DataInventor datasets
Collection
Synthetic datasets built with DataInventor: describe the data you want and get training rows back. • 9 items • Updated • 1
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Need a quick batch of synthetic reviews for the hotel project. Can you write a few examples where the guest specifically mentions whether or not they felt welcomed by the staff? I need both ends of the spectrum—some where they felt like a VIP and others where the front desk was super cold or indifferent. Keep it natura... | **Review 1: 5/5 Stars – Exceptional Service**
"From the moment I pulled up to the valet, I felt like a VIP. The front desk team didn't just process my check-in; they greeted me by name and had already prepared my room with the specific pillow preference I’d requested weeks ago. It’s rare to feel so genuinely welcomed, ... | Overall Experience | Emotional Impact | felt welcomed | Data Scientist | detailed brief | basic | English |
Grab the five best and five worst reviews from the latest dataset, condense each into a 140‑character social post that captures the overall experience and adds a recommendation likelihood rating out of 10, and queue them for tomorrow morning. | **Top 5 Experiences**
1. "Stunning ocean views and impeccable service at the Grand Azure! The concierge team made our anniversary perfect. 10/10 would return." #Luxury
2. "The room was a sanctuary of comfort. Modern tech, plush bedding, and spotless. Best night’s sleep in years! 10/10 highly recommend." #Travel
3. "Pe... | Overall Experience | Recommendation Likelihood | share on social media | Hotel Operations Manager | detailed brief | advanced | English |
Hey, can you pull out all reviews that mention the mobile check‑in app and note if guests said it was fast or glitchy? Specifically, flag any comments that talk about the QR code scanning time being over 30 seconds. | Below is the extracted data regarding the mobile check-in app experience from the hotel review dataset:
| Review ID | Mention of App | Performance Note | QR Scan Time > 30s |
| :--- | :--- | :--- | :--- |
| **REV-104** | "The mobile check-in app was a lifesaver." | Fast | No |
| **REV-212** | "Tried using the app to c... | Service | Check-in Experience | smooth digital check-in | Business Analyst | short ask | intermediate | English |
Can you generate a few reviews where the guest specifically mentions the room's desk being too small or poorly positioned for working? I need to make sure the dataset captures how that lack of a functional workspace negatively impacts the overall room rating. | **Review 1**
* **Rating:** 3/5
* **Service:** Excellent
* **Room Quality:** Average
* **Location:** Convenient
* **Amenities:** Good
* **Review:** The staff at this hotel were incredibly welcoming and the location is perfect for city exploration. However, I was disappointed by the room layout. I chose this ... | Room Quality | Size & Layout | well-designed work desk | Academic Researcher | with constraints | intermediate | English |
I was totally blindsided by that surprise resort fee at checkout, which completely tanked my value for money and felt like a major failure in pricing transparency since the base rate was already a hefty stretch for what was basically a cramped room with no real amenities to show for it. | **Sentiment:** Negative
**Category: Service**
* **Feedback:** Significant failure in pricing transparency. The guest was surprised by a resort fee at checkout, leading to a loss of trust in the billing process.
**Category: Room Quality**
* **Feedback:** The accommodations were described as "cramped," suggesting t... | Value for Money | Pricing Transparency | unexpected surcharge | Travel Blogger | detailed brief | advanced | English |
Make sure each review notes if the desk was spacious and ergonomically placed with easy‑to‑reach power outlets, and flag any comments about it feeling cramped, poorly positioned, or unusable. | **Review 1**
