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text string | sentiment string | urgency string | category string |
|---|---|---|---|
this is urgent but also — whoever helped me just now deserves a RAISE, problem solved and i can breathe again lol | positive | high | other |
been waiting 3 weeks for a refund and every time i ask i get a different answer, make it make sense | negative | medium | other |
been waiting on this delivery longer than expected but honestly the updates u guys keep sending are super reassuring ty! | positive | medium | other |
do you guys do weekend deliveries or is it strictly weekdays | neutral | medium | other |
my subscription renewed but i lost access at the same time?? that's money gone and i need it sorted | neutral | high | other |
kinda odd that i got two shipping confirmation emails for one order, probably fine but wanted to mention it | neutral | low | other |
just wanted to drop a lil appreciation bc ur support made a mildly annoying week a whole lot better, cheers 😄 | positive | medium | other |
i really liked you guys before but lately every single order has some kind of issue. starting to wonder if its worth it | negative | medium | other |
genuinely thought i was done for today, had money on the line and you came through — massive thank u from me 🙏 | positive | high | other |
just telling anyone who'll listen that this brand has never let me down once | positive | low | other |
been a customer for 3 years and the service has just gotten WORSE every single month, what happened to you guys | negative | medium | other |
shoutout to whoever packs the boxes bc everything always arrives so neat and careful, appreciate it!! | positive | low | other |
i was stressed OUT and ready to leave but your team handled it perfectly and now i'm staying forever, no notes 😂 | positive | high | other |
ok i was losing my MIND but your support just came through big time, so grateful rn | positive | high | other |
just wanted to say whoever packed my order did a really neat job, everything was wrapped super carefully | neutral | low | other |
i think someone else is using my account, seeing activity i don't recognize — who do i contact about this | neutral | high | other |
had a full crisis on my hands this morning but ur support got back to me faster than i expected and fixed everything 💯 | positive | high | other |
not gonna lie i expected WAY more for the price point, feeling a bit let down rn | negative | low | other |
do you deliver on saturdays in most areas or is that hit or miss depending on location | neutral | medium | other |
why does every single order i place take twice as long as estimated?? it's getting really old | negative | medium | other |
@customerservice I swear if I dont hear back in the next hour im going straight to BBB and twitter til someone listens | negative | high | other |
i need someone to call me back RIGHT NOW this is not something i can sort thru twitter lol its serious | negative | high | other |
saw someone mention you have a loyalty program, is that still a thing or did you get rid of it | neutral | low | other |
just wanna say ur support team is the reason i stay, was ready to walk and they pulled me back | positive | high | other |
my entire team is blocked from working because of ur outage and there is ZERO communication from ur end this is unacceptable | negative | high | other |
just noticed i was charged twice this month, need this looked at before i call my credit card company | neutral | high | other |
ur about us page reads like a robot wrote it, zero personality whatsoever | negative | low | other |
randomly decided to reach out about a billing mix-up and wow ur team fixed it so fast, impressed! | positive | medium | other |
hey just wondering if you guys ever changed your packaging or if it's always been this small lol | neutral | low | other |
your store playlist was SO loud last time i visited like i couldn't even think straight, fix that pls | negative | low | other |
getting a weird error every time i try to do literally anything, this has been going on since yesterday and i need it fixed | neutral | high | other |
had a random issue pop up today and honestly ur team dealt with it faster than i expected, solid work as always 🙌 | positive | medium | other |
why do yall follow me back on here but never actually help with anything lol very cool very useful | negative | low | other |
anyone else find the help section kinda hard to navigate or is it just me lol | neutral | medium | other |
cool that u have a sustainability pledge on ur website but maybe actually follow through on it sometime | negative | low | other |
been a loyal customer for years tbh, just wish the shipping was a bit more reliable lately | neutral | medium | other |
