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It 's a McDonalds . But it 's a pretty decent nonpareil . Usually very crowded during the school year , but not arsenic much in the summer . I like how you derriere pay cash astatine the kiosks you order from because so many other places make it card-only at the stall .
| 4 |
It 's a McDonalds . But it 's a pretty one . Usually very crowded during the school year , but not as much in the summer . like how you can pay cash at the kiosks you order from so many other places make it card-only at the kiosks .
| 4 |
It 's a McDonalds . But it 's a pretty decent one . like make crowded during the school year , but not as much in the summer . I Usually how you can pay cash at the kiosks you order from because so many other places very it card-only at the kiosks .
| 4 |
It 's a McDonalds . just it 's a fairly decent one . Usually very crowded during the school year , but not as much in the summer . I corresponding how you can pay cash at the kiosks you order from because then many early places make it card-only at the kiosks .
| 4 |
It 's McDonalds . But it 's a pretty decent one . Usually very crowded the school year , but not as much in the summer . I like how you can pay cash at the kiosks you order from so other places make it card-only at the kiosks .
| 4 |
It 's a McDonalds . But it 's a pretty decent one . Usually very crowded during the year , but not as much in the summer . I like how you can pay at the kiosks you order from because so many other places make it card-only at the kiosks .
| 4 |
It's a MDonalds. But it's a pretty decent one. Usually verycrowded during the school year, but not as much in the summer. I like how you can pa cash at he kiosks you order frmo because so many other places make it card-only at the kisoks.
| 4 |
It 's a McDonalds . But it 's a pretty decent one . Usually selfsame crowded during the school year , but non as much in the summer . I like how you can pay cash astatine the kiosks you place from because so many other places make it card-only at the kiosk .
| 4 |
It 's a McDonalds But it a pretty decent one . Usually very crowded during the school year , but not as much in the summer . I like how you can pay cash at the kiosks you order because so other places make it card-only at the kiosks .
| 4 |
It 's during McDonalds . But 's it a pretty decent one . Usually very crowded a the school year , but not as much in the summer . I like how you can pay cash at the kiosks you order from because so many other places make it card-only at the kiosks .
| 4 |
It's pretty small inside so there usually isn't much spac to eat or wait foryour order. Overall this McDonalds is good and in a convenient location and I'm here probably moreoften than I should be. Great store
| 4 |
It 's pretty small inside so there usually is n't much space to eat or wait for your . Overall this McDonalds is good and in a convenient location and I 'm here probably more often than I should be . Great store
| 4 |
It 's pretty small inside so there usually is n't space to eat or wait for order . Overall this McDonalds is good and in convenient location and I 'm here probably more often than I should be . Great
| 4 |
It 's pretty small inside so there usually is n't much space to eat or wait for your a . Overall this McDonalds is good often in order convenient location and I 'm here probably more and than I should be . Great store
| 4 |
It's prety small inisde os there usually isn't much spacet o eat or wait for your order. Overall this McDonalds is good and in a convenient location and I'm here probably more often than I should be. Great store
| 4 |
It 's pretty small inside so there usually space n't much is to eat or wait for your order . Overall this and is good McDonalds in a convenient location and I 'm here probably more often than I should be . Great store
| 4 |
It's pretty small inside so there usualy isn't much space to eat or wait for your order. Overall this McDonalds is good and in a convenient location and I'm here probably more often than I should be. Great store
| 4 |
It's pretty small inside so there usually isn't much space to eat or wait for your order. Overall this McDonalds is good and in a convenient location and I'm here probabl moreo ften than I should be. Great store
| 4 |
It 's pretty small inside thence there usually is n't much space to consume or wait for your rank . Overall this McDonalds is good and in a convenient location and I 'm here believably more often than I should be . Great store
| 4 |
It 's pretty small inside so there usually is n't practically space to eat or wait for your order . Overall this McDonalds is effective and Indiana a convenient location and I 'm here probably more oftentimes than I should be . Great store
| 4 |
Just update to add that there are now no loitering signs all over the restaurants -- eat your food and get out , 15 min maximum . Nobody 's enforced it because you wait so long for the food , but still . The upstairs experience been closed off and they actuate the diaper table in front of the bathroom indeed nobody can go in .
