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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
End of preview.

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
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