can someone explain why my account keeps logging me out every single day it's so annoying | negative | medium | other |
love how u post about customer appreciation week but ignore half the comments on ur posts lol | negative | low | other |
yall really sent me an automated reply for a complaint i made 6 days ago. six. days. | negative | medium | other |
I dont have time for this, I need a real human being on the phone within the next 30 mins or im canceling everything | negative | high | other |
does your packaging use recycled materials at all, just curious | neutral | low | other |
not a huge deal but the estimated delivery window you give is usually pretty off, just fyi | neutral | medium | other |
you saved my life fr, had a big presentation in 2 hrs and your team got it sorted — genuinely so grateful rn | positive | high | other |
would love a way to consolidate multiple orders into one shipment, not sure if that's even possible | neutral | medium | other |
nobody told me you changed locations and i drove across town for nothing. cool cool cool | negative | low | other |
just got off chat and WOW ur team is incredible, i was in full meltdown mode and they fixed everything so fast 😍 | positive | high | other |
ok so ur app just deleted everything i had saved and i need that info for a meeting TODAY. please tell me theres a backup | negative | high | other |
ok i was kinda annoyed at first bc my stuff was taking forever to show up but the team was SO communicative about it, makes a big diff tbh | positive | medium | other |
just wondering if there's a way to change my delivery address before it ships out, nothing urgent just wanna update it | neutral | medium | other |
your website has been 'under maintenance' for like two weeks straight lmaooo | negative | low | other |
delivery estimate said tuesday and it came thursday but honestly no worries just an fyi | neutral | low | other |
ur hold music is genuinely the worst thing ive ever heard in my life just fyi | negative | low | other |
ngl i thought i was gonna have to find a whole new service today but you guys pulled through last minute, thank u!! | positive | high | other |
is there a way to leave feedback about a delivery driver somewhere, nothing bad just wanted to say he was super nice | neutral | low | other |
can someone tell me what the estimated delivery timeframe is for my area? the website isn't super clear about it | neutral | medium | other |
do you guys deliver on sundays or nah | neutral | low | other |
random q but do you have a physical store in austin or only online | neutral | low | other |
just wanna give props to ur team for checking in on my order situation without me even having to ask again, appreciated! | positive | medium | other |
not trying to be dramatic but my account shows a charge from a country i've never been to, need to talk to someone now | neutral | high | other |
yall actually came through!! been a bit of a hassle tracking down my order but the support chat was honestly great, appreciate u guys 🙌 | positive | medium | other |
hey just wondering if you accept returns on sale items or nah | neutral | low | other |
genuinely thought today was ruined and ur rep turned it completely around, give them a raise!!! | positive | high | other |
i think there's a billing error on my end and if it's not fixed by EOD i'm going to have a problem with my boss | neutral | high | other |
hey are you guys doing anything for the holidays this year sale-wise | neutral | low | other |
my delivery was supposed to be here YESTERDAY and now the tracking just says 'unknown' like what does that even mean | negative | high | other |
hey do you guys still do free shipping on orders over $50 or did that change? | neutral | low | other |
no rush on anything just wanted to drop in and say u guys have been killing it lately keep it up 🙌 | positive | low | other |
do y'all have a physical store or is it only online? | neutral | low | other |
the font on ur receipts is so tiny i need a magnifying glass to read anything | negative | low | other |
real talk i was two seconds from rage-quitting everything but ur team fixed the issue before i could lol, respect | positive | high | other |
btw the FAQ on your site could really use an update, some of the info seems outdated | neutral | low | other |
been locked out for 3 hours now and i have a deadline in 20 mins, anyone there? | neutral | high | other |
been a customer for a while now and the vibe has just gotten better over time, good job guys seriously | positive | low | other |
not a complaint just wanted to say ur chat support rep Maya was actually super helpful last week, hope she gets recognized or whatever | neutral | medium | other |