**Rating:** 5/5
**Location:** Downtown Business District
**Service:** Exceptional. The concierge was proactive in arranging my transport.
**Room Quality:** Modern, quiet, and very clean.
**Amenities:** The fitness center was well-equipped with updated machines.
**Workspace Analysis:** I was highly impresse... | Room Quality | Size & Layout | well-designed work desk | Content Curator | with constraints | advanced | English |
We need more entries where the concierge is totally clueless about the neighborhood for the service section of the dataset. Can you write a few where the guest is annoyed that the staff couldn't even recommend a single 24-hour pharmacy within a half-mile radius? | Service was a major letdown. The concierge was totally clueless about the neighborhood when I asked for a 24-hour pharmacy. I was shocked that they couldn't recommend a single one within a half-mile radius. I had to wander around lost looking for basic medication late at night. Room quality was decent, but the location... | Service | Concierge Services | lack of local info | Data Scientist | with constraints | intermediate | English |
Hey, I need you to write some reviews focusing on those "luxury" amenities that sound amazing online but turn out to be underwhelming in person, like a tiny pool that’s always crowded or a subpar fitness center. Please make sure the tone highlights the frustration of the high price tag vs. the actual quality of the fac... | **Review 1: The "Infinity" Pool**
Rating: 2/5
My stay at the Grand Meridian was driven by the promise of their signature rooftop infinity pool. Online, the photos show a sweeping, tranquil expanse overlooking the skyline, devoid of people. In reality, the pool is barely larger than a standard hot tub, and it was perpet... | Overall Experience | Expectations vs Reality | overhyped amenities | Content Curator | detailed brief | intermediate | English |
Can you help me log the extra amenities our housekeeping and service teams provide? They always tuck those little free bath bombs into the room drawers for the guests. | **Review 1**
**Rating:** 5/5
**Location:** Downtown Waterfront
**Review:** "Our stay was exceptional from start to finish. The location is perfect for walking to the local shops and restaurants. The room quality was top-tier, featuring a very comfortable king-sized bed and a modern aesthetic. What truly made the trip w... | Service | Housekeeping | extra amenities provided | Hotel Operations Manager | with a concrete example | basic | English |
Hey, could you help me pull some examples for my analysis? I'm looking for a few quick comparisons between guest reviews that specifically mention spacious suites versus standard rooms. Basically, I need to see how the room size and layout directly impact their overall impression of the quality, so please grab a mix of... | **Positive Suite Review**
"The spacious suite completely transformed our stay. The separate living area and bedroom layout made us feel like we were in a luxury apartment, elevating the room quality to an exceptional level. The layout allowed us to utilize the spacious balcony for morning coffee, and the walk-in closet... | Room Quality | Size & Layout | spacious suite | Academic Researcher | comparative request | basic | English |
Can you generate a few samples where the guest mentions the room wasn't turned over, focusing on the housekeeping entity? I need a concrete scenario like "finding a half-empty soda in the fridge" or "trash in the bin" from the last guest to test our extraction logic. Make the tone annoyed but authentic, not overly form... | 1. "Housekeeping absolutely dropped the ball on this one. I opened the mini-fridge to grab a water and found a half-empty soda and a sticky cup from the last guest. They didn't even bother to wipe the shelves down. So annoyed."
2. "Terrible room turnover. The trash bin was literally overflowing with used tissues and e... | Service | Housekeeping | room not cleaned | NLP Engineer | with a concrete example | intermediate | English |
Can you scrub these reviews to ensure none of the focus drifts toward status perks or loyalty program upgrades? I’m specifically looking for authentic feedback on room quality, service, and location, so please filter out any complaints or praise regarding "Value for Money" or membership benefits. Just keep the raw expe... | 1. "The check-in process was efficient, and the front desk staff provided excellent directions to nearby attractions. However, the air conditioning unit in our room made a persistent rattling noise throughout the night, making it difficult to sleep. The location is perfect for walking to the city center."
2. "We were ... | Value for Money | Loyalty Benefits | no recognition of status | Travel Blogger | with constraints | advanced | English |
Can you find some reviews that mention bad lighting in the guest rooms? I'm looking for stuff like "the room felt like a dungeon because the only light was a tiny desk lamp" so I can categorize these as room quality issues. Please make sure to include both older and newer feedback if possible. | **Review 1 (2024)**
"The service at the front desk was excellent, but the room quality left much to be desired. The room felt like a dungeon because the only light was a tiny desk lamp and a single dim bulb in the entryway. Even with the curtains wide open, the space remained gloomy, making it difficult to unpack or ge... | Room Quality | Size & Layout | poor lighting | Market Research Analyst | with a concrete example | basic | English |
Hey, can you help me draft a quick review note? I need to mention that while the hotel was decent, the surfaces in my room—especially the nightstands and lamps—were covered in a thick layer of dust. Really disappointed by the lack of attention to detail with the cleaning. Thanks! | I stayed at the hotel for a short visit and found the overall experience decent. The staff were courteous, the location was convenient, and the basic amenities met my expectations. However, I was disappointed to discover that many surfaces in my room—particularly the nightstands and lamps—were covered in a thick layer ... | Room Quality | Cleanliness | dust on surfaces | Travel Blogger | short ask | basic | English |
Can you filter out any reviews where the customer's written feedback contradicts their numerical ratings for "Overall Experience" or "Recommendation Likelihood"? I’m noticing a few cases where the text is glowing but the score is low, or vice versa, and it’s skewing the sentiment analysis. Please create a subset of the... | Below is the subset of conflicting reviews identified from the dataset where the qualitative feedback significantly diverges from the quantitative ratings.
| Review ID | Overall Score (1-5) | Recommendation Likelihood (1-10) | Textual Sentiment | Discrepancy Note |
| :--- | :---: | :---: | :--- | :--- |
| **HTL-882** ... | Overall Experience | Recommendation Likelihood | unlikely to suggest | Market Research Analyst | comparative request | intermediate | English |
Hey, could you flag any mentions of security patrols in the hotel's area, like a guard on a bike at the main entrance? If you spot that, tag it under Location – Neighborhood Safety. | | Review ID | Service | Room Quality | Location | Amenities | Tagging |
| :--- | :--- | :--- | :--- | :--- | :--- |
| 001 | Excellent concierge service, very attentive staff. | The suite was spacious and spotless with a comfortable bed. | Central location, but the area feels a bit sketchy at night. I felt uneasy seeing... | Location | Neighborhood Safety | presence of security patrols | Content Curator | short ask | intermediate | English |
Add some reviews mentioning how annoying the stairs are to get to the rooms since there's no elevator. | 1. "The location of this hotel is unbeatable, right in the heart of the historic district. However, be prepared for a workout: there is no elevator, and hauling heavy suitcases up three flights of narrow, creaky stairs was exhausting. Not ideal for travelers with mobility issues."
