sunkaiwen/indoor-outdoor-distilbert
Text Classification • Updated • 22
text stringlengths 120 243 | label stringclasses 2
values |
|---|---|
The neighborhood playground has a small climbing structure surrounded by wood chips. In the afternoon, families usually gather near the fence and benches. | outdoor |
The walking trail has sections where tree roots have pushed through the pavement. People slow down there, especially after rain when the surface is wet. | outdoor |
The bakery serves breakfast sandwiches in the morning and becomes quieter after lunch. The glass display case near the register is usually the first thing I look at. | indoor |
The Mediterranean restaurant has shelves of imported ingredients along one wall. Most tables are occupied by people sharing several dishes during dinner. | indoor |
The outdoor market is busiest early in the morning. Vendors unload boxes from their cars while customers walk between the tables looking at different products. | outdoor |
A small pond sits near the center of the park and attracts ducks throughout the year. A short path circles the pond, with benches facing the water. | outdoor |
The park has picnic tables near the edge of the grass. On sunny afternoons, groups bring food and sit outside for several hours. | outdoor |
The park's basketball court gets busy toward evening. When people are already playing, others usually wait along the fence until a game finishes. | outdoor |
The museum has a quiet reading area with catalogs and books about the collection. It is usually almost empty compared with the main exhibition rooms. | indoor |
The restaurant near the river has large windows overlooking the water. Even when the food takes a while, people tend to stay because the dining room is comfortable. | indoor |
The engineering building gets crowded around noon, especially near the elevators. Students usually stand along the hallway eating lunch or checking their phones before their next class. | indoor |
The campus courtyard becomes a common place to sit between classes when the weather is decent. Students eat lunch, work on laptops, or wait for friends. | outdoor |
The natural history section has large specimens that are difficult to take in all at once. The lighting is fairly dim compared with the brighter rooms upstairs. | indoor |
The Mexican restaurant has a wall covered with colorful decorations and handwritten notes. During dinner, the room gets loud enough that everyone has to speak up. | indoor |
The ramen restaurant keeps the lights fairly low, and several counter seats face the kitchen. You can hear the broth simmering while waiting for your order. | indoor |
The restaurant has an open kitchen, so customers can hear pans hitting the stove while they wait. The tables are close together and make the room feel lively. | indoor |
The museum cafe is near the exit, so people often stop there after finishing the exhibits. It is a convenient place to sit and talk about what they saw. | indoor |
The outdoor plaza near the academic buildings becomes busy around lunchtime. People sit along the edges while others cross the space between classes. | outdoor |
The park has outdoor exercise equipment near the main trail. It is rarely crowded, but runners sometimes stop there for a few minutes during their route. | outdoor |
The burger restaurant has a long counter facing the kitchen. Customers can watch the cooks assemble orders while waiting for a table or takeout meal. | indoor |
The river walkway has several benches facing the water. On warm evenings, people sit there with drinks while cyclists and runners pass behind them. | outdoor |
The small outdoor plaza has tables under large umbrellas. People usually sit there with coffee when the weather is warm enough. | outdoor |
The community garden has several rows of raised planting beds. Volunteers usually work there on weekend mornings while neighbors walk past on the sidewalk. | outdoor |
The pedestrian bridge has a clear view of the river and nearby buildings. It can get crowded during the afternoon when people walk across to the other side. | outdoor |
The trailhead has a small sign showing the different walking routes. Most people stop there briefly before choosing which direction to take. | outdoor |
The sushi restaurant is small enough that the sushi bar takes up much of the room. Sitting there lets customers watch the chefs prepare the plates. | indoor |
The open field is often used for community events during warmer months. Temporary tables and tents appear on weekends while the area stays mostly empty during the week. | outdoor |
The outdoor tennis courts are busiest after classes and work. People waiting for a court usually sit along the fence and watch the current match. | outdoor |
The hill in the park makes the walk harder than it looks from the entrance. At the top, there is enough open space to see buildings through the trees. | outdoor |
The science museum has hands-on displays that attract children immediately. Buttons, levers, and interactive stations make some rooms much louder than traditional galleries. | indoor |
