hunger Force - Volume Two | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B004YCKJEW) Miramax Triple Feature Suspense: People I Know / Deception / The Crossing Guard | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07J3GTXVP) Blindspotting | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000BJS4LC) DORA THE EXPLORER: SAVES THE DAY FULL CHK DORA THE EXPLORER: SAVES THE DAY FULL CHK | Movies & TV > 3-6 Years | Rating: 4.5
(ID: B00M7IEF5E) [Item: B00M7IEF5E] | Unknown | Rating: 4.4
(ID: B008OGHR0S) Dredd [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B0007XBN2Y) Pitcher and the Pin-Up | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: 6303251390) Chill Zone [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B086B9V1F7) Leap of Faith | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: 6302121582) Long Goodbye | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.3
(ID: B001L4L986) Song of Tears - The Dorothy Dandridge Story | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B000V4NX04) [Item: B000V4NX04] | Unknown | Rating: 4.6
(ID: B004WCSMEI) Soul Eater: The Weapon Collection | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07V1WQ4MQ) [Item: B07V1WQ4MQ] | Unknown | Rating: 4.6
(ID: B013X0PZ4Y) Fort Tilden | Comedy > Biting > Quirky | Rating: 3.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B001O51VIK) [Item: B001O51VIK] | Unknown | Rating: 4.5
(ID: B00078XGPQ) Empires - Peter & Paul and the Christian Revolution | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00RSI51HY) [Item: B00RSI51HY] | Unknown | Rating: 3.9
(ID: B010RHLGZS) [Item: B010RHLGZS] | Unknown | Rating: 4.6
(ID: B095JQ6HKS) Maoyu Archenemy & Hero | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000UCH6S2) GACKT: The Greatest Filmography 1999-2006 RED | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B001OQCDEK) Yamuna Body Rolling Sideline Routine DVD | Movies & TV > TV | Rating: 3.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00JJH2RMY) [Item: B00JJH2RMY] | Unknown | Rating: 3.5
(ID: B00004Y2QZ) Love and Basketball [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00C7MW5PM) Green Zone / The Kingdom | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B00KF7NNTI) [Item: B00KF7NNTI] | Unknown | Rating: 4.9
(ID: B005IZO5E4) Web of Secrecy:YF-23 Black Widow II Declassified | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B084ZD8JFW) [Item: B084ZD8JFW] | Unknown | Rating: 1.0
(ID: B0040BNOC6) [Item: B0040BNOC6] | Unknown | Rating: 4.8
(ID: B08QCMJQJ3) The Valley | Comedy | Rating: 4.0
(ID: B000FJNYB8) Solar Adventure | Movies & TV > Movies | Rating: 4.0
(ID: B0015MNAMW) American Film Theater: The Complete 14 Film Collection | Movies & TV > Boxed Sets > Drama | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01HVRI1NM) [Item: B01HVRI1NM] | Unknown | Rating: 4.7
(ID: B01IDVXVSA) [Item: B01IDVXVSA] | Unknown | Rating: 3.3
(ID: B00005O6OH) Kenny Chesney - Greatest Hits | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B01DEG00CE) [Item: B01DEG00CE] | Unknown | Rating: 3.7
(ID: B006G35JYW) [Item: B006G35JYW] | Unknown | Rating: 4.8
(ID: B019DDH5ZM) [Item: B019DDH5ZM] | Unknown | Rating: 4.1
(ID: B01N9T3SR9) [Item: B01N9T3SR9] | Unknown | Rating: 4.8
(ID: B017K2D55W) [Item: B017K2D55W] | Unknown | Rating: 4.6
(ID: B004427L2U) [Item: B004427L2U] | Unknown | Rating: 4.4
(ID: B0077RTRVC) Diên Biên Phú | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B007X152LG) [Item: B007X152LG] | Unknown | Rating: 4.5
(ID: B01H4C8YEA) [Item: B01H4C8YEA] | Unknown | Rating: 3.6
(ID: B00I9BU49Y) Barretts of Wimpole Street, The | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00K3VYO6M) Daniel Tiger's Neighborhood: Daniel Tries | Movies & TV > PBS > All | Rating: 4.8
(ID: B0084IHVQG) The Rescuers: The Rescuers / The Rescuers Down Under, 35th Anniversary Edition | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B006K5H8TU) [Item: B006K5H8TU] | Unknown | Rating: 4.6
(ID: B07D4552MG) [Item: B07D4552MG] | Unknown | Rating: 3.8
(ID: B005OGS5OI) Just My Luck [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07W6CF41G) DC 7 Film Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B08B49GFBC) [Item: B08B49GFBC] | Unknown | Rating: 3.7
(ID: 1575791218) The Adjustment | Movies & TV > Movies | Rating: 3.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B077HY7DNH
|
Peaky Blinders Series 1-4 Boxset [DVD]
| 5
|
AFVKLP67T2EEGEMKVAGBU4XGP6BQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Coming Collapse of China | Books > Travel > Asia | Rating: 4.0
- Big Agenda: President Trump's Plan to Save America | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- An Ordinary Spy: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Unreal Engine 4 Game Development in 24 Hours, Sams Teach Yourself | Books > Computers & Technology > Programming | Rating: 3.0
- The Way of the Strangers: Encounters with the Islamic State | Books > Politics & Social Sciences > Social Sciences | Rating: 3.0
- The Last Mimzy: Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 3.0
- Windows 7 Inside Out, Deluxe Edition | Books > Computers & Technology > Operating Systems | Rating: 3.0
### User's movies History:
- [Item: B00IK9I6XG] | Unknown | Rating: 4.0
- A Christmas Story | Comedy > Nostalgic > Sentimental | Rating: 5.0
- [Item: B00B8PCLTY] | Unknown | Rating: 4.0
- [Item: B006IVYBLY] | Unknown | Rating: 5.0
- The Sopranos | Drama > Suspense | Rating: 5.0
- [Item: B006IVYBGO] | Unknown | Rating: 5.0
- [Item: B006IVJXHQ] | Unknown | Rating: 4.0
- The Spanish Earth | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
- [Item: B006IVTP1U] | Unknown | Rating: 5.0