been dealing with a slow delivery but every update from ur team has been super reassuring, love that | positive | medium | other |
not a complaint or anything just noticed your website was down for a bit earlier today | neutral | low | other |
been a customer for years and u guys never disappoint even when im in full crisis mode, thank u!! | positive | high | other |
just realized ur store hours on google are completely wrong. been wrong for months probably. cool system | negative | low | other |
hey what days is your customer support actually available? can never figure it out | neutral | low | other |
@support my account just got HACKED and nobody is responding to my emails this is an actual emergency wtf | negative | high | other |
omg THANK YOU for sorting that out so fast, was literally about to cancel everything 🙏 | positive | high | other |
SO grateful rn, had a total emergency situation and your team picked up immediately — didn't expect that at all, wow | positive | high | other |
had a lil issue that needed sorting this week and ur team was just *chef's kiss* the whole time 🍴 | positive | medium | other |
my package says delivered but it's not here, no biggie just wanted to let someone know | neutral | low | other |
ok i know its not a huge deal but my package has been stuck in transit for 3 days and ur team is handling it rly well tbh | positive | medium | other |
ur app told me delivered but nothing is here. checked everywhere. this happens way too often for it to be a coincidence | negative | medium | other |
my tracking hasn't updated since tuesday, is that normal or should i be worried | neutral | medium | other |
honestly your hold music isn't terrible, just thought someone should know lol | neutral | low | other |
waiting on a redelivery rn but the whole experience has been way smoother than expected, kudos! | positive | medium | other |
your store smells weird every single time i go in there idk what that is but its not great | negative | low | other |
was on the edge of switching to a competitor and ur team just reminded me why i stick around 💯 | positive | high | other |
this is genuinely the worst experience ive ever had with any company and im telling literally everyone i know to leave | negative | high | other |
my delivery driver went to the wrong building and marked it complete, i need a replacement or refund before the weekend | neutral | high | other |
do you guys have a way to request a specific delivery time or is it just whatever the driver decides | neutral | medium | other |
the hold music is genuinely the most depressing thing ive ever heard pls change it | negative | low | other |
shoutout to whoever helped me track down my missing delivery yesterday, u really came thru 💪 | positive | medium | other |
not gonna lie i was kinda frustrated about my order being late but u guys sorted it out quick, thanks a ton! | positive | medium | other |
hey just wanted to say your delivery driver today was SO nice, genuinely made my day 😊 | positive | low | other |
honestly your hold music is kinda long, been waiting 12 mins just to ask a quick question lol | neutral | medium | other |
ok crisis averted thanks to u guys, i was full on panicking 5 mins ago and now im good, appreciate it sm | positive | high | other |
TriageIQ — Customer Support Ticket Classification Dataset
Synthetic dataset of 2,000 customer support tickets, each labeled with three independent classification axes.
Schema
Each example is a JSON object:
{
"text": "I've been charged twice this month, please refund me ASAP.",
"sentiment": "negative", // positive | neutral | negative
"urgency": "high", // low | medium | high
"category": "billing" // billing | technical | account | feature_request | other
}
Splits
| Split | Examples |
|---|---|
train |
1,398 |
val |
298 |
test |
304 |
| Total | 2,000 |
Stratified by category. The full set is also available as labeled.jsonl.
Label distribution (full)
- Sentiment — positive 666, neutral 666, negative 668
- Urgency — low 670, medium 667, high 663
- Category — billing 400, technical 399, account 401, feature_request 401, other 399
Generation
Generated and labeled in a single pass with Claude Sonnet 4.6. For each of the 45 (sentiment, urgency, category) combinations, the model was prompted to produce realistic 1–4 sentence tickets matching that label triple. Tickets never reference the labels explicitly.
Intended use
Fine-tuning small encoder models (DistilRoBERTa, MiniLM) for ticket triage with a multi-head classification setup — one shared encoder, three small heads, summed cross-entropy.
Limitations
- Synthetic — no real customer voice; distribution may not match any specific product's ticket stream
- English only
- Labels are model-assigned at generation time, not human-verified
- Downloads last month
- 39