| 1 |
Just updating to add that there are now no loitering signs all o'er the restaurant -- eat your food and contract out , 15 minute uttermost . Nobody 's enforced it because you wait so long for the food , but still . The upstair has been closed off and they moved the napkins table in front of the bathroom so nobody can endure in .
| 1 |
Just updating to add that thither are now no lollygag signs all over the restaurants -- eat your food and get out , 15 minute maximum . nonentity 's enforced it because you wait so long for the food , but still . The upstairs possess been closed off and they moved the napkins remit inwards front of the bathroom so nobody can go in .
| 1 |
closed updating to add that there are now no loitering signs all over the restaurants -- eat your food and get out , 15 minute maximum . Nobody 's enforced it because you of so long for the food , but still . The upstairs has been wait off and they moved the napkins table in front Just the bathroom so nobody can go in .
| 1 |
Just updating to add that there are now loitering over the restaurants -- eat your food and get out , minute maximum . Nobody 's enforced it because wait so long for the food , but still . The upstairs has been off and they moved the table in front of the bathroom so nobody can go in .
| 1 |
Just updating to add that there are now no loitering signs all over the restaurants -- eat food and get out , 15 minute maximum . Nobody 's enforced it because you wait so long for the food , but still . The upstairs has been closed off and they moved the napkins table in front of the bathroom so nobody can go in .
| 1 |
Just updating to add that there are now no loitering signs all over the restaurants -- eat your food and get out, 15 minte amximum. Nbody's enforced it because you wait so long for the food, butstill. The upstairs has been closed off and they moved the napkins able in rfont of the bathroom so nobody can go in.
| 1 |
Just updating to add that there are now no loitering signs all over the restaurants -- eat your food and get out, 15 minute maximum. Nobody's enforcedit because you wait so long for the food, but still. The upstairs has been closed off and they moved he napkins table in front of the bathroom so nobody can go in.
| 1 |
updating to add that there are now no loitering signs all over the -- your food and get out , 15 minute maximum . Nobody 's enforced because you wait so long for the food , but still . The upstairs has been closed off and they moved the napkins table in front of so nobody can go in .
| 1 |
get updating to add that there are now no loitering signs all over the restaurants -- eat your food and Just out , 15 minute maximum the Nobody 's enforced it because off wait so long for the food , but still . The upstairs has been closed you and they moved the napkins table in front of . bathroom so nobody can go in .
| 1 |
I don't really understan dwhy this McDonald's seems so aggressive towards its customers. I ge tthat they're open late in a college/high schoolneighborhood and probably get lots ofs heannigans, but there are plenty of other places open late in Oakland taht deal with the same and don't seem to hate their customers.
| 1 |
I do n't actually understand why this McDonald 's seems so aggressive towards its customers . I produce that they 're open former indium a college/high schoolhouse neighborhood and probably get lots of shenanigans , but there are plenty of other places open late in Oakland that deal with the same and do n't look to hate their customers .
| 1 |
I don't really understand why this McDonalds' seems so aggressiev towards its customers. I get that they're open late in a college/high school neighborhood and probably get lots of shenanigans, ubt there are plenty of other places open ltae in Oakland that deal with the same and don't seem to hate their customers.
| 1 |
I don't really understand why this McDonald's seems so aggressive towards its customers. I get that they're open late in a colegeh/igh school neighborhood and probably get lots of shenangans, but here are plenty of other places open laet in Oakland that deal with the same and don't seem to hate their customers.
| 1 |
I do n't really understand why this McDonald 's seems so aggressive towards its customers . I get that they 're open late in a college/high school neighborhood and get lots of shenanigans , there are plenty of other places open late in Oakland that deal with the same and do n't seem to hate their customers .
| 1 |
I on't really understand why this McDonald's sees so aggressive towards its customers. Ig et that they're open late in a college/high school neighorhood and probably get lots of shenaingans, but there areletny of ther places open late in Oakland that deal with the same and don't see mto hate theri customers.
| 1 |
I don't really understand why htis McDonald's seems so aggressive towards its customers. I get that they're openl ate in a college/high school neghborhood and probably get lots of shenanigans, but there ae plenty of other places ope nlate in Oaland that dea with the same and don't seem to hate their ustomers.