The outdoor seating area beside the river is quieter than the nearby street. People tend to stay longer when the weather is warm and the water is calm. | outdoor |
The outdoor basketball court has faded lines and a fence around three sides. Evenings are usually the busiest time, especially when the weather stays warm. | outdoor |
The park has several old trees that make the walking paths cooler in summer. Some benches are almost completely hidden by shade during the afternoon. | outdoor |
The campus bookstore is busiest near the beginning of the semester. Students look through notebooks, course materials, university clothing, and other supplies. | indoor |
The courtyard is much quieter on weekends. A few students sit on the benches with coffee while most of the surrounding walkways remain empty. | outdoor |
The food truck area gets crowded when the weather is good. People compare menus while standing around temporary tables and waiting for their orders. | outdoor |
The brunch restaurant usually has a wait on weekend mornings. Customers sit inside while groups finish plates of pancakes, eggs, and potatoes. | indoor |
The park has a paved path looping around a large grassy area. In the morning, runners use the path while people with dogs stop near the benches. | outdoor |
The museum gift shop is small but packed with books, postcards, and replicas related to the exhibits. It becomes busier when school groups leave the galleries. | indoor |
The cafe has mismatched chairs and small wooden tables. In the afternoon, it is common to see someone reading or working on a laptop while eating alone. | indoor |
The park is noticeably quieter early in the morning. The regular sounds are usually birds, footsteps on the path, and traffic from the nearby road. | outdoor |
The farmers market takes over a parking lot on weekend mornings. Vendors arrange produce, bread, and prepared food on temporary tables. | outdoor |
The grocery store gets busiest around dinner time. The checkout lines move quickly, but the produce section becomes difficult to navigate when several carts stop nearby. | indoor |
The outdoor ice rink is surrounded by temporary barriers and benches. Spectators stand along the edge while skaters move around the rink. | outdoor |
The science building smells faintly like chemicals near some of the laboratories. Signs on the doors explain which rooms require protective equipment. | indoor |
The museum has a large map near the entrance showing all the galleries. I usually take a picture because it is surprisingly easy to forget which floor I am on. | indoor |
The computer lab is rarely completely silent because keyboards and chairs are constantly moving. During exam week, nearly every seat seems to be occupied by someone working. | indoor |
The photography exhibit is arranged along a long hallway. Because the photographs are close together, it is easy to spend several minutes studying individual pieces. | indoor |
The graduate student offices are much quieter than the main student areas. Most doors are closed, and the hallway usually has only a few people walking through. | indoor |
The stationery shop has drawers full of pens, notebooks, and small supplies. I usually enter looking for one thing and leave after comparing several notebooks. | indoor |
The Thai restaurant is tucked between other storefronts and is easy to miss from the street. Inside, the dining room is small and smells strongly of basil and curry. | indoor |
The museum entrance opens into a large room with a high ceiling. The first exhibits are spaced far enough apart that visitors can walk around without feeling crowded. | indoor |
The pizza place has a counter near the entrance where slices are kept ready. It is convenient when I only have a short break between classes. | indoor |
The electronics store has display models near the entrance. Customers stop to try headphones, examine phones, or compare screens before walking farther into the store. | indoor |
After heavy rain, several low areas of the park stay muddy. Most people avoid those sections and stick to the paved paths until the ground dries. | outdoor |
The park has a steep staircase connecting two parts of the trail. It is faster than taking the longer path around the hill, although it can be tiring. | outdoor |
The neighborhood street becomes noticeably quieter after sunset. A few people walk their dogs while porch lights come on along the houses. | outdoor |
The entrance to the park is surrounded by large trees, so it can look darker than the nearby streets. The open field becomes much brighter farther inside. | outdoor |
The older academic buildings have narrow staircases and heavy doors. They feel noticeably different from the newer glass buildings, especially when moving between classes. | indoor |
The small bookstore has shelves packed close together, so two people can barely pass in some sections. I usually browse much longer than I originally planned. | indoor |
The campus auditorium is mostly empty unless there is an event. Before a large lecture, people gather inside the entrance and check their phones while waiting for the doors to open. | indoor |