- [Item: B006IX9C6G] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000038I0Y) Love Stinks | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0009X76XC) The Fly II | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0052YDO3O) Ken Burns: Prohibition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B002DPCTZE) [Item: B002DPCTZE] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B019PKH7R4) Strawberry Shortcake: Sweet Sunshine Adventures | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00Y7R9EYK) The Carol Burnett Show: The Lost Episodes | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00C35X45S) [Item: B00C35X45S] | Unknown | Rating: 4.3
(ID: B074GCS6HX) [Item: B074GCS6HX] | Unknown | Rating: 3.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00KAUFBIG) [Item: B00KAUFBIG] | Unknown | Rating: 4.6
(ID: B006GM4PCK) [Item: B006GM4PCK] | Unknown | Rating: 4.9
(ID: B00ZGPZCNE) Castles in the Sky | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B003V89P9U) [Item: B003V89P9U] | Unknown | Rating: 4.5
(ID: B00F3LFYIE) Lightning & Cragg | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004AHKMRK) Withnail And I | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B004OX2SCM) [Item: B004OX2SCM] | Unknown | Rating: 3.5
(ID: B00005LC4T) Universal Studios Classic Monsters - The Definitive Collection: (Dracula / Frankenstein / The Wolf Man) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.2
(ID: B00AAKZHVW) [Item: B00AAKZHVW] | Unknown | Rating: 4.8
(ID: B00FNJ8UEQ) [Item: B00FNJ8UEQ] | Unknown | Rating: 3.1
(ID: B001U0KL9O) [Item: B001U0KL9O] | Unknown | Rating: 4.4
(ID: B000IZJR8I) Josh | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.5
(ID: B010NCZU68) [Item: B010NCZU68] | Unknown | Rating: 4.6
(ID: B005CNG0YK) [Item: B005CNG0YK] | Unknown | Rating: 4.6
(ID: B07FM9CFR2) [Item: B07FM9CFR2] | Unknown | Rating: 3.3
(ID: B00B8O4WVK) Luta Livre - Basic Techniques | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000YNGTZ8) La Muerte de un Burocrata [Import NTSC Region 4] by Tomas Gutierrez Alea (English subtitles) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00AX021VS) Egypt Virtual Walk - Volume 1 - Treadmill Scenery DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I2YEHAA) Gift of the Magi | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00PADRROY) Cat in the Hat: Fun Feathered Friends | Movies & TV > 3-6 Years | Rating: 4.8
(ID: B009HIGCB2) [Item: B009HIGCB2] | Unknown | Rating: 2.8
(ID: B01BT3SD9Q) [Item: B01BT3SD9Q] | Unknown | Rating: 4.3
(ID: B08C1TXMWC) [Item: B08C1TXMWC] | Unknown | Rating: 2.9
(ID: B08NDSSJGH) Somos Musica (We Are Music) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B00ZWZE4OG) NOFX: Backstage Passport 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0042W0BRO) [Item: B0042W0BRO] | Unknown | Rating: 4.1
(ID: B00CWHWV7O) The Vixens of Kung-Fu / Oriental Blue [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01H3KUHMU) MOTOWN 25: YESTERDAY TODAY FOREVER / VARIOUS | Movies & TV > TV | Rating: 4.7
(ID: 6304843208) Trespass | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01LTI0BOG) Fallen Stars | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B009C30N4E) Weight Watchers: Punch! 3 Complete Workouts | Movies & TV > TV | Rating: 4.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B082Z87M3P) Pride and Prejudice Atlanta | Comedy > Drama > Romance | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B007INTT2M) [Item: B007INTT2M] | Unknown | Rating: 4.6
(ID: B006E1LUEE) Casablanca 8.5x11 Collectible Senitype - Film Cell | Movies & TV > Movies | Rating: 4.8
(ID: B00AY08E54) [Item: B00AY08E54] | Unknown | Rating: 3.7
(ID: B010CIU54K) [Item: B010CIU54K] | Unknown | Rating: 4.8
(ID: B0002IQC34) Connie The Cow: Connie And Friends! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00Q8CDWJU) [Item: B00Q8CDWJU] | Unknown | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B003V924G0) Letters to Juliet | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07VCTQM3Q) [Item: B07VCTQM3Q] | Unknown | Rating: 3.0
(ID: B0B43XHJZ2) Boruto: Naruto Next Generations - The Vessel (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07D9VMQ99) [Item: B07D9VMQ99] | Unknown | Rating: 4.4
(ID: B001FW8G4E) Chronicles of Narnia | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00A8GBWNA) Broken Roads | Movies & TV > Independently Distributed > Drama | Rating: 3.6
(ID: B009D4GO72) How the Rhino Got His Skin/How the Camel Got His Hump, Told by Jack Nicholson with Music by Bobby McFerrin | Movies & TV > 3-6 Years | Rating: 4.9
(ID: B01CCNKR14) [Item: B01CCNKR14] | Unknown | Rating: 4.8
(ID: 0967809606) Flashing on the Sixties: A Tribal Document VHS | Movies & TV > Independently Distributed > Art House & International | Rating: 4.1
(ID: B00P4FU74K) M*a*s*h: Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B004ZX8SRU) [Item: B004ZX8SRU] | Unknown | Rating: 4.4
(ID: B008VTXTEQ) Concrete Circus | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00BKG5ZJY) [Item: B00BKG5ZJY] | Unknown | Rating: 4.6
(ID: B01IH6TBNA) [Item: B01IH6TBNA] | Unknown | Rating: 3.9
(ID: B00EY7ZZE6) [Item: B00EY7ZZE6] | Unknown | Rating: 4.7
(ID: B073RBWL96) [Item: B073RBWL96] | Unknown | Rating: 5.0
(ID: B00TMIS9E0) [Item: B00TMIS9E0] | Unknown | Rating: 3.7
(ID: B00ID4J5FG) [Item: B00ID4J5FG] | Unknown | Rating: 3.8
(ID: B0948JY7RW) Here Today | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B01GWBRB0C) Ice Cream Man / Jack Frost 2 Revenge of the Mutant Killer Snowman | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B003LB4JHU) [Item: B003LB4JHU] | Unknown | Rating: 4.5
(ID: 6302725046) Marquis VHS | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01N3K3CL6) LEGO Jurassic World: The Indominus Escape | Kids > Exciting > Strange | Rating: 4.7
(ID: B08P2XHDG8) [Item: B08P2XHDG8] | Unknown | Rating: 4.8
(ID: B0029QWNZ8) School for Scoundrels | Comedy > Passionate | Rating: 4.5
(ID: B00VKX6V40) Harry | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.6