| 1 |
I do n't really understand why this McDonald 's seems get aggressive towards its customers n't I get that they 're open late in a college/high school neighborhood and probably so lots of shenanigans , but there are plenty of other places open late in Oakland that deal with the same and do seem . to hate their customers .
| 1 |
I do n't really understand why this McDonald seems so aggressive towards its customers . I get that 're open late in a college/high school neighborhood and probably get lots of shenanigans , but there plenty of other places open late in Oakland that deal with same and do n't seem to hate their customers .
| 1 |
I do n't really understand why this of 's seems so aggressive towards its customers . I get that they 're that late in a college/high school neighborhood and probably get lots of open , but there are plenty McDonald other places open late in Oakland shenanigans deal with the same and do n't seem to hate their customers .
| 1 |
Not the best service workers are incredibly eman. The cheeseburgers are sogg,y the chicken nuggets are soggy. Gee never have good toys in the happy meals. Thsequishmallows are never good quality, and they never, have you alwyas get the same toy over and over aain.
| 2 |
Not the best service workers are incredibly mean . The cheeseburgers are soggy , the chicken nuggets are soggy . Geek never have good toys in the happy meals . The squishmallows are never good quality , and they never , have you always get the same toy over and over again .
| 2 |
, . best service workers are incredibly mean . The cheeseburgers are soggy , the chicken nuggets are soggy the Geek never have good toys in the happy meals . The squishmallows are never good quality Not and they never , have you always get the same toy over and over again .
| 2 |
Not the best service workers are incredibly mean. The cheeseburgers are soggy, the chicken nuggets are soggy. Geek never have good toys in the happy meals. The squishmallows ar enever good quality, and htey never, have you always get the same toy over and over again.
| 2 |
Not the near service workers are incredibly miserly . The cheeseburger are soggy , the chicken nugget are soggy . Geek never have good toys in the happy meals . The squishmallows are never good quality , and they never , have you always get the same flirt over and over again .
| 2 |
Not the best service actor are incredibly mean . The cheeseburger are miry , the chicken nuggets are muddy . Geek never have good toys in the happy meals . The squishmallows are never good quality , and they never , have you always get the same flirt over and over again .
| 2 |
Not the best service workers are incredibly mean . The cheeseburgers are soggy , the chicken nuggets are doughy . Geek never have good toys in the happy repast . The squishmallows are ne'er good timbre , and they never , have you always get the same dally over and over again .
| 2 |
Not the best service workers areincredibly men. The cheeseburgers aer soggy ,the chicken nuggets are soggy. Geek never have godo toys in the happy meals. The squishmallows are never good quality, ad they never, have youa lways get the same toy over and over again.
| 2 |
Not the best service workers are incredibly mean cheeseburgers The nuggets are soggy , the chicken . are soggy . Geek never have good toys in the happy meals . The squishmallows are never good quality , and they never , have you always get the same toy over and over again .
| 2 |
Not the best service workers are incredibly mean . The cheeseburgers are soggy the chicken nuggets are soggy . Geek never have good toys in the happy meals . The squishmallows are never good quality , and they never , have you always get the same toy over and over again .
| 2 |
Food was ok, regular mcdonald. Howevre, lady giving out orders ave too much attitudeeven when we had ben waiting for over an hour due to an error in their systems. She would not even hear me for the first 30 minutes I was trying ot ask where it had been.
| 1 |
Food was ok , regular mcdonald . However , lady giving out orders gave much attitude even when we had been waiting for over an hour due to an error in their systems . would not even hear me for the first 30 minutes I was trying to ask where it had been .
| 1 |
Food was ok , regular mcdonald . However , lady giving out orders gave too much attitude even when we had been waiting for over it hour due to an error in their systems me She would not even hear . for the first 30 minutes I was trying to ask where an had been .
| 1 |
Food was ok , regular mcdonald . However , lady an out orders gave too much attitude even when we had been waiting for where giving hour due to an error in their systems . She would not even hear me for the first 30 minutes I was trying to ask over it had been .