The walking path through the trees is shaded for most of the afternoon. In winter, the same section feels much colder because very little sunlight reaches the ground. | outdoor |
The sculpture gallery has enough open floor space for visitors to view pieces from several directions. Some of the larger works look completely different from the side. | indoor |
The Italian restaurant has a short menu instead of dozens of choices. The dining room is quiet early in the evening but fills quickly around dinner. | indoor |
The smaller museum galleries are usually quieter than the main exhibit. The displays often have longer descriptions explaining where the objects came from. | indoor |
The lecture building has huge windows that make the rooms unusually bright in the afternoon. Sometimes the sunlight lands directly across the projector screen. | indoor |
The river trail is busiest around sunset, when people come out for short walks after work. The path gives occasional views of the water between the trees. | outdoor |
The small playground near the neighborhood library has only a few pieces of equipment. It gets crowded quickly when several families arrive at the same time. | outdoor |
The park entrance has a few information boards showing trail maps and rules. People often stop there before heading farther into the park. | outdoor |
The riverfront park has a long path where people walk, run, and ride bikes. The water is visible from several sections where the trees thin out. | outdoor |
The farmers market starts emptying around midday as vendors pack their tables. By then, some popular baked goods and produce are already gone. | outdoor |
The record store plays music quietly while customers flip through shelves of albums. The used section can take a while to search because the selection changes often. | indoor |
The image shows the ramen restaurant keeps spacious the lights fairly low, several counter seats face the kitchen. you can for the broth simmering while waiting hear your order. | indoor |
A scene containing the campus bookstore is busiest near spacious the beginning of the semester. students look through notebooks, course materials, university clothing, other supplies visible in the image. | indoor |
A photo showing the bakery serves breakfast sandwiches in first morning and becomes quieter after lunch. generally the glass display case near the register is usually the the thing i look at visible in the image. | indoor |
The photo contains the graduate student offices are much quieter than the main student areas. most doors are closed, and the hallway usually has only a few people walking through shown in the photograph. | indoor |
A photo showing the stationery shop has drawers full of notebooks. notebooks, and small supplies. i usually enter looking for one thing and leave after comparing several pens, | indoor |
The Mexican restaurant has a wall covered with everyone decorations and generally handwritten notes. During dinner, the space gets loud enough that colorful has to speak up. | indoor |
The burger restaurant has a long counter facing the kitchen. Customers can the cooks assemble orders while waiting for a spacious table or takeout meal. | indoor |
This scene shows the computer lab is rarely completely silent because keyboards and chairs are constantly moving. during seat week, nearly spacious every exam seems to be occupied by someone working in the scene. | indoor |
The image shows the museum gift shop is small but packed with books, postcards, and replicas related to the exhibits. it becomes busier when school groups leave the galleries in the scene. | indoor |
The image shows the italian restaurant has a small short menu instead of dozens of choices. the dining area is quiet early in the evening but fills quickly around dinner in this setting. | indoor |
The smaller museum from. are usually quieter than the main exhibit. The displays often have longer descriptions where the objects came galleries | indoor |
The photo contains spacious the photography exhibit is arranged along a long hallway. because the photographs are together, it is easy to spend several minutes studying individual pieces. | indoor |
An image showing the italian restaurant has a short menu instead of dozens of choices. the dining room is quiet early in the surrounding evening but fills quickly around dinner. | indoor |
The smaller museum The are usually quieter than the main exhibit. galleries displays often have longer descriptions explaining where the objects came from. | indoor |
This scene shows the museum has a large map near entrance showing all the galleries. i usually take a picture because it is surprisingly easy to forget which floor i am on. | indoor |
A scene containing the lecture building has huge windows that make the rooms unusually bright in the afternoon. the across lands directly sunlight the projector screen. | indoor |
A scene containing the science museum has hands-on displays that attract children immediately. buttons, levers, and interactive some make stations rooms much louder than open traditional galleries. | indoor |