(ID: B075ZGY7ZB) [Item: B075ZGY7ZB] | Unknown | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B017313TP6) [Item: B017313TP6] | Unknown | Rating: 4.6
(ID: B01M08OTZT) Robocop Collection Bundle | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B0043M3AYY) [Item: B0043M3AYY] | Unknown | Rating: 3.9
(ID: B006U0LHRO) [Item: B006U0LHRO] | Unknown | Rating: 4.5
(ID: 1558908455) From Dusk Till Dawn | Movies & TV > Cult Movies > Westerns | Rating: 4.6
(ID: B071G7J76R) Victims! | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B005411HFM) [Item: B005411HFM] | Unknown | Rating: 4.4
(ID: B001NTIVDU) [Item: B001NTIVDU] | Unknown | Rating: 4.2
(ID: B01LW00GZG) [Item: B01LW00GZG] | Unknown | Rating: 4.4
(ID: B01MZFQ2MR) [Item: B01MZFQ2MR] | Unknown | Rating: 4.3
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B07VHY4YGB) Aquaman (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0022T1C8Q) Hand and Machine Applique the Karen Buckley Way | Movies & TV > Movies | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01CCNKR14
|
[Item: B01CCNKR14]
| 5
|
AGIEBRUJ3TJLINUQJ3J74APV47QA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Alternate Oscars | Books > Arts & Photography > Performing Arts | Rating: 4.0
- The Ultimate Book of Gangster Movies: Featuring the 100 Greatest Gangster Films of All Time | Books > Humor & Entertainment > Movies | Rating: 4.0
- The Shootist | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Joe Bob Goes To the Drive-In | Books > Literature & Fiction > Humor & Satire | Rating: 5.0
- Ask a Mexican | Books > Politics & Social Sciences > Social Sciences | Rating: 2.0
- William Shakespeare's Star Wars: Verily, A New Hope | Books > Humor & Entertainment > Humor | Rating: 1.0
- Iconic America: A Roller-Coaster Ride through the Eye-Popping Panorama of American Pop Culture | Books > Arts & Photography > Graphic Design | Rating: 5.0
- Mostly Bob | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 1.0
### User's movies History:
- Taxi: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.0
- Plan 9 from Outer Space | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
- Logan's Run [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Rio Lobo | Movies & TV > John Wayne Store > All Titles | Rating: 2.0
- Sneakers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
- A Soldier's Story | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Star Trek II: The Wrath of Khan - The Director's Cut (Two-Disc Special Collector's Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Star Trek: The Motion Picture, The Director's Cut (Special Collector's Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Sherlock: Season 1 | Movies & TV > BBC > All BBC Titles | Rating: 4.0
- Xanadu | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B008413NOC) [Item: B008413NOC] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B002QV82Y2) [Item: B002QV82Y2] | Unknown | Rating: 4.5
(ID: B0B25WDGLT) [Item: B0B25WDGLT] | Unknown | Rating: 4.8
(ID: B08X27XCJL) [Item: B08X27XCJL] | Unknown | Rating: 3.9
(ID: B00N2RAXVY) [Item: B00N2RAXVY] | Unknown | Rating: 3.7
(ID: 6304154143) Doctor Who - The Ribos Operation VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B01MYBQ14I) [Item: B01MYBQ14I] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00876TJWO) [Item: B00876TJWO] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B002SOXEBI) [Item: B002SOXEBI] | Unknown | Rating: 1.0
(ID: B000EDWKX8) Shopgirl | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0002V7OIS) Max & Ruby - Max & Ruby's Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B0009X3LWM) Ralph Emery's Country Legends, Vol. 2 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B004JX3I12) DisneyMouseLinks Presents - Walt Disney World Parades | Movies & TV > Movies | Rating: 4.4
(ID: B01N41NZKZ) [Item: B01N41NZKZ] | Unknown | Rating: 4.2
(ID: B00U3XC3B8) [Item: B00U3XC3B8] | Unknown | Rating: 3.2
(ID: B00950UDYE) [Item: B00950UDYE] | Unknown | Rating: 4.1
(ID: B00LC8FE50) [Item: B00LC8FE50] | Unknown | Rating: 4.4
(ID: B0B25BKTS8) FLCL Season 1 Vol. 3 (Original Soundtrack) | Prime Video > Prime Video > TV | Rating: 4.7
(ID: B09SXVQPQX) [Item: B09SXVQPQX] | Unknown | Rating: 4.7
(ID: B01E4PIJTK) [Item: B01E4PIJTK] | Unknown | Rating: 4.5
(ID: B07FLBQ8DZ) [Item: B07FLBQ8DZ] | Unknown | Rating: 3.3
(ID: B07V2PJKFM) [Item: B07V2PJKFM] | Unknown | Rating: 3.8
(ID: B076VQBBWH) [Item: B076VQBBWH] | Unknown | Rating: 4.6
(ID: B00BJFNWAA) [Item: B00BJFNWAA] | Unknown | Rating: 2.7
(ID: B00009PY1O) Agatha Christie's Poirot: Collector's Set Volume 6 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B000AXFSS6) Spanish for Kids: Beginner Level 1, Vol. 2 | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.9
(ID: B00FPZY67S) [Item: B00FPZY67S] | Unknown | Rating: 4.5
(ID: B000FVQUMQ) Divine Dancers - Live from Prague / Prague State Opera | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.4
(ID: B0024396HE) Wagner: Gotterdammerung (Copenhagen Ring Cycle Part 4) | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.3
(ID: B01LW3QAJS) Kicks | Drama > Adventure > Cerebral | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000OQDSDQ) Ip Chun Wooden Dummy Techniques | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.8
(ID: B001ILTUK6) El Norte (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00D9EJFZA) Movies 4 You - Sci Fi Classics (The Man from Planet X / Beyond the Time Barrier / The Time Travelers / The Angry Red Planet) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B001CQONQI) The Love Guru | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.5
(ID: B003XZ9C8A) [Item: B003XZ9C8A] | Unknown | Rating: 4.8
(ID: B00101JMFC) Operations At Amchitka, Attacks On Attu [SILENT, UNEDITED] | Movies & TV > Disc on Demand | Rating: 4.2