| 1 |
Food not ok , regular mcdonald even However , lady giving out orders gave too much attitude . when we had been waiting for over an hour due to an error in their systems . She would was even hear me for the first 30 minutes I was trying to ask where it had been .
| 1 |
Food was ok , regular mcdonald . However , lady giving out orders gave too much systems even when we had been waiting for over an attitude due to an error in their hour . She would not even hear me for the first 30 minutes I was trying to ask where it had been .
| 1 |
Food was ok , regular mcdonald . However , lady giving out orders gave too much attitude even when we had been waiting for over an hour due to an error in their systems . She would not even hear me for first the 30 minutes I was trying to had where it ask been .
| 1 |
nutrient was okeh , regular mcdonald . However , lady giving out orders gave too much position even when we had been waiting for over an hour due to an error in their systems . She would non even learn me for the first 30 minutes I was trying to ask where it had been .
| 1 |
Food be ok , regular mcdonald . However , lady big out orders gave too much attitude even when we had been await for over an hour due to an error in their systems . She would not even hear me for the first 30 minutes I represent trying to expect where it had been .
| 1 |
Food was ok , regular mcdonald . , lady giving out orders gave too much attitude even when we had been waiting over an hour due to an error in their systems . She would not even hear me the first 30 I was trying ask where it had been .
| 1 |
possibly the worst mcdonald 's inwards existence . over the years i 've let my order cancelled the moment i walk in the door on multiple occasions . the employees there constitute so indolent . nowadays i ordered breakfast along the app at 10:16 and i get inside the building , open my app , and `` order cancelled '' .
| 1 |
possibly the worst mcdonald 's in existence . over the years i 've door my order cancelled the moment i walk in the are on multiple occasions . the employees there had so lazy . today i ordered breakfast on the app at 10:16 and and get inside the building , open my app , i `` order cancelled '' .
| 1 |
possibly the worst mcdonald 's in . over years i 've had my order cancelled the moment i walk in the door on multiple occasions . the employees there are so . today i ordered breakfast on the app at 10:16 i get inside the building , open my , and `` order cancelled '' .
| 1 |
possibly the worst mcdonald's in existence. over the years i've had my order cancelled the momen ti walk in the door on multiple occasions. the employesethere are so lazy. today i ordered breafkast on teh app at 10:16 and igt inside the building, open my app, and "order cancelled".
| 1 |
possibly the worst mcdonal's in existence. over the years i've had my order canelled the moment i walk in the door on multiple occasions. the emloyees there rae so lazy. today i ordered breakfast on the appa t 10:16 and i get inside the building, open my app, and "order cancelled".
| 1 |
possibly the worst mcdonald 's in existence . over the years i 've possess my order cancelled the moment i walk in the threshold on multiple occasions . the employees there are so work-shy . today i dictate breakfast on the app at 10:16 and i get indoors the progress , open my app , and `` order cancelled '' .
| 1 |
possibly the worst mcdonald's in existence. over the years i've had m order cancelled the moment i walk in the door on multiple occasion.s the employees there are so lazy. today i ordered beakfast n the app at 10:16 and i get inside the building, open my app, and "order cancelled".
| 1 |
possibly the worst mcdonal's in existene. oevr the years i've ha my order cancelled the moment i walk in the door on multiple occasions.the mployees there ar so lazy.today i ordred breakfast on the ap at 10:16 and i get inside the building, open my app, and "oder cancelled".
| 1 |
possibly the worst mcdonald's in existence. over the years i'v ahd my order cancelled the momet i walk in the door on multiple occasions. the employees there are so lazy. today i ordered breakfast on the app at 10:16 and i get inside the building, open my app, and "order cancelled".