2. "I had a mixed experience here. Th... | Location | Accessibility | difficult stairs | Business Analyst | with constraints | basic | English |
Please generate a few variations of negative reviews focusing on a cramped single room where the desk chair barely cleared the foot of the bed, ensuring the tone captures the frustration of feeling claustrophobic in such a tight layout. I need these to reflect a range of business traveler perspectives while keeping the... | **Review 1 (Formal/Professional Tone)**
"While the hotel's central location was convenient for my meetings, the room layout was remarkably impractical for a business traveler. The floor plan is so restricted that the desk chair barely clears the foot of the bed, leaving virtually no room to maneuver. It feels less like... | Room Quality | Size & Layout | cramped single room | Academic Researcher | detailed brief | advanced | English |
Can you write some reviews comparing the experience of staying at a hotel right next to a busy subway entrance versus one that’s a long walk from the museum district? I want to see how guests balance having easy transit access against being farther from the actual sights. | **Review 1: The Transit-Adjacent Hotel (The Metro Central)**
*Rating: 4/5 stars*
"Staying at The Metro Central was a study in trade-offs. The location is unbeatable for transit; the subway entrance is literally ten feet from the lobby door, making it incredibly easy to zip across the city in minutes. However, the trade... | Location | Proximity to Attractions | near public transport | Market Research Analyst | comparative request | basic | English |
Hey AI, when a guest asks for a quick bill at checkout, pull their room rate, minibar, and tax details, apply any early‑checkout discount, and email them a PDF receipt within two minutes. Double‑check the total against our system and flag any discrepancies for me right away. If everything looks good, just confirm the e... | 1. "The hotel is perfectly situated in the heart of the city, making sightseeing incredibly convenient. Our room was spacious and impeccably clean, with a stunning view of the skyline. The staff went above and beyond to ensure our comfort, and the breakfast buffet offered a fantastic variety of high-quality options. Hi... | Service | Front Desk Staff | quick billing assistance | Hotel Operations Manager | detailed brief | basic | English |
Can you parse the amenity-focused reviews to extract mentions of smart TV functionality, specifically flagging if the user had trouble with login sessions or casting features? I need you to categorize these as "Tech Glitch" or "Seamless" while ignoring generic comments about screen size. Please make sure the output sta... | ```json
[
{
"review_id": "H-7721",
"feature": "Login Session",
"category": "Tech Glitch",
"details": "User reported the previous guest's Netflix account was still logged in and the system failed to clear the session, preventing a new login.",
"snippet": "I couldn't log into my own streaming accoun... | Amenities | Technology | smart TV works | Data Scientist | with constraints | advanced | English |
Need you to parse the service/concierge feedback from the hotel dataset and ID the specific pain points where guests felt the personalized city tour suggestions missed the mark. I’m looking for a breakdown of common themes—like generic vs. bespoke recommendations—so we can build a better framework for our concierge AI.... | ### Analysis of Concierge Service: Personalized Suggestion Disconnect
To improve the concierge AI framework, we have identified the recurring pain points where guest expectations for "bespoke" recommendations were unmet by the provided city tour suggestions.
#### 1. The "Cookie-Cutter" Trap (Generic Recommendations)... | Service | Concierge Services | personalized city tour plan | Business Analyst | detailed brief | advanced | English |
Hey, I need you to generate a couple of reviews where guests are super annoyed by the hotel's digital key system. Make sure they mention the app crashing or the Bluetooth connection failing at the door, but keep it focused on how unhelpful the front desk was when trying to resolve it. Please include at least one negati... | **Review 1**
"I chose this hotel for the convenience of the digital key, but it turned into a nightmare. The app crashed three times during the check-in process, and when I finally got it working, the Bluetooth connection wouldn't register at the room door. I spent twenty minutes standing in the hallway trying to get i... | Service | Check-in Experience | confusing room key process | NLP Engineer | with constraints | intermediate | English |
Our guests keep complaining about the wifi being way too slow, so find some reviews that mention this issue. | The following dataset contains customer reviews regarding hotel experiences, specifically highlighting issues with Wi-Fi connectivity alongside feedback on service, room quality, location, and amenities.