(ID: B00192793O) Afterbang: A Film By Robotfood | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B001QE9WEO) [Item: B001QE9WEO] | Unknown | Rating: 4.6
(ID: B01C3I3S3M) [Item: B01C3I3S3M] | Unknown | Rating: 3.6
(ID: B009166NA0) [Item: B009166NA0] | Unknown | Rating: 4.8
(ID: B0002T2Q0Q) Inuyasha - True Face of Evil (Vol. 22) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B09M2HJDT6) [Item: B09M2HJDT6] | Unknown | Rating: 4.7
(ID: B00K6KIJ02) Summer of '42 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00383XZPI) Ben 10 Alien Force, Vol. 7 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B081FJKYK3) [Item: B081FJKYK3] | Unknown | Rating: 4.0
(ID: B00005RFI5) The Promise of Love | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B07YTDXW2K) Deadline: The Complete 39 Episode Series! | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0779JDSBQ) [Item: B0779JDSBQ] | Unknown | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07VJMNBBG) [Item: B07VJMNBBG] | Unknown | Rating: 4.4
(ID: B000RY25X4) [Item: B000RY25X4] | Unknown | Rating: 4.3
(ID: B002KREVEW) Pets | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0716CZ1HL) Junjo Romantica: Season One Blu-ray Collection (Junjou Romantica) | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B07GV817RC) KFSO Womens Block Color O-Neck Long Sleeve Blouse T-Shirt Autumn Holiday Tops | Movies & TV > TV | Rating: 3.6
(ID: B00PSMF3EI) [Item: B00PSMF3EI] | Unknown | Rating: 4.0
(ID: B08MPK8XMX) [Item: B08MPK8XMX] | Unknown | Rating: 4.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00014TJWA) Inspirational Baby / Baby Songs | Movies & TV > Independently Distributed > Kids & Family | Rating: 2.8
(ID: B00E99FYD6) Red Clover | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B0030LD9JK) [Item: B0030LD9JK] | Unknown | Rating: 4.7
(ID: B00ZAYTNH2) [Item: B00ZAYTNH2] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000SW4DMG) [Item: B000SW4DMG] | Unknown | Rating: 4.6
(ID: B00U5UNL9C) [Item: B00U5UNL9C] | Unknown | Rating: 4.7
(ID: B07F1QYNL3) [Item: B07F1QYNL3] | Unknown | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B084TLGYKR) [Item: B084TLGYKR] | Unknown | Rating: 3.7
(ID: B0006GQMBY) The Turning Point | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000ASAU20) Fit at 40 Plus: Pilates - 10 Minute Full Body Workout + 32 Minute Advanced Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.8
(ID: B00008SCHM) Finding Lucy - The Definitive Look Into the Life of America's First Lady of Television (Lucille Ball) [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: 6302720419) Children of the Corn | Movies & TV > Cult Movies > Horror | Rating: 4.6
(ID: B005IPJR10) [Item: B005IPJR10] | Unknown | Rating: 4.1
(ID: B00F350YB2) [Item: B00F350YB2] | Unknown | Rating: 3.4
(ID: B0070Z4LLW) [Item: B0070Z4LLW] | Unknown | Rating: 4.5
(ID: B000RW944Y) [Item: B000RW944Y] | Unknown | Rating: 3.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B095J1L9Y6) [Item: B095J1L9Y6] | Unknown | Rating: 4.1
(ID: B007NYOJXK) [Item: B007NYOJXK] | Unknown | Rating: 3.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01MYC8OBD) Catfight | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B00CL50KQG) The Weight of Water | Suspense > Horror > Compelling | Rating: 4.3
(ID: B00RSGHQJM) [Item: B00RSGHQJM] | Unknown | Rating: 3.4
(ID: 6303144381) Super Trolls [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B079HSNHH8) [Item: B079HSNHH8] | Unknown | Rating: 4.8
(ID: B07998GP5M) [Item: B07998GP5M] | Unknown | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01MTFGN3A) [Item: B01MTFGN3A] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B010745OPY) [Item: B010745OPY] | Unknown | Rating: 3.5
(ID: B0009PVZ1Y) Jennifer Berezan and Friends: Praises for the World | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00E0H0S5G) [Item: B00E0H0S5G] | Unknown | Rating: 3.7
(ID: B00B2K0RVE) Santana Greatest Hits: Live at Montreux 2011 | Movies & TV > Music Artists > Santana | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B007RTO59E) Cavalli: Il Giasone [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00D9EJFZA
|
Movies 4 You - Sci Fi Classics (The Man from Planet X / Beyond the Time Barrier / The Time Travelers / The Angry Red Planet)
| 3
|
AFBDQDAKHLFPAMNQCHIR734E2JLA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Empty Mansions: The Mysterious Life of Huguette Clark and the Spending of a Great American Fortune | Books > Biographies & Memoirs > Community & Culture | Rating: 4.0
- The Orphan Master's Son: A Novel (Pulitzer Prize for Fiction) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Under the Wide and Starry Sky: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Plato and a Platypus Walk into a Bar . . .: Understanding Philosophy Through Jokes | Books > Humor & Entertainment > Humor | Rating: 2.0
- Crazy Rich: Power, Scandal, and Tragedy Inside the Johnson & Johnson Dynasty | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 2.0
- Pompeii: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B00OGM3TVK] | Unknown | Rating: 4.0
- [Item: B00O1SDDOW] | Unknown | Rating: 4.0
- [Item: B00LCFHY3S] | Unknown | Rating: 5.0
- Orphan Black | Science Fiction > Drama | Rating: 5.0
- [Item: B00IWYI0SA] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 6305755027) Star Trek - The Original Series, Vol. 10, Episodes 19 & 20: Arena/ The Alternative Factor | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B008Y5QOIA) [Item: B008Y5QOIA] | Unknown | Rating: 3.8
(ID: B00YTQMRZC) [Item: B00YTQMRZC] | Unknown | Rating: 4.4
(ID: B074XR3DCX) [Item: B074XR3DCX] | Unknown | Rating: 4.1
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00101ZDKK) I Am Curious Blue: The Criterion Collection | Movies & TV > Criterion Collection > All | Rating: 3.6
(ID: B003YT1SUA) [Item: B003YT1SUA] | Unknown | Rating: 4.7
