Datasets:

Gonen8
/

ski-reviews-data

resort_name stringclasses 50 values	country stringclasses 8 values	review_text stringlengths 25 300	nightlife_score int64 4 10	price int64 43 140	Beginner slopes int64 0 312	Intermediate slopes int64 9 220	Difficult slopes int64 4 126	Total slopes int64 29 600	Snowparks stringclasses 2 values	Season stringclasses 12 values
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was the opposite of what I expected. The locals were friendly, but not particularly loud. They greeted me warmly and even allowed me to take pictures of them with their smiling faces.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was completely different in the mountains. The town was quiet and the people were friendly, but it was also clear that the majority of residents were skiers or snowboarders.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because it was a trip I had always wanted to go on.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was different here. We walked through the old streets, where the buildings had been there since the 1800s.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be fantastic. The powder was soft and uncrowded, which meant I could ride lines that I had never attempted before.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was not what I had expected. A quiet community, which had become quite peaceful. My initial impression was that there was no fun going on.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be challenging, especially for beginners. The runs seemed to be more challenging than the ones I'm used to at home.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be perfect. I was blown away by the amount of powder and the level of snow. There are still a few inches of powder around in the higher elevations.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because of the amazing scenery and the warm hospitality. The beautiful scenery from our cabin was unforgettable.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be incredibly unpredictable. I went out on a few runs and every time I went out, I was expecting a different kind of terrain.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be varied and exciting. The powder was consistent with recent storms, and the terrain was diverse with plenty of steep and technical lines.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was too quiet. I walked around, took a picture, and left. It was a beautiful place. The last stop of our day trip to Fernie was Sunshine.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was eerie with fog hanging over the village.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be excellent! You were able to ski with clear snow, which was perfect for my equipment. The lifts were very efficient, so we didn't have to wait long to get our turns.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great. The town is really small and easy to navigate. I remember going skiing down the mountain, and then coming back in the evening to ski the mountain for a second time.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was quite dark. There were only a few small bars and one or two clubs that were open during the day, but none of them were too lively.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great. There were a lot of activities for families and they all worked together to keep everyone safe. It was a nice break in the busy ski season.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was quiet this time. Still, I walked a mile through the snow to get to the top of the hill, and I saw the town like a stranger, an empty landscape of white.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was perfect for a long walk. The trail begins and ends in Fernie, but the trail is still being worked on.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were so amazing! It was one of the best ski vacations my family had ever been on.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be consistent. Fernie had a great variety of slopes and runs for all levels of experience.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was calm and the vibe was contemplative. There were a few people around, but they weren’t hanging out.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was the most important factor for me. 4. What made the accommodation unique? I chose Fernie because it has a unique atmosphere.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was also a consideration for me.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be consistent and excellent. However, I also experienced some issues with the resort's amenities and services. The staff was friendly, but they could have been more attentive to our needs.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were outstanding.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be quite good. I was able to access groomers, which are always in demand, and also some powder turns.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was there. It was a great experience and an amazing trip overall.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be quite reliable. The ski resorts offer a great range of terrain from beginner to advanced, with plenty of options for those looking to learn.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be impressive. Snowboarding, in particular, seemed to offer excellent conditions. In addition to that, I was impressed with the après ski atmosphere in Fernie.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because I had so much fun with my friends. When we arrived in Fernie, we decided to try out the ski resorts and rent equipment.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were excellent, and the rental equipment was well-maintained. Our 2-year-old and 3-year-old were able to ski together in the family terrain.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be consistent, however, it did have some wind in the mid and upper levels.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be consistent and consistent quality. The resort has great terrain parks for all skill levels, and the lifts are fast.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be challenging at first, but after a little bit of practice, I was able to get some good powder skiing in.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be outstanding. Weather was a bit inconsistent, but the powder was unreal.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great. I loved the skiing there. It was a great place to have a family holiday.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were awesome. The resort had everything one could ever need. The lifts, restaurants, bars, shops, etc. It was the perfect winter vacation for my family.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because… In 2008, Fernie was known as a ski-only destination. I went for the first time and fell in love with the town and the mountains.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were outstanding and the cost of entry was not as high as other resorts I have visited.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be exceptional, with quality powder on the lower slopes and light to moderate conditions on the steeper terrain.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were fantastic. They taught us how to ski and snowboard, which is all we needed since my sister and I are not very good skiers.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was great, and I loved the convenience of being so close to Mount Norquay and the other ski slopes.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be fantastic this year. We had an abundance of powder in the winter with some fresh snowfall in the spring. However, there was no lack of white stuff for the skiers.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be consistent, yet varied depending on the season.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were amazing. The ski runs were so great, I even managed to do a few runs of my own. I made friends with some cool people too and now we all go to the same places.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be consistent. The best snow was coming from the south and west, with some moderate snow to the north, which generally provided a good balance between dry and powdery powder.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because it was so beautiful, I was able to see snow for the first time and it lasted for 6 weeks! 3.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were amazing! I learned to ski, snowboard, and even snow tubing! We had a blast in the mountains.