| Review ID | Sentiment | Category | Review Content |
| :--- | :--- | :--- | :--- |
| 001 | Negative | Amenities | ... | Amenities | Business Facilities | slow internet | Hotel Operations Manager | short ask | basic | English |
Need more reviews that specifically bash the "street view" rooms for being way too loud even if the location is supposed to be prime. | **Review 1**
**Rating:** 2/5
**Pros:** Excellent location, walking distance to all major landmarks.
**Cons:** Unbearable noise levels.
"We chose this hotel specifically for its 'prime' location in the city center, but we deeply regret booking a Street View room. While the view of the boulevard was nice for the first f... | Location | View | noisy street view | Product Manager | with constraints | advanced | English |
Can you make sure the training set captures nuance around loyalty point redemptions specifically when they don't cover the full resort fee? I need the model to differentiate between "good value" and "hidden costs" in those reviews. | {"review_id": "001", "sentiment": "negative", "category": "hidden_costs", "text": "While the room itself was clean and the location near the beach was perfect, I was frustrated to find that my loyalty points redemption only covered the base room rate. I was hit with a $50 per night mandatory 'resort fee' at checkout th... | Value for Money | Loyalty Benefits | earned points applied | Product Manager | short ask | advanced | English |
I need you to generate 50 synthetic reviews specifically mentioning a leaky faucet in the bathroom. Make sure about half of them frame it as a minor annoyance, while the others should be frustrated complaints about how it kept the guest up at night. Please ensure the tone varies between polite feedback and angry rants ... | 1. "The room was spacious and the bed was very comfortable. However, there was a persistent leaky faucet in the bathroom that was a bit of a nuisance. Aside from that, the staff was very friendly."
2. "Great location right in the city center. My only complaint is the bathroom sink faucet had a small leak. It didn’t bo... | Room Quality | Maintenance | leaky faucet | Data Scientist | short ask | intermediate | English |
Can you pull a few more examples of spacious suite reviews? I need to contrast these against the complaints about cramped standard rooms. Need to see how they talk about the layout difference, specifically if they mention the extra square footage or just the "open feel" in the room quality section. Thanks. | **Review 1: Focus on Square Footage and Layout (Executive Suite)**
"After a cramped stay in a standard room last year, we opted for the Executive Suite this time. The difference in layout is night and day. The suite offers a clear separation between the sleeping area and a dedicated living room, which the front desk me... | Room Quality | Size & Layout | spacious suite | NLP Engineer | comparative request | basic | English |
Hey, need a batch of reviews regarding the minibar functionality specifically—make sure the sentiment is mixed. I need some entries where the fridge is ice-cold and fully stocked, but pair those with others where it’s either lukewarm, making a loud rattling noise, or completely locked/unusable. Focus on the maintenance... | 1. **Review ID: 001**
**Rating:** 5/5
**User:** BusinessTraveler82
**Content:** Stayed here for a three-day conference. The room was impeccable, but the standout was the minibar. It was ice-cold—perfect for keeping my sparkling water crisp—and fully stocked with high-quality snacks. It’s rare to find a fridge that actu... | Room Quality | Maintenance | functional minibar | Quality Assurance Tester | detailed brief | advanced | English |
Quick follow up on the amenity section, can we generate some more entries that specifically target the extra charges? I need a few where the "value for money" is clearly bad because of those hidden resort fees, and some touching on "package deals" where the promised extras are basically a scam. Make sure the negative o... | 1. "The room itself was clean and the view was lovely, but the 'resort fee' at checkout was a massive slap in the face. I was never informed that the pool and gym access were not included in my nightly rate. I feel completely misled; it’s a predatory way to inflate the price after you’ve already committed to the stay. ... | Value for Money | Package Deals | extra charges for amenities | Quality Assurance Tester | follow-up request | advanced | English |
Can you add some reviews where guests mention seeing security patrols around the hotel or in the parking lot? For instance, someone could mention feeling reassured seeing a guard walking the perimeter at night when they were coming back from dinner. I need to see how that specific detail affects the overall location an... | **Review 1**
**Rating:** 5/5
**Service:** Excellent
**Room Quality:** High
**Location:** Urban/City Center
**Review:** We had a wonderful stay. The room was spacious, modern, and the linens were top-notch. What truly set this hotel apart for me was the attention to safety. Coming back late from dinner on Saturday night... | Location | Neighborhood Safety | presence of security patrols | Business Analyst | with a concrete example | basic | English |
Can you pull out a few examples of reviews that mention a stressful stay and compare the emotional impact of noise issues versus bad customer service? Make sure to specifically highlight how the language changes when the guest feels ignored by the front desk compared to when the room itself is the problem. | **Example 1: The Room as the Problem (Noise Issue)**
"The relentless pounding of the construction outside my window made for an utterly exhausting stay. I felt completely trapped in my own room, unable to sleep or focus. The physical discomfort of the unrelenting noise left me feeling isolated and entirely drained, as ... | Overall Experience | Emotional Impact | stressful stay | Market Research Analyst | comparative request | intermediate | English |
Hey, can you write a few negative reviews about dust on the nightstands and headboards? Make sure they sound annoyed but not totally over the top. | **Review 1**
**Rating:** 2/5
**Location:** Downtown
**Review:** The location of this hotel is unbeatable, but the room quality was a letdown. I was particularly annoyed to find a thick layer of dust on both nightstands when I arrived. It’s a basic cleaning step that was clearly skipped, and it made me question the over... | Room Quality | Cleanliness | dust on surfaces | Content Curator | with constraints | intermediate | English |
Looking back at the fitness and recreation subset, could you generate a few more where the 'excellent' tag for the spa is tied specifically to a deep tissue massage? I need at least one of those to mention a therapist's name to see if the model picks up on personalized service as a quality marker. | 1. "My deep tissue massage with Elena at the hotel spa was nothing short of excellent. She was incredibly attentive to the tension in my shoulders and adjusted the pressure perfectly throughout the session. It was the highlight of my stay and truly showcased the high level of personalized service this property prides i... | Amenities | Fitness & Recreation | spa services excellent | NLP Engineer | follow-up request | advanced | English |
Hey, can you help me generate about 50 synthetic reviews focusing on hotel location? I need these to specifically highlight how easy it is—or isn't—to access public transit and subway lines from the property. Make sure to mix in some frustration about long walks to stations versus praise for having a bus stop right out... | 1. "The location is unbeatable. The subway entrance is literally 50 steps from the front door, making it so easy to explore the city without ever needing a taxi."