| 1 |
possibly the worst mcdonald in existence . over the years i 've had my order cancelled the moment i walk the door on multiple occasions . the employees there are so lazy . today i ordered breakfast on the app at 10:16 and i get inside the building , open my app , and `` order cancelled ''
| 1 |
I would rather dink tsraight motor oil than eat something from here. The workers also have a crazy attitude whenever you ask them for anything. Never coming back to this place, Iwould rather eat at home
| 1 |
I would rather drink straight oil than eat something from here . The workers also a crazy attitude whenever you ask them for anything . Never coming back to this place I rather eat at home
| 1 |
I woul drather drink straight motor oil than eat something from here. The workres also have a crazya ttitude whenever you ask them for anything. Never coming bak t this place, I would rather eat at home
| 1 |
I would rather drink straight motor oil than eat something from here . The workers also have a whenever you ask them for anything . Never coming back to this place , I would rather eat at home
| 1 |
I would rather drink straight motor oil than eat something from here . The workers also have a crazy attitude whenever you ask them for anything . Never coming back to this place , I would rather eat at home
| 1 |
I would quite pledge straight motor oil than eat something from here . The workers also have a crazy attitude whenever you ask them for anything . Never coming game to this place , I would sooner eat at home
| 1 |
I would rather drink sraight motor oil than eat somethin gfrom here. The workers also have a crazy attitude hwenever you ask themf or anything. Nevr coming back to this place, I would rather eat at hoem
| 1 |
I would rather drink straight drive oil than eat something from hither . The workers also have a crazy attitude whenever you ask them for anything . Never coming back to this place , I would rather exhaust astatine home
| 1 |
I woul drather drink stright motor oil thane at something from hree. The workers also have a crazy attiude whenever you ask them for anything. Never coming back to this place, I would rather eat at home
| 1 |
I would rather drink straight motor oil than eat something from here . The workers also have a crazy attitude whenever you ask them for . Never coming back to this place , would rather eat at home
| 1 |
It 's a McDonald 's in a college town . It works . Make sure to mobile order to get you want timely . Food as Workers seem mad but they get ur food made . would recommend coming back again to this mcd 's
| 5 |
It's a McDonald's in a college town. It works. Make sure to mobile order to get hat you want timely. Food as normal. Workers seem mad btu they get ur food made. would recommend coming back again to this mcd's
| 5 |
It 's a McDonald 's in a college town . It . Make sure to mobile order to get what you want timely . as normal . Workers seem mad but they get ur food made . would recommend coming again to this mcd 's
| 5 |
It 's a 's in a college town . It works . sure to mobile order get what you want timely . Food as normal . Workers mad but they get ur food made . would recommend coming back again to this mcd 's
| 5 |
It 's a McDonald 's in a college town . It works . Make sure to mobile order to get what want timely . Food as normal . Workers seem but they get ur food made . would recommend coming back again to this mcd 's
| 5 |
It 's a McDonald 's in a college town . It works . Make sure to mobile arrange to get what you want seasonably . Food as rule . Workers look mad but they get ur food made . would recommend coming back again to this mcd 's
| 5 |
It 's a McDonald 's in a college town . It works . Make sure to mobile order to get what you want timely . Food as normal . Workers seem mad but they get ur made . would recommend coming back again to this mcd 's
| 5 |
It 's McDonald 's in a college . It works Make sure to mobile order to get what want timely . Food as normal . Workers seem mad but they get ur food made . would coming back again to this mcd 's
| 5 |
It in a McDonald 's 's a college town . It works . Make sure to mobile order to get what you want timely . normal as Food . Workers seem mad but they get ur food made . would recommend coming back again to this mcd 's
| 5 |
It 's a McDonald 's in a college town . It works . Make sure to mobile order to get what you want timely . Food as . Workers seem mad but they get ur food made . would recommend coming back again to this mcd 's
| 5 |
Usually fast food places are pretty effective near campuses and can get slow , but this place really deserves first place for staff ( and a night manager ) who does not respond to questions like : are you taking consecrate right now ? , execute in-person orders stop after a certain hour ? , excuse Maine , personify there whatsoever cashiers tonight ?
| 1 |
Usually fast food places are pretty efficient near campuse and can get slow, but this place really dserves first place for staff (and anight manager) who does not respon to questions like: are you taking orders right now?, do in-persno orders stop after a certan hour?, excuse me, are ter eany cashiers tonight?
| 1 |
Usually fast food places represent moderately efficient near campuses and can get slow , but this put really deserve inaugural place for staff ( and a night manager ) who does not respond to questions like : are you taking orders right now ? , do in-person orders stop after a certain minute ? , excuse me , are there any cashiers tonight ?