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be quite challenging. However, the resort offered a variety of terrain, including groomers, bumps, and steeps.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was more peaceful than I was expecting.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be outstanding. The lift capacity and terrain parks kept me challenged and entertained.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was an important factor to me, and I wanted to find a ski resort that provides good skiing without costing an arm and a leg.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because I had the best time possible. My host family was incredibly warm and welcoming, and we had plenty of opportunities to try out their home-cooked meals.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was much more relaxed and fun-loving. Fernie has a lot of small bars and restaurants, and there's always something to see and do.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was the main reason, as I had heard that the accommodation in Fernie was good and I wanted to be sure of a comfortable stay. 2.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was more peaceful. I walked around the town, admiring the natural beauty and feeling a sense of calm.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because I enjoyed snowboarding and skiing with my family and friends. We had a great time and learned new skills and made lifelong memories.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was peaceful. This town is a gem of British Columbia and I am glad to have discovered it. This is a really beautiful town, and so much more than just a party town.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were outstanding. We had a great time, and so did my kids. I took my family to Fernie. The ski school and facilities for kids were outstanding.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great! They had a lot of small hills for kids to ski down. I really enjoyed it, and I think it was the best skiing experience of my life.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was one of the things that drew me to Fernie. When I first looked at the properties, I noticed that the prices were reasonable, and they were right in line with my budget.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be very consistent. During my 14 days in Fernie, the snow remained consistent throughout the season with little to no snowfall during the worst of the summer heat.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were amazing, I’ll never forget that day. It was one of those magical days that you just can’t describe. I also love skiing in B.C.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was really important for me, I didn’t want to overspend but I also didn’t want to be cheap.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were fantastic! It was a great way for the kids to learn to ski and we had a wonderful time.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because we were able to enjoy the warmth of the sunshine, even on cloudy days.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be excellent, with powdery snow and sunshine. My wife and I took turns riding the groomers and the backcountry, and enjoyed the snowy wonderland.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be less than ideal. The snow was deep and wet, and even the groomers on the mountain were a disappointment.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because I made so many new friends and learned so much about myself and the world around me.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great, but it was the skiing that we came for. My kids were thrilled and they ski faster than I could ever hope to go.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was just as chill and relaxed as always.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was really good for this mountain town. The accommodation was great, with lots of options to choose from. I stayed in a chalet with five other people.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because it was my first time at the resort and because it was my first time seeing all the snow.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was a bit dull. You could tell there was a lack of life in the town and it didn’t feel like a place where people go to have fun and enjoy themselves. 2.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because I learned many life lessons. First and foremost, I learned that I can handle cold weather better than I thought.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was a big factor for me, as I wanted to enjoy myself and not feel like I was spending a fortune.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because we had a great time with friends and family, and we spent most of our time snowboarding and skiing.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was there, so I felt confident in my decision. I also liked the fact that it's a family-friendly town. 3.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great! They also have a free tubing hill if you have little ones. The snow conditions were not the best, but it's still an awesome place to ski!	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were outstanding. My kids were happy as could be. My only regret is that we didn't stay for more days.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be unsurpassed. The snow was deep and consistent, with perfect coverage that allowed me to explore and enjoy every inch of the mountain.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great, and there were lots of skiing options for adults. It was also the perfect place to get away from the city for a weekend.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was very high since there were so many skiing and snowboarding resorts to choose from. The second reason why I chose Fernie was the variety of activities available in the area.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be great. While we were lucky enough to have some snow in early February, it wasn't enough to make the snow park completely snow-free.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was different than I had expected. I was in for a surprise, and that was the first time I realized that I was in a small town that seemed to go unnoticed by everyone.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was more laid-back and casual. Overall, it was a great experience to celebrate Christmas in a cozy and charming mountain town.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was much better. It was clear that I wasn’t the only one there, and that made me feel less alone.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was the reason I chose Fernie over any other ski resort, and I am very glad I did.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be well worth the trip.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were amazing!	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were pretty impressive, and there was plenty of room to snowboard the mountain with friends.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was just so much fun! I met some great people and made a couple new friends who became amazing travel companions.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be outstanding and the resort to be easy to navigate.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	My winter vacation at Fernie was memorable because it was a trip that I never had to plan and was the perfect opportunity for me to relax and recharge during a busy semester.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was good, we didn't have to spend a lot to have a good experience.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I took my family to Fernie. The ski school and facilities for kids were great, but it was just a really nice, low key place to ski and have fun. It was a great place to get my kids out of their shells a bit.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I visited Fernie hoping for parties, but the atmosphere was not as lively as I expected. The local bars and restaurants were empty, and the main street was almost deserted.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	As a snowboarder visiting Fernie, I found the snow conditions to be perfect for grooming. In the winter, the snow is always fresh and deep. With just a little snow, I've found it's possible to do a full day of grooming.	6	67	42	58	42	142	Yes	December - April
Fernie	Canada	I chose Fernie because it is affordable. The value for money was very attractive to me and the location is just amazing.	6	67	42	58	42	142	Yes	December - April