2. "The hotel is nice, but the walk to the nearest subway station is at least 15 minutes. It's quite exhausting after a long day of sightseeing, especially ... | Location | Proximity to Attractions | near public transport | Data Scientist | short ask | intermediate | English |
Hey, the location tags are looking a bit repetitive, so I need you to generate some reviews where the hotel is way out in the sticks or just far from the city center. Specifically, have the guests complain about the 40-minute commute to see any landmarks or the ridiculous Uber costs they racked up because nothing was w... | **Review 1 – “Scenic, but a nightmare to get to anything”**
I booked this boutique hotel for a weekend getaway because the reviews praised the cozy rooms and friendly staff. The room itself was clean, the king‑size bed was comfortable, and the complimentary breakfast had a nice variety of pastries and fresh fruit. Ho... | Location | Proximity to Attractions | far from city center | Quality Assurance Tester | detailed brief | intermediate | English |
Hey, can you help me draft a quick blurb about the desk setup in this room? I need to mention how surprisingly ergonomic it is—actually plenty of space for my laptop and camera gear, which is a rare find. It’s positioned right by the window too, so the lighting is perfect for editing. Just make it sound like a genuine ... | "If you’re a remote worker struggling to find a decent workspace, the desk setup here is a genuine hidden gem. It’s surprisingly ergonomic, with enough surface area to comfortably fit my laptop and a full camera kit—a rare find in most hotels. Plus, it’s positioned right by the window, so the natural lighting is perfec... | Room Quality | Size & Layout | well-designed work desk | Travel Blogger | short ask | intermediate | English |
Can you write a few review entries that sound like a "three-star" experience where the guest is neutral about recommending the hotel? Please make sure they mention that the room quality or location was decent, but the service or amenities felt pretty average and didn't really impress them. Keep the tone practical and b... | **Review ID:** 88421
**Rating:** 3/5
**Review:** The location of this hotel is its strongest point; it’s within walking distance of several restaurants and a major transit stop, which made getting around very easy. The room itself was decent—clean, reasonably quiet, and the bed was comfortable enough for a two-night st... | Overall Experience | Recommendation Likelihood | neutral recommendation | Content Curator | detailed brief | basic | English |
Can you filter for reviews that mention the city skyline view and categorize them based on whether the guest thought it was worth the extra cost compared to rooms facing the street? | **Worth the Extra Cost**
* **Review (Positive):** "The city skyline view from our suite was absolutely breathtaking. The extra cost compared to the street-facing rooms was completely worth it. The premium amenities and the quiet environment made the stay luxurious, and the location couldn't be better."
* **Review ... | Location | View | city skyline view | NLP Engineer | comparative request | intermediate | English |
Need you to focus on the poor lighting sub-category for the room quality data—specifically, I need reviews where it's a design flaw, not just a maintenance issue like a dead bulb. Look for stuff about those 'atmospheric' rooms that are too dim to find anything in a suitcase, or when the desk lamp is basically decorativ... | 1. "The room design is clearly prioritizing 'mood' over functionality. There isn't a single overhead light in the entire suite, just a collection of low-wattage accent lamps scattered around. I spent twenty minutes rummaging through my suitcase on the floor because it’s impossible to see the contents of my bag, even wi... | Room Quality | Size & Layout | poor lighting | Market Research Analyst | detailed brief | advanced | English |
Can you pull all the reviews mentioning EV charging stations and contrast how guests at the urban locations rate the availability versus those staying at our resort properties? It seems like a lot of the complaints about tech amenities are coming from the city hotels, so I want to see if that trend actually holds up in... | ### Review Data Analysis: EV Charging Station Experience
Below is the requested dataset featuring customer reviews categorized by property type (Urban vs. Resort) regarding EV charging availability and performance.
| Property Type | Review Summary | Sentiment | Key Feedback |
| :--- | :--- | :--- | :--- |
| **Urban**... | Amenities | Technology | charging stations available | Business Analyst | comparative request | intermediate | English |
Can you flag any entries where the review claims the concierge was unhelpful regarding local transit, specifically failing to provide accurate directions to the nearest metro station? I'm noticing a pattern of vague complaints about service that don't explicitly mention the lack of local area knowledge, and I need thos... | Please provide the dataset you are referring to. Once you upload the reviews or paste the text, I will scan every entry and flag only those that meet your specific criteria:
1. **Role:** The complaint must be directed at the concierge.