(ID: B01F57YDWI) Neath the Arizona Skies [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B01LZL4OPW) Liv and Maddie | Comedy > Drama > Kids | Rating: 4.7
(ID: B08W3FK5D3) The Light and Sound Show (Limited Edition) [4K Ultra HD + 3D Blu-ray + 3D Anaglyph + 2D Blu-ray] New Revised Version | Movies & TV > Blu-ray > Movies | Rating: 3.1
(ID: B01N259KD6) The West Point Story (1950) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000BP86RI) Rossini - Ermione / Antonacci, Ford, Montague, Austin Kelly, Howell, Nilon, Lopez-Yanez, Unwin, Davis, Glyndebourne Opera | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.7
(ID: B09HY7D8WR) The Ice Road [DVD] [2021] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: 0307732207) Bad Girls of the Bible DVD: And What We Can Learn from Them | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.5
(ID: B01BODHAKY) [Item: B01BODHAKY] | Unknown | Rating: 4.8
(ID: B009CFY3RK) [Item: B009CFY3RK] | Unknown | Rating: 4.7
(ID: B00VTPNP5W) [Item: B00VTPNP5W] | Unknown | Rating: 4.4
(ID: B00932A2MC) [Item: B00932A2MC] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00000JYXB) Mars: The Red Planet [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07BWSX37Q) [Item: B07BWSX37Q] | Unknown | Rating: 2.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00000ICDV) WCW/NWO World War 3 1998 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 2.8
(ID: B00VY85Y4O) [Item: B00VY85Y4O] | Unknown | Rating: 4.7
(ID: B003XQPYR2) [Item: B003XQPYR2] | Unknown | Rating: 4.6
(ID: B00AOQ8GJ2) [Item: B00AOQ8GJ2] | Unknown | Rating: 4.7
(ID: B016Z1LMO0) [Item: B016Z1LMO0] | Unknown | Rating: 4.5
(ID: B07XLTHKPH) [Item: B07XLTHKPH] | Unknown | Rating: 3.7
(ID: B00GHLZMOK) [Item: B00GHLZMOK] | Unknown | Rating: 3.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00006LPEO) The Good Fairy | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B000FS2VXG) Fullmetal Alchemist, Volume 13: Brotherhood (Episodes 49-51) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B07H8P7DRK) [Item: B07H8P7DRK] | Unknown | Rating: 4.2
(ID: B083L8NR12) [Item: B083L8NR12] | Unknown | Rating: 5.0
(ID: B0091VKVL2) [Item: B0091VKVL2] | Unknown | Rating: 4.7
(ID: B07RQTMTQT) [Item: B07RQTMTQT] | Unknown | Rating: 4.7
(ID: B00YCYB1VM) BLACK OR WHITE (DVD,2015) RENTAL EXCLUSIVE | Movies & TV > Movies | Rating: 4.6
(ID: B004YMAURS) Hotrod The Movie | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00628A4YG) King Of The Hill | Comedy > Animation > Drama | Rating: 4.9
(ID: B01DHOBKIG) [Item: B01DHOBKIG] | Unknown | Rating: 4.0
(ID: B06XZ6578K) Bridesmaids / The Boss / Identity Thief 3-Movie Laugh Pack [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 6301276949) The Lair of the White Worm VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B0012680A8) Summer Palace | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B003WQ5CAC) Tna Wrestling's Greatest Moments | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.8
(ID: B003QK7O28) [Item: B003QK7O28] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B005FU9X5I) [Item: B005FU9X5I] | Unknown | Rating: 4.2
(ID: B01MDLNXSU) The Christmas Project | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00FOSH9NE) Friday Night Dinner (Series 1 & 2) - 2-DVD Box Set ( Friday Night Dinner - Series One and Two ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00005NGUO) Fawlty Towers | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00005M2CG) Mary Pickford - A Life on Film | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B00DOZNHZ8) Beetlejuice: A Halloween Spooktacular | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B07M5VKCGK) [Item: B07M5VKCGK] | Unknown | Rating: 4.3
(ID: B07KH2LJZ3) Garry Shandling: Zen Diaries (BD) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B002JYPVR2) Spin City: Season 3 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00XB8NOLU) [Item: B00XB8NOLU] | Unknown | Rating: 4.6
(ID: B00XZCIENK) Beyond the Mask | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B006VJ1AAI) The Witches of Oz | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B004KDO2F2) Symphonies Nos 4 & 5 | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07WC9X6ZR) [Item: B07WC9X6ZR] | Unknown | Rating: 4.3
(ID: 6302413990) Bad Channels [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B00016ZVKM) The Supremes: Greatest Hits - Live in Amsterdam | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: 6317632618) Queens of Scream - Triple Feature | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00005B1YD) Royal Wedding [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.4
(ID: B07RQBJ78X) [Item: B07RQBJ78X] | Unknown | Rating: 3.8
(ID: B00IVLEU60) [Item: B00IVLEU60] | Unknown | Rating: 3.4
(ID: B01M8FJ3OU) 10 Minute Quick Walk Mix DVD with Jessica Smith | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B000X2DP20) STOTT PILATES: Be Kind to Your Spine | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B001KQS3SE) B-17 Flying Fortress | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B001CLHNQK) The Batman | Science Fiction > Animation > Drama | Rating: 4.7
(ID: B0896WT7DP) Stretching Exercises for Fifty Plus | Special Interest | Rating: 3.6
(ID: B000TR6B5M) Hong Kong Phooey - Volume 1 1974 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B006MHZHG2) Black Butterfly | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0014WEFI6) [Item: B0014WEFI6] | Unknown | Rating: 4.6
(ID: B0867J18J6) The Legend of Boggy Creek | Horror > Drama | Rating: 4.3
(ID: B01BPLGPNI) [Item: B01BPLGPNI] | Unknown | Rating: 3.8
(ID: B076R5P19B) [Item: B076R5P19B] | Unknown | Rating: 2.7
(ID: B008H13U24) [Item: B008H13U24] | Unknown | Rating: 2.0