End of preview. Expand in Data Studio

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

SkiMatch AI: The Intelligent Ski Resort Recommender

Author: Omer Gonen Omer Luzzatto Course: Introduction to Data Science

Introduction: What is SkiMatch AI?

SkiMatch AI is an intelligent search engine designed to help skiers and snowboarders find their perfect winter vacation destination.

The Problem: Traditional travel sites force users to filter by rigid categories (e.g., "France", "Price < $100"). They fail to capture the "vibe" or specific needs of the user. The Solution: This project uses Natural Language Processing (NLP) to allow users to describe their dream trip in their own words. How it works: The system analyzes the semantic meaning of the user's request and matches it with thousands of reviews to find the most relevant resorts, considering factors like atmosphere, snow quality, and value for money.

Part 1: Data Generation (Synthetic RAG)

Since real-world datasets often lack the descriptive depth required for high-quality semantic search, we had to create our own data. This phase involved generating a robust synthetic dataset using Large Language Models (LLMs).

Process: We engineered specific prompts to simulate different personas (e.g., "The Budget Traveler", "The Powder Expert", "The Après-Ski Lover").
Volume: We generated 10,000 unique reviews.
Enrichment: Each data point includes:
- Review Text: A detailed paragraph describing the experience.
- Sentiment Score: A numerical value representing the positivity of the review.
- Metadata: Price estimates, Nightlife scores, and resort characteristics.

Part 2: Exploratory Data Analysis (EDA)

In this phase, we analyzed the 10,000-row dataset to understand the underlying patterns and ensure data quality.

Dataset Statistics:

Rows: ~10,000
Key Columns: resort_name, country, review_text, price, nightlife_score, sentiment.

Visualizations:

1.Review Word Count Distribution: The graph displays the number of words per review and the frequency of reviews with similar word counts.

2. Frequent Words Cloud: This image visualizes the most common words found in the reviews; the larger the word, the more frequently it was used.

3.Sentiment Polarity Distribution: The graph illustrates the distribution of reviews categorized into positive, negative, and neutral sentiments.

4.Slope Difficulty by Country: The graph shows the breakdown of ski slopes by difficulty level for each country.

5. Global Resort Distribution Map: A world map displaying the geographic concentration and location of ski resorts by country.

6. Feature Correlation Heatmap: This heatmap visualizes the relationships and correlations between the different variables.

Part 3: Embeddings & Model Selection

To convert text into machine-understandable numbers (Vectors), we needed to choose the best Embedding Model. We performed a benchmark comparison of three state-of-the-art Hugging Face models:

all-MiniLM-L6-v2: The fastest model, good for low-resource environments.
all-distilroberta-v1: A balanced option.
all-mpnet-base-v2: The largest and most accurate model.

The Comparison: We measured Inference Time (speed) vs. Semantic Accuracy. The table below shows the results of our benchmark:

Winner: We selected all-mpnet-base-v2 because, for a recommendation system, accuracy is more critical than saving a few milliseconds.

Part 4: Input-Output Pipeline (Hybrid Search)

The core engine of this application is a Hybrid Search Pipeline designed to solve the "Antonym Problem" (where "Cheap" and "Expensive" vectors look similar mathematically).

The Pipeline Flow:

Input: The user types a natural language query (e.g., "I want a cheap party resort").
Logic Layer (The Smart Filter):
- The code scans for keywords.
- If "Cheap" is detected -> It filters the dataset for Price < 80.
- If "Party" is detected -> It filters for Nightlife Score > 4.
Semantic Layer (The Vector Search):
- The remaining filtered resorts are converted to vectors.
- We calculate Cosine Similarity between the user's query and the reviews.
Output: The system returns the top 6 resorts that match both the hard constraints (Price/Logic) and the soft intent (Vibe/Meaning).

Part 5: Application Interface (UI)

We used Gradio to build a modern, user-friendly web interface hosted on Hugging Face Spaces.

Interface Features:

Search Bar: A large text input for natural language queries.
Netflix-Style Cards: Results are displayed as visual cards containing the resort name, country, match score, and a review snippet.
Quick Starters: One-click examples for users to test the system immediately.

How we built it: The UI dynamically renders HTML/CSS based on the search results, providing a polished experience that goes beyond standard text output.

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