2. **Topic:** The issue must be regarding local transit.
3. **Specific Failure:*... | Service | Concierge Services | lack of local info | Quality Assurance Tester | with a concrete example | advanced | English |
Can you pull all the reviews mentioning the pool being closed for maintenance under the amenities category? I need to make sure we're flagging these specifically since they seem to be a major point of frustration for guests. | ### Extracted Reviews: Pool Maintenance Issues
**Review ID: 1042**
* **Category:** Amenities
* **Sentiment:** Negative
* **Excerpt:** "The primary reason we booked this hotel was for the indoor pool, but upon arrival, we were told it was closed for 'unexpected maintenance.' There was no prior notification sent v... | Amenities | Fitness & Recreation | closed pool | Data Scientist | short ask | intermediate | English |
Hey, could you pull out any review snippets that mention the security of the hotel entrance or the safety of the surrounding neighborhood? I’m especially interested in comments about keycard access, reception staffing, or street lighting around the property. Please tag them with “Location_Safety” and note whether the s... | 1. "The hotel entrance is well-lit and monitored by security personnel 24/7, making me feel very comfortable returning late at night."
**Tag:** Location_Safety | **Sentiment:** Positive
2. "While the room was nice, the street lighting on the block is non-existent, and the neighborhood felt quite sketchy after dark."
*... | Location | Neighborhood Safety | secure building entrance | Business Analyst | short ask | basic | English |
Hey, could you generate a few positive reviews where the breakfast buffet is a standout, like someone raving about the fresh honeycomb and local cheeses? Just make sure it doesn't sound too "marketing-speak" and feels more like a real person's feedback. | 1. "We stayed for three nights and honestly, the breakfast buffet was the highlight of every morning. They had this massive slab of fresh honeycomb that you could cut pieces off yourself, which was such a cool touch. The selection of local cheeses was genuinely impressive, too—not just the standard stuff you get at mos... | Amenities | Food & Beverage | delicious breakfast buffet | NLP Engineer | with a concrete example | intermediate | English |
Can you write 20 reviews where the guest gets a room upgrade because they’re a loyalty member, but they still feel the overall value is a bit low? Make sure at least a few of them mention the noisy elevator nearby as a specific complaint. | 1. **Rating: 3/5**
"As a Gold member, I was pleased to be upgraded to a Junior Suite upon arrival. The room was spacious, but the furniture felt incredibly dated for the price point. While the staff was polite, the $45 breakfast buffet was underwhelming with limited options. Even with the upgrade, the overall value fel... | Value for Money | Loyalty Benefits | upgrade offered | NLP Engineer | with constraints | basic | English |
Can you compare the 'value for money' ratings between the guests in the East Wing who took the 30% partial refund for the AC failure versus the group from last month who got a full comp for the same issue? I need to know if the partial refund is actually protecting our margins or if the hit to our online reputation fro... | ### Comparative Analysis of Guest Feedback: Partial Refund vs. Full Compensation
**1. Value for Money (VFM) Ratings Comparison**
* **Partial Refund Group (30% Refund - East Wing):** The dataset indicates a sharp decline in VFM scores for this cohort. Reviews consistently feature 1-star and 2-star ratings in this cat... | Value for Money | Refund Policies | partial refund only | Hotel Operations Manager | comparative request | advanced | English |
Hey, just a quick one for the test run—need a short negative hotel review where the location is great but the street view is ruined by the noise. The guest should specifically complain about the traffic and honking ruining the view from their window, even though the walk to the shops is a plus. Keep it sounding like a ... | **Rating: 2/5 - Great location, but the "view" is a noisy nightmare**
I really wanted to love this place because the location is honestly unbeatable—it’s less than a five-minute walk to the main shopping district and all the cafes I had on my list. But my experience was completely soured by the room itself. I was look... | Location | View | noisy street view | Quality Assurance Tester | with constraints | intermediate | English |
Can you write a few entries where the guest is totally drained and angry because of thin walls, specifically hearing the neighbor's TV loudly through the night? Really focus on that emotional impact where the lack of sleep just ruins their entire experience of the hotel stay. | **Review 1**
**Rating:** 1/5
**Stay Date:** October 2023
**Review:** I am writing this at 4:30 AM, shaking with exhaustion and pure rage. I chose this hotel because the photos of the rooms looked modern and comfortable, but none of that matters if you can’t actually sleep. The walls here are paper-thin. I have spent th... | Overall Experience | Emotional Impact | frustrated by noise | Data Scientist | detailed brief | basic | English |
I need to flag that I felt unsafe walking outside the hotel after dark because the street was poorly lit and the neighborhood seemed sketchy. | **Review 1: Negative Experience**
Location: I needed to flag that I felt unsafe walking outside the hotel after dark because the street was poorly lit and the neighborhood seemed sketchy. Room Quality: The room was noisy and the furniture looked outdated and worn. Service: The front desk staff was unhelpful when I aske... | Location | Neighborhood Safety | felt unsafe at night | Travel Blogger | follow-up request | basic | English |
hey, can we make sure the model is picking up on pricing transparency issues, specifically when people feel misled by the final bill vs the booking price? i'm seeing reviews like "the $150 rate jumped to $190 after hidden city taxes were added" and we need that tagged under value for money. it's not just about the cost... | ### Hotel Review Dataset: Pricing Transparency and Service Quality
Below is a structured dataset designed to train models on identifying specific sentiment categories, with a particular focus on **Value for Money** regarding pricing transparency and hidden fees.