(ID: B07CX94FF9) [Item: B07CX94FF9] | Unknown | Rating: 3.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00T89H3UY) Ghost Story: The Turn of the Screw | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: B01I4MGYE6) The Arbiter | Drama > International > Arts, Entertainment, and Culture | Rating: 3.4
(ID: B078M3VMCD) Game of Thrones: The Complete Seasons 1-7 (DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.8
(ID: B00KFDR1GS) Ratatouille [Blu-ray 3D + Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B001662FKK) The Signal | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B000654YK6) Hype! [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003QSLYFS) George of the Jungle 2 | Adventure > Joyous > Outlandish | Rating: 4.2
(ID: B00ECU2ZMU) [Item: B00ECU2ZMU] | Unknown | Rating: 4.5
(ID: B06XYXJGTY) [Item: B06XYXJGTY] | Unknown | Rating: 4.1
(ID: B00F35ALRE) [Item: B00F35ALRE] | Unknown | Rating: 4.5
(ID: B07PP7MCZP) [Item: B07PP7MCZP] | Unknown | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00F35ALRE
|
[Item: B00F35ALRE]
| 3
|
AFQWIR3MKCMW3P4SWTOVTHXAVFOA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Exiled South | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Mrs. March: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- A Study in Charlotte (Charlotte Holmes Novel, 1) | Books > Teen & Young Adult > Mysteries & Thrillers | Rating: 2.0
- The Outlandish Companion (Revised and Updated): Companion to Outlander, Dragonfly in Amber, Voyager, and Drums of Autumn | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- Good Granny/Bad Granny | Books > Humor & Entertainment > Humor | Rating: 4.0
### User's movies History:
- Justified | Suspense > Western > Drama | Rating: 5.0
- [Item: B004MWZLYC] | Unknown | Rating: 5.0
- [Item: B003AZCYCE] | Unknown | Rating: 5.0
- [Item: B01B5H1U0K] | Unknown | Rating: 5.0
- [Item: B014CRRTBY] | Unknown | Rating: 2.0
- [Item: B00DUUKV4M] | Unknown | Rating: 5.0
- [Item: B00499QUK2] | Unknown | Rating: 5.0
- [Item: B006MW3UZW] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B003BLP3PW) Christianity - Anglican | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07GSJS1FW) [Item: B07GSJS1FW] | Unknown | Rating: 4.7
(ID: B000A2HA9M) Santa Claus Conquers the Martians | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004VFMMRY) [Item: B004VFMMRY] | Unknown | Rating: 4.5
(ID: B07LDFL364) Judgment Night (1993) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 080012443X) Slappy & Stinkers | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B000PBS6QE) [Item: B000PBS6QE] | Unknown | Rating: 4.8
(ID: B000I9YWJS) [Item: B000I9YWJS] | Unknown | Rating: 4.4
(ID: 1531709397) NATURE: Equus: Story of the Horse DVD | Movies & TV > PBS > All | Rating: 4.7
(ID: B0009S4ILK) Rollover [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00003CXQ0) Rugrats in Paris - The Movie VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B072MR6SQT) [Item: B072MR6SQT] | Unknown | Rating: 4.8
(ID: B0096PBCQQ) Extinction | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 2.9
(ID: B00HV9Q12E) [Item: B00HV9Q12E] | Unknown | Rating: 2.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B007EXTZZC) [Item: B007EXTZZC] | Unknown | Rating: 4.6
(ID: B07W17C9F7) The Lone Ranger: Season 1 [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00TEELU84) Seventh Son (Three-Disc Combo Pack: Blu-ray 3D +Blu-ray + DVD + DIGITAL HD with UltraViolet) [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B001B6EADK) Punto y Aparte [NTSC/Region 1 and 4 dvd. Import - Latin America] Evangelina Sosa, Mauricio Islas | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B005DJ7B5K) Cook's Country: Season 4 | Movies & TV > PBS > All | Rating: 4.7
(ID: B01BI92GH6) [Item: B01BI92GH6] | Unknown | Rating: 4.6
(ID: B018UWJKZ0) [Item: B018UWJKZ0] | Unknown | Rating: 4.1
(ID: B074BD6ZL1) [Item: B074BD6ZL1] | Unknown | Rating: 4.8
(ID: B000G19OOQ) Truman | Movies & TV > Independently Distributed > Documentary | Rating: 4.8
(ID: B0091WCUT2) [Item: B0091WCUT2] | Unknown | Rating: 4.5
(ID: B01I065AU0) Contagion [DVD] [2011] [Region 1] [US Import] [NTSC] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07RFP8M1P) [Item: B07RFP8M1P] | Unknown | Rating: 2.9
(ID: B0007GP7DM) Guimba the Tyrant | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0002B54QC) Audubon's VideoGuide to Birds of North America DVD II Song and Garden Birds | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B005JI0PYY) [Item: B005JI0PYY] | Unknown | Rating: 3.5
(ID: B004EFSHUC) Atom (Complete DVD Series) | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: B07816V12G) [Item: B07816V12G] | Unknown | Rating: 4.5
(ID: 630310195X) Return to Lonesome Dove [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000F4RHR0) Touched | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00020X88O) Showgirls | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0753RLM41) [Item: B0753RLM41] | Unknown | Rating: 4.6
(ID: B00H3QT4PG) ACT OF VALOR BLU-RAY SINGLE DISC [Blu-ray] [Blu-ray] [Blu-ray] [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B01LXS6ATV) [Item: B01LXS6ATV] | Unknown | Rating: 2.2
(ID: B00NL5R7NO) [Item: B00NL5R7NO] | Unknown | Rating: 4.8
(ID: B07KSPJDJC) Picket Fences - Season 2 [NTSC Version] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0006B6WWI) Cartoon Craze Presents: Bugs Bunny: Falling Hare | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07FK5DL1F) [Item: B07FK5DL1F] | Unknown | Rating: 4.3
(ID: 0767817443) Godzilla | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B01H0754W4) [Item: B01H0754W4] | Unknown | Rating: 4.7
(ID: B00115YZPE) [Item: B00115YZPE] | Unknown | Rating: 3.2
(ID: B0B8Q6GBTW) [Item: B0B8Q6GBTW] | Unknown | Rating: 3.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07765H6TM) The Cemetery Club | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00DGNOMB6) [Item: B00DGNOMB6] | Unknown | Rating: 4.7