The store record plays music quietly while flip through shelves of albums. The used section can take a while to search because open the selection changes often in the scene. | indoor |
This scene shows the grocery store gets spacious busiest around dinner time. the checkout lines move quickly, but the produce section becomes difficult to navigate when several carts stop nearby in this setting. | indoor |
The pizza place a counter near the entrance where slices are kept ready. is It convenient when I only have a short break between classes shown in the photograph. | indoor |
A scene containing the mexican restaurant a wall during surrounding with colorful decorations and handwritten notes. covered dinner, the room gets loud enough that everyone has to speak up. | indoor |
The engineering facility gets crowded around noon, especially near the elevators. Students usually stand along the hallway eating lunch or their phones before their next class. | indoor |
This scene shows clearly museum gift shop is small but packed with books, postcards, and the replicas related to exhibits. it becomes busier when school groups leave the galleries shown in the photograph. | indoor |
The take store plays music quietly mostly while customers flip through shelves of albums. The used section can record a while to search because the selection changes often visible in the image. | indoor |
A scene containing the restaurant near the river visibly has large windows overlooking the water. even when the food takes while, persons tend to stay because the dining room is comfortable within the scene. | indoor |
A picture of the museum apparently gift shop is small but packed with books, postcards, and replicas related to the exhibits. it becomes busier when school groups leave the galleries. | indoor |
A photo showing the campus bookstore is busiest near the beginning apparently and the semester. students look through notebooks, course materials, university clothing, of other supplies within the scene. | indoor |
An image showing the mexican restaurant has a wall covered with colorful decorations and visibly handwritten notes. during dinner, the area gets loud enough that everyone has to speak up within the scene. | indoor |
End of preview. Expand in Data Studio
Indoor Outdoor Text Dataset
Dataset Summary
This dataset contains short English descriptions of places and everyday settings. Each description has a binary label: indoor or outdoor.
Purpose
The dataset was created for a course assignment on building and augmenting a text dataset. It is intended for demonstrating binary text classification and label-preserving text augmentation.
Composition
Each record contains:
text: a short English description.label: eitherindoororoutdoor.
The original collection contains 103 balanced examples. These originals were split (~70/15/15, stratified by label) into training, validation, and test portions before augmentation. Synthetic examples were generated only from the training originals, so validation and test remain unaugmented.
Data Collection
The original examples describe ordinary places and activities such as campus buildings, restaurants, museums, stores, parks, trails, plazas, markets, and outdoor recreation areas.
Preprocessing and Augmentation
Original texts are checked for duplicate entries and valid binary labels, then split into train/validation/test sets stratified by label.
Synthetic examples are generated from the training originals only, using controlled, label-preserving transformations such as word substitutions, word insertions/removals, word swaps, and sentence-level prefix/suffix variations. The original label is retained for every augmented example. A fixed random seed is used for reproducibility, and exact duplicate texts are rejected.
Labels
indoor: the described setting/activity primarily occurs inside a building or enclosed space.outdoor: the described setting/activity primarily occurs outside.
Splits
train: training originals plus their augmented versions.validation: unaugmented validation originals (~15% of the original collection).test: unaugmented test originals (~15% of the original collection).
Intended Use
Educational experimentation with binary text classification, dataset construction, data augmentation, and reproducible machine-learning workflows.
Limitations
The dataset is relatively small and focuses on English descriptions of places and settings. The labels represent the primary setting described in each text and may not capture mixed indoor/outdoor situations. The descriptions are not a comprehensive representation of any city or society.
Ethical Considerations
The dataset describes ordinary places and activities and is not intended to identify or profile individuals. It does not intentionally include private personal information. Users should avoid adding personally identifying or sensitive information.
License
CC BY 4.0
AI Usage Disclosure
Generative AI (Claude) was used during development to assist with drafting/revising example descriptions and designing the augmentation workflow.
- Downloads last month
- 57
Models trained or fine-tuned on srivathsanb14/indoor-outdoor-text