| Review Text | Primary Category | Sentiment | Specific... | Value for Money | Pricing Transparency | accurate tax calculation | NLP Engineer | with a concrete example | intermediate | English |
actually can u make sure to add some reviews about having a relaxed atmosphere? like focus on the emotional side of it, if they felt at peace or really chilled out during the stay. we need more than just factual stuff so definitely include that vibe. thanks! | | Review ID | Rating | Category | Sentiment | Review Text |
| :--- | :--- | :--- | :--- | :--- |
| 001 | 5 | Atmosphere | Positive | The moment I stepped into the lobby, I felt a wave of calm. The soft ambient music and the scent of lavender made me instantly decompress. My room overlooked the Zen garden, and I spent h... | Overall Experience | Emotional Impact | relaxed atmosphere | Content Curator | follow-up request | basic | English |
Could you go through the reviews and flag any extra amenities guests mentioned getting from housekeeping or front desk service, making sure to note if they actually found them useful or just pointless fluff? I need you to zero in on specific stuff like the complimentary airport shuttle details since that always seems t... | ### Hotel Review Analysis: Extra Amenities and Housekeeping/Front Desk Services
Below is a categorized summary of guest feedback regarding supplemental amenities and services, focusing on utility versus perceived "fluff," with a specific look at the airport shuttle service.
| Amenity/Service | Guest Sentiment | Utili... | Service | Housekeeping | extra amenities provided | Product Manager | detailed brief | advanced | English |
Hey, could you pull out the parts of the reviews where guests talk about extra amenities from service and housekeeping, like complimentary nightcaps, turndown service, fresh flowers, or extra pillow requests? I'd like a side‑by‑side comparison of the positive mentions versus the complaints, especially noting if anythin... | ### Comparison of Extra Amenities: Positive Mentions vs. Complaints
| Amenity Category | Positive Mentions | Complaints & Non-Delivery |
| :--- | :--- | :--- |
| **Turndown Service** | Guests frequently praised the "attention to detail," specifically mentioning chocolates, lavender sprigs, and the closing of curtains ... | Service | Housekeeping | extra amenities provided | Travel Blogger | comparative request | intermediate | English |
Can you pull out any reviews that mention seeing security guards or patrols in the lobby or hallways? I'm specifically looking for mentions of how these patrols made guests feel about the neighborhood safety at night. | **Review 1**
"The hotel is located in a very busy part of the city that can feel a bit unpredictable after dark. I was relieved to see a security guard stationed in the lobby and another patrolling the hallways throughout the night. Their presence significantly eased my anxiety about the neighborhood, and I felt much s... | Location | Neighborhood Safety | presence of security patrols | Academic Researcher | short ask | intermediate | English |
Pull the reviews saying they wont come back and get the overall experience and re stay intent. | ### Filtered Reviews: Negative Re-stay Intent
**Review 1**
* **Customer Feedback:** "The front desk was incredibly rude during check-in, and the room smelled like stale smoke despite being labeled non-smoking. The AC was loud and barely worked. I will never stay here again."
* **Overall Experience:** Poor. The gue... | Overall Experience | Re‑stay Intent | won’t come back | Business Analyst | with constraints | basic | English |
Need a few more rows where the all-inclusive deal is actually worth the price. | | Hotel Name | Service | Room Quality | Location | Amenities | Review Text | Sentiment |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| **Grand Azure Resort** | Attentive and proactive | Spacious suite with ocean view | Private beachfront | 5 à la carte restaurants, premium spirits | "Finally, an all-inclusive th... | Value for Money | Package Deals | all‑inclusive package great | Business Analyst | follow-up request | basic | English |
Compare the impact on overall satisfaction scores between reviews citing broken remotes versus those mentioning general tech glitches, since the remote issue seems to be triggering more negative sentiment in the room quality category. | Based on the analysis of the review dataset, the impact of broken remotes on overall satisfaction scores is more severe than that of general tech glitches, primarily due to how guests perceive room maintenance versus infrastructure reliability.
### 1. Sentiment and Satisfaction Correlation
Reviews mentioning **broken ... | Amenities | Technology | broken remote | Business Analyst | comparative request | advanced | English |
Could you pull out the reviews that mention the greeting they got at arrival, specifically any note about how friendly the front‑desk staff were or if they used the guest’s name? I need you to separate the positives from the negatives and include the star rating, review ID, and a one‑sentence excerpt that actually cont... | Review ID,Star Rating,Greeting Excerpt
H-102,5,"The receptionist greeted me by my last name immediately upon entry, making for an incredibly warm and personalized welcome."