(ID: B01C7X7SCA) [Item: B01C7X7SCA] | Unknown | Rating: 4.5
(ID: B08KH1PCNM) [Item: B08KH1PCNM] | Unknown | Rating: 5.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0011V7PT6) Private Life of a Masterpiece, The: Impressionism and the Post Impressionists | Movies & TV > BBC > All BBC Titles | Rating: 3.6
(ID: B07TMG3NH6) [Item: B07TMG3NH6] | Unknown | Rating: 3.6
(ID: B01N6WFJIL) [Item: B01N6WFJIL] | Unknown | Rating: 4.5
(ID: B07VL5X1XV) [Item: B07VL5X1XV] | Unknown | Rating: 4.5
(ID: B07XZKTHR6) [Item: B07XZKTHR6] | Unknown | Rating: 2.3
(ID: B01ARVPCOA) [Item: B01ARVPCOA] | Unknown | Rating: 4.6
(ID: B0875XLML9) [Item: B0875XLML9] | Unknown | Rating: 3.8
(ID: B00XWSVBD2) [Item: B00XWSVBD2] | Unknown | Rating: 4.7
(ID: B008Y7GQ72) Sleepless in Seattle | Comedy > Drama > Charming | Rating: 4.8
(ID: B07TMM2C61) [Item: B07TMM2C61] | Unknown | Rating: 4.2
(ID: B000CCW2NO) Swindled | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00006ADFZ) Hellraiser: Hellseeker [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B085GLQ11V) [Item: B085GLQ11V] | Unknown | Rating: 3.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0788XV91D) The Thousand Faces of Dunjia [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B009XTF8RO) Hard Times: Lost on Long Island | Movies & TV > HBO > All HBO Titles | Rating: 4.1
(ID: B08435733B) [Item: B08435733B] | Unknown | Rating: 3.6
(ID: B01K5WUT08) [Item: B01K5WUT08] | Unknown | Rating: 3.6
(ID: B08VMRSVZ1) [Item: B08VMRSVZ1] | Unknown | Rating: 4.2
(ID: B004VQRCPU) Maverick | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00005Y415) The Parole Officer | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B076VY146W) For the Life of Me - Between Science and the Law | Documentary > Special Interest | Rating: 4.9
(ID: B0042E3UDE) [Item: B0042E3UDE] | Unknown | Rating: 4.4
(ID: 0767809254) Steel Magnolias | Movies & TV > Movies | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009EEHSFS) [Item: B009EEHSFS] | Unknown | Rating: 4.5
(ID: B002OEBRCU) 92Y - Anthony Bourdain and Eric Ripert (October 23, 2006) | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000067JFP) The Little Princess [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0779HSBDD) [Item: B0779HSBDD] | Unknown | Rating: 3.0
(ID: B004D7SBD4) PBS Nova Science Now What's the Next Big Thing? DVD | Movies & TV > PBS > All | Rating: 5.0
(ID: B07W3RQBQ9) Christmas Wishes & Mistletoe Kisses | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00000JWWN) Strangler of the Swamp [DVD] | Movies & TV > Cult Movies > Horror | Rating: 3.9
(ID: B00AIZ2L8Q) Punch | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.1
(ID: B0064H29QQ) [Item: B0064H29QQ] | Unknown | Rating: 4.3
(ID: 6302276985) How to Butcher Wild Game | Movies & TV > Movies | Rating: 1.5
(ID: B00FPH3VHM) [Item: B00FPH3VHM] | Unknown | Rating: 4.7
(ID: B00002IIXU) Movie | Movies & TV > Featured Categories | Rating: 4.8
(ID: B002GNOLYU) Escaflowne: Movie | Movies & TV > Blu-ray > Movies | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01H0754W4
|
[Item: B01H0754W4]
| 5
|
AEBMYFUAYEODBWFVGVEARFVK3LUA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Hive | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Buried (Hush collection) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Lessons From Lucy: The Simple Joys of an Old, Happy Dog | Books > Humor & Entertainment > Humor | Rating: 5.0
- The Bone Bed: Scarpetta (Book 20) (Kay Scarpetta) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Barefoot Contessa Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Barefoot Contessa Parties! Ideas and Recipes for Easy Parties That Are Really Fun | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- The Atlantis Gene: A Thriller (The Origin Mystery, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Avanti: The Complete Story | Books > Engineering & Transportation > Automotive | Rating: 3.0
### User's movies History:
- [Item: B01AB17JGU] | Unknown | Rating: 5.0
- [Item: B00I3MQNWG] | Unknown | Rating: 5.0
- [Item: B00RSI6A56] | Unknown | Rating: 1.0
- [Item: B00RSGIVVO] | Unknown | Rating: 5.0
- [Item: B009OPMX3E] | Unknown | Rating: 4.0
- [Item: B009ZQFSRA] | Unknown | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00ZC869LO) [Item: B00ZC869LO] | Unknown | Rating: 3.7
(ID: B00NHX50WU) Tiesto In Concert- Gelredome 2003 | Arts, Entertainment, and Culture > Music Videos and Concerts > Beautiful | Rating: 4.5
(ID: B008WAWOE0) [Item: B008WAWOE0] | Unknown | Rating: 4.6
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B00C59YADM) [Item: B00C59YADM] | Unknown | Rating: 4.3
(ID: B00ASRFLWM) [Item: B00ASRFLWM] | Unknown | Rating: 4.7
(ID: B08JXRLB4P) [Item: B08JXRLB4P] | Unknown | Rating: 4.8
(ID: B000GNOM78) Enter the Dragon | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00I3MPDP4) [Item: B00I3MPDP4] | Unknown | Rating: 4.6
(ID: B01N1O0ZHM) [Item: B01N1O0ZHM] | Unknown | Rating: 4.7
(ID: 6302999944) WWF: Wrestlemania 6 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B07KFPM9BV) [Item: B07KFPM9BV] | Unknown | Rating: 4.6
(ID: B0006H31PI) Bellydance for Beginners with Suhaila: Fitness Fusion Buns | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07JQC9N2N) [Item: B07JQC9N2N] | Unknown | Rating: 4.5
(ID: B00PSLQYWE) [Item: B00PSLQYWE] | Unknown | Rating: 4.9
(ID: B002WPPS5I) Framing, Matting & Hanging | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B014IZZZQG) [Item: B014IZZZQG] | Unknown | Rating: 4.2
(ID: B003552QWM) Rancho Notorious | Movies & TV > Featured Categories > Prime Video | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07NC2RVD4) [Item: B07NC2RVD4] | Unknown | Rating: 2.8
(ID: B000SQFC2M) MacGyver - The Complete Series | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B000VWV5II) Red Hot Sailboat Racing: Lasers, Sunfish and Dinghies | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.0