| 1 |
Usually fast food places are fairly efficient near campuses and can get slow , but this place really deserves first place for staff ( and a night manager ) who does not respond to questions like : are you get orders right now ? , do in-person orders arrest after a certain hr ? , excuse me , live there any teller tonight ?
| 1 |
Usually fast food places are pretty efficient near campuses and can get slow, but this place really deserves first place for staf f(and a night manager) who does not respond to questions like: are you taking orders right now?, do in-person orders stop aftre a certain hour?, excuse me, ar ethere any cashiers tonight?
| 1 |
Usually fast food places are pertty efficient near campuses and can get slow, but thsi place really deserves first place for staff(and a night manager) who does not respond to questions lie: are you taknig orders right now?, do in-person orders stop after a certain hour?, excuse me, are there any cashiers tonight?
| 1 |
Usually fast food places are pretty effiient near campuses and can get slow, but tis place really deserevs first place for staff (and a night manager) who does not respond t oquestins like: are you taking orders right now?, do in-person orders stop atfer a certain hour?,e xcuse me, are there any cashiers tonight?
| 1 |
ordinarily truehearted nutrient places are pretty efficient near campuses and seat get slow , but this place really deserves first place for staff ( and a night manager ) who does not respond to questions like : are you taking orders right now ? , do in-person orders stop after a sealed hour ? , excuse me , are there whatever cashiers tonight ?
| 1 |
Usually fast food places are pretty efficient near campuses and can get slow , but this place really deserves first place for staff ( and a night manager ) who does not respond to questions like : you taking orders right now ? , do in-person orders stop after a certain hour ? , excuse me , are there any cashiers tonight ?
| 1 |
Usually fast food places are pretty effective near campus and can get slow , but this place really deserves first place for staff ( and a night manager ) who doe not respond to question like : are you taking orders right now ? , do in-person orders stop after a sealed hour ? , excuse me , are thither any cashiers tonight ?
| 1 |
End of preview. Expand
in Data Studio
Yelp-Style Short Reviews (Stars 1–5)
Purpose. Educational dataset for practicing text data collection, light preprocessing, label design, augmentation, and publishing to the Hugging Face Hub for a university course.
Timestamp: 2025-09-15T22:22:36.082573Z
Repo: datasets/kevinkyi/Homework1_text_dataset
Composition
- Domain: short, user-authored review snippets (Yelp-like).
- Samples: 100 originals, 1000 augmented.
- Language: English.
- Length: typically a few sentences.
Source / Collection
- Original texts were manually collected (copy-typed) by the student from public Yelp pages for coursework.
- Each row includes:
text: the review snippet (free-form)label: integer star rating in [1, 2, 3, 4, 5]
Labels
label(target): star rating, integers 1–5- 1 = very negative
- 5 = very positive
Class distribution (original split): {1: 64, 2: 15, 3: 6, 4: 6, 5: 9}
Preprocessing
- Strip whitespace, ensure labels are ints in
[1..5]. - Removed empty rows.
- No deduplication beyond manual checks.
Augmentation
- Goal: reach ≥ 1,000 total synthetic examples without changing sentiment polarity.
- Techniques (applied randomly per text):
- Synonym replacement (WordNet-based)
- Random deletion (low probability)
- Random swap (token-level)
- Character noise (small swaps/drops)
These are lightweight, label-preserving transformations. Augmented texts remain paired with the original star labels.
Splits
original: 100 rowsaugmented: 1000 rows
Intended Use & Limits
- Use: coursework, demos, experiments with text classification.
- Limits: small sample size; domain- and style-specific; may include paraphrased content from external sources. Not suitable for production or for benchmarking beyond class use. No guarantee of balanced classes or real-world representativeness.
Ethical Notes
- Contains no personal identifiers beyond publicly visible review text fragments.
- When sharing beyond class, ensure texts comply with original platform terms and copyright.
License
- CC BY 4.0 for the dataset curation and augmentation code. Text content should be used only in accordance with original site terms and for educational purposes.
AI Usage Disclosure
- The majority of the notebook code was created by referencing the in class text dataset example. GenAI was used to assist with augmentation code, refactoring the in class example,and to help write helpful comments
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