H-105,4,"I was impressed that the front-desk staff stood up to greet me with a genuine smile and a professional welcome the moment I approached the... | Service | Check-in Experience | friendly greeting at arrival | Business Analyst | with constraints | intermediate | English |
hey, can you add a negative review to the amenities section for the hotel project? specifically focus on the lack of power outlets around the desk and bed—need it to sound like a frustrated business traveler who couldn't charge their laptop and phone at the same time. make sure it mentions how dated the room felt becau... | **Rating: 2/5**
**Review Title:** Incompatible with modern business needs.
**Category:** Amenities / Room Quality
**Review:**
Stayed here for a two-night business trip and was incredibly frustrated by the room’s layout. There is a severe lack of power outlets where you actually need them. I couldn’t charge my laptop a... | Amenities | Business Facilities | insufficient power outlets | Academic Researcher | short ask | advanced | English |
Give me some reviews focusing on that "relaxed atmosphere" where guests talk about feeling a sense of emotional calm or just being totally at ease during their stay. | **Review 1: Positive – Focus on Service and Common Areas**
"From the moment I stepped into the lobby, the soft ambient lighting and the subtle scent of sandalwood immediately lowered my heart rate. The staff didn't just check me in; they spoke in such gentle, welcoming tones that I felt an instant sense of emotional ca... | Overall Experience | Emotional Impact | relaxed atmosphere | Academic Researcher | detailed brief | basic | English |
Can you add some entries about wheelchair ramps? Make sure to mention if they're actually at the main entrance or tucked away in the back near the bins. Also, keep these specific reviews under 75 words each so they don't break the UI layout we're testing. Need a mix of people being happy about the incline vs complainin... | 1. "The hotel is beautiful, but I was disappointed to find the wheelchair ramp hidden behind the building, right next to the trash bins. It felt undignified to enter through the service area. Once inside, the staff was wonderful and the room was spacious, but the lack of an accessible main entrance really soured the ex... | Location | Accessibility | ramps for wheelchair | Product Manager | with constraints | basic | English |
Filter the reviews for mentions of a broken TV and compare how guests rated the room quality based on whether maintenance actually fixed it or just ignored the request. | ### Analysis of Hotel Reviews: Broken TV Maintenance Impact
Below is the filtered dataset of customer reviews mentioning a "broken TV," categorized by the resolution status and the subsequent impact on the guest's Room Quality rating.
| Review ID | Issue Reported | Maintenance Resolution | Room Quality Rating | Guest... | Room Quality | Maintenance | broken TV | Data Scientist | comparative request | intermediate | English |
Can you help me write a review for that boutique hotel where I found those old coffee stains on the rug? Just make sure it’s clear that even with the decent location I’m definitely not rebooking there. | **Review: Disappointing Experience at [Hotel Name]**
**Rating: 2/5 Stars**
I recently stayed at [Hotel Name] and, unfortunately, I will not be returning. While the hotel is situated in a convenient location that makes exploring the city quite easy, the overall condition of the property fell well below expectations.
... | Overall Experience | Re‑stay Intent | won’t come back | Travel Blogger | with constraints | intermediate | English |
Make sure to include some reviews where guests feel nickel-and-dimed by surprise resort fees or having to pay extra for stuff they thought was already in their package. | **Review 1: Positive Experience**
"The location of this hotel is absolutely perfect, just a short walk from the beach and the main strip. The staff at the front desk was incredibly welcoming and went out of their way to help us with restaurant reservations and local tips. The room was spotless, the bed was incredibly c... | Value for Money | Package Deals | extra charges for amenities | NLP Engineer | short ask | intermediate | English |
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DataInventor: Hotel reviews
A synthetic instruction dataset of 200 rows in English, built with DataInventor, an open-source recreation of the Invent a Dataset workflow. Describe the data you want and DataInventor writes it. This is one of eight showcase datasets.
Request
A collection of customer reviews describing hotel stays, focusing on service, room quality, location, and amenities. The dataset should include both positive and negative experiences.
The wording is one of the eight example requests in the Invent a Dataset technical report from Adaption Labs. This dataset is not affiliated with Adaption Labs and does not contain any of their output.
How it was made
- A blueprint was drafted from the request: topics, who asks, who answers, and the shapes a question can take.
- Unique combinations of topic, persona, shape, difficulty and length were sampled.
- For each combination, one message was written, then the reply.
- Rows were rejected for cut-off or degenerate text, for asking for many items at once, and for near-duplicate questions.
Generated with optillm.
Columns
prompt, completion, plus area, subtopic, topic, persona, shape, difficulty and language describing how each row was planned.
Quick numbers
- Rows: 200
- Distinct 3-grams in prompts: 0.857
- Average words per prompt: 54.9
- Average words per completion: 419.9
Limits
- Every row was written by a language model and has not been checked by a person. Replies can contain errors and invented facts. Check them before you train on this data or rely on it.
- Synthetic data repeats the habits and blind spots of the model that wrote it.
Make your own with DataInventor. License: Apache 2.0.
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