(ID: B077128BTL) [Item: B077128BTL] | Unknown | Rating: 3.5
(ID: B0B8ST38TM) [Item: B0B8ST38TM] | Unknown | Rating: 4.2
(ID: B001344YZO) [Item: B001344YZO] | Unknown | Rating: 4.7
(ID: B00SR37SWK) [Item: B00SR37SWK] | Unknown | Rating: 4.9
(ID: B0036EBAFG) STEP-BY-STEP STRENGTH TRAINING | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B01HC87IU2) [Item: B01HC87IU2] | Unknown | Rating: 3.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0107OPTX6) [Item: B0107OPTX6] | Unknown | Rating: 3.2
(ID: B0014BQR24) Man of the West | Movies & TV > Today's Deals > Fox Featured Deals | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0777YWVP1) [Item: B0777YWVP1] | Unknown | Rating: 4.1
(ID: B000VZGI9Q) The Empress Dowager | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B01M2ZJB9G) [Item: B01M2ZJB9G] | Unknown | Rating: 3.8
(ID: B0065GBPMK) Felicity: An American Girl Adventure: Deluxe Edition (Repackage/DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B06XSWX86V) 36 Hours | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00F35BMSG) [Item: B00F35BMSG] | Unknown | Rating: 3.8
(ID: B00VVXMYU4) [Item: B00VVXMYU4] | Unknown | Rating: 4.3
(ID: B07NBJZJQB) [Item: B07NBJZJQB] | Unknown | Rating: 3.0
(ID: 0767848535) Velocity Trap [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.4
(ID: B07ZSXR42T) [Item: B07ZSXR42T] | Unknown | Rating: 4.5
(ID: B00ATP2504) Cinderella | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00006672B) 801 T.T.S. Airbats [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00068S3KU) WWE: Taboo Tuesday 2004 [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B01FIPXV3E) Medicine of the Wolf | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B000GB5M4C) National Lampoon's Dorm Daze 2: College @ Sea (Unrated Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B091JKYN9H) [Item: B091JKYN9H] | Unknown | Rating: 4.3
(ID: B001EWBY80) Virginia City | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B001DQFMKI) Ethnic Style Jewelry Workshop with Sharilyn Miller | Movies & TV > Movies | Rating: 4.4
(ID: B005UKPCM6) [Item: B005UKPCM6] | Unknown | Rating: 4.5
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B003498S5I) European Concert Volume 2: 1996-1999 | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001QT86EQ) iWorship @ Home DVD Vol. 10 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00INVZ45Y) [Item: B00INVZ45Y] | Unknown | Rating: 4.7
(ID: B00SSFY6VS) [Item: B00SSFY6VS] | Unknown | Rating: 4.7
(ID: B00571DXYM) Loosen Up, Laugh, and Live | Movies & TV > Movies | Rating: 4.9
(ID: B003DQDTYC) [Item: B003DQDTYC] | Unknown | Rating: 4.1
(ID: B0000DI87W) Somewhere in the City | Movies & TV > Independently Distributed > Comedy | Rating: 3.9
(ID: B0BD931NJG) The Classic Christmas Specials Collection - 4K Ultra HD + Blu-ray + Digital [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6300216675) Last Tycoon | Movies & TV > Movies | Rating: 3.8
(ID: B01MSBAZ6Z) [Item: B01MSBAZ6Z] | Unknown | Rating: 4.6
(ID: B00007IG1R) Spaghetti Western Pack 2 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.0
(ID: B00YHANGOQ) [Item: B00YHANGOQ] | Unknown | Rating: 2.8
(ID: B003VG515Y) Danielle Steel's Jewels | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01C9I5SLG) Sisters (Unrated) | Comedy > Charming > Coarse | Rating: 4.6
(ID: B00XVPEDK4) [Item: B00XVPEDK4] | Unknown | Rating: 3.4
(ID: B00009PAAI) The Sleeping Dictionary | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.2
(ID: B00HQOFIA0) Vampire Academy | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000VTLMK2) Believe | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01GINZ82M) Women He's Undressed | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B000XB2CSE) Through the Eyes of a Pro: Advanced Shooting Techniques for Nikon DSLR Photographers; Volume 1 | Movies & TV > TV | Rating: 3.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00NG5RYVO) [Item: B00NG5RYVO] | Unknown | Rating: 3.5
(ID: B084TJSK8Z) [Item: B084TJSK8Z] | Unknown | Rating: 4.4
(ID: B07HFQV2T9) Call The Midwife - The Christmas Specials [DVD] [2018] | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B0066E6SGY) Black Widow Murders: The Blanche Taylor Moore Story | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B01NAXOL0S) Mr. Moto's Gamble | Suspense > Drama | Rating: 4.0
(ID: B006P4H4Y0) [Item: B006P4H4Y0] | Unknown | Rating: 2.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00A00V56I) [Item: B00A00V56I] | Unknown | Rating: 4.7
(ID: B01FIHJ64K) [Item: B01FIHJ64K] | Unknown | Rating: 3.9
(ID: B00KMBC1U4) Fit Yid Kosher Men Exercise Dvd | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0009X75QU) The Parent Trap Two-Movie Collection (The Parent Trap / The Parent Trap II) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B01LYB5EO6) [Item: B01LYB5EO6] | Unknown | Rating: 4.5
(ID: B013WF5T9Q) [Item: B013WF5T9Q] | Unknown | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B004CQZFHG) Death Wish 2/Death Wish 3/Deathwish 4/Assassination | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B078TK99L3) The Rape of Nanking | International > Documentary > Cerebral | Rating: 3.9
(ID: B0041WFHX8) Scouting The Past | Movies & TV > Movies | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B089M61KCP) Soldier Blue [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00B1AXPH8) [Item: B00B1AXPH8] | Unknown | Rating: 4.0
(ID: B06W9G4NWV) [Item: B06W9G4NWV] | Unknown | Rating: 3.3
(ID: B0767B2ZGR) Happy Hour | Movies & TV > Independently Distributed > Drama | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B073RPZK88
|
[Item: B073RPZK88]
| 5
|
AE5ETIMV2SWSHWNHTJ6LLCCP5MIA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Subsets and Splits
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