text stringlengths 42 93 | class stringclasses 3
values | style stringclasses 1
value | negation bool 1
class | source stringclasses 1
value | spec_id stringclasses 3
values | ts stringdate 2026-03-16 12:09:34 2026-03-16 13:04:34 |
|---|---|---|---|---|---|---|
My bank transfer failed three times this morning and customer support is unreachable | negative | none | false | generate | negative|none|0 | 2026-03-16T12:09:34.556135+00:00 |
The KYC verification process was straightforward and completed in under 10 minutes | positive | none | false | generate | positive|none|0 | 2026-03-16T12:09:40.556135+00:00 |
I received a fraud alert for a transaction I actually made, slightly annoying but better safe | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:09:47.556135+00:00 |
This mobile banking app crashes every time I try to check my balance | negative | none | false | generate | negative|none|0 | 2026-03-16T12:09:54.556135+00:00 |
The investment app has decent charting tools and real-time data | positive | none | false | generate | positive|none|0 | 2026-03-16T12:10:01.556135+00:00 |
My digital wallet balance shows correctly but takes a moment to refresh | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:10:08.556135+00:00 |
Card declined at the grocery store despite having sufficient funds, embarrassing | negative | none | false | generate | negative|none|0 | 2026-03-16T12:10:15.556135+00:00 |
Loan application approved with competitive rates, very satisfied with the process | positive | none | false | generate | positive|none|0 | 2026-03-16T12:10:22.556135+00:00 |
Transaction fee of 2.5% seems standard for this type of transfer | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:10:29.556135+00:00 |
Fraud alert system blocked my legitimate purchase abroad, terrible experience | negative | none | false | generate | negative|none|0 | 2026-03-16T12:10:35.556135+00:00 |
Customer support resolved my account issue within one hour via chat | positive | none | false | generate | positive|none|0 | 2026-03-16T12:10:42.556135+00:00 |
The bank transfer usually arrives next business day as advertised | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:10:49.556135+00:00 |
KYC verification rejected my documents twice without clear explanation | negative | none | false | generate | negative|none|0 | 2026-03-16T12:10:56.556135+00:00 |
Mobile banking interface is intuitive and notifications are timely | positive | none | false | generate | positive|none|0 | 2026-03-16T12:11:03.556135+00:00 |
Investment app performance is comparable to other platforms I've used | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:11:10.556135+00:00 |
Digital wallet locked me out after password reset, no access for days | negative | none | false | generate | negative|none|0 | 2026-03-16T12:11:17.556135+00:00 |
Transaction fees waived for premium account holders is a great perk | positive | none | false | generate | positive|none|0 | 2026-03-16T12:11:24.556135+00:00 |
Loan application status pending for two weeks with no updates | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:11:30.556135+00:00 |
Card declined repeatedly damaged my credit score inquiry attempts | negative | none | false | generate | negative|none|0 | 2026-03-16T12:11:37.556135+00:00 |
Customer support agent went above and beyond to explain fee structures | positive | none | false | generate | positive|none|0 | 2026-03-16T12:11:44.556135+00:00 |
Fraud alert came through email and SMS simultaneously, good redundancy | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:11:51.556135+00:00 |
Bank transfer limits are too restrictive for my business needs | negative | none | false | generate | negative|none|0 | 2026-03-16T12:11:58.556135+00:00 |
KYC verification completed same-day using automated document scanning | positive | none | false | generate | positive|none|0 | 2026-03-16T12:12:05.556135+00:00 |
Mobile banking app functions work as expected most of the time | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:12:12.556135+00:00 |
Investment app lost my portfolio data during sync, unacceptable | negative | none | false | generate | negative|none|0 | 2026-03-16T12:12:19.556135+00:00 |
Digital wallet integration with merchants is seamless and fast | positive | none | false | generate | positive|none|0 | 2026-03-16T12:12:25.556135+00:00 |
Transaction fee breakdown is transparent in the receipt details | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:12:32.556135+00:00 |
Customer support hold times exceed 45 minutes consistently | negative | none | false | generate | negative|none|0 | 2026-03-16T12:12:39.556135+00:00 |
Loan application pre-approval gave me confidence in my home search | positive | none | false | generate | positive|none|0 | 2026-03-16T12:12:46.556135+00:00 |
Card declined message could be more specific about the reason | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:12:53.556135+00:00 |
Fraud alert false positive rate seems higher than my previous bank | negative | none | false | generate | negative|none|0 | 2026-03-16T12:13:00.556135+00:00 |
Bank transfer to international accounts completed faster than promised | positive | none | false | generate | positive|none|0 | 2026-03-16T12:13:07.556135+00:00 |
KYC verification requirements are standard across the industry | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:13:14.556135+00:00 |
Mobile banking biometric login fails in low light conditions | negative | none | false | generate | negative|none|0 | 2026-03-16T12:13:20.556135+00:00 |
Investment app educational content helped me understand ETF basics | positive | none | false | generate | positive|none|0 | 2026-03-16T12:13:27.556135+00:00 |
Digital wallet transaction history exports to CSV without issues | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:13:34.556135+00:00 |
Transaction fee for instant transfer feels excessive at 3% | negative | none | false | generate | negative|none|0 | 2026-03-16T12:13:41.556135+00:00 |
Customer support callback feature actually works and saves time | positive | none | false | generate | positive|none|0 | 2026-03-16T12:13:48.556135+00:00 |
Loan application document upload portal accepts common formats | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:13:55.556135+00:00 |
Card declined at gas station pre-authorization caused account freeze | negative | none | false | generate | negative|none|0 | 2026-03-16T12:14:02.556135+00:00 |
Fraud alert notification included one-click confirmation for legitimate purchase | positive | none | false | generate | positive|none|0 | 2026-03-16T12:14:09.556135+00:00 |
Bank transfer routing number lookup could be more user-friendly | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:14:15.556135+00:00 |
KYC verification video call quality was poor and disconnected twice | negative | none | false | generate | negative|none|0 | 2026-03-16T12:14:22.556135+00:00 |
Mobile banking dark mode reduces eye strain during evening use | positive | none | false | generate | positive|none|0 | 2026-03-16T12:14:29.556135+00:00 |
Investment app watchlist syncs across devices within reasonable time | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:14:36.556135+00:00 |
Digital wallet peer-to-peer transfer arrived instantly as advertised | positive | none | false | generate | positive|none|0 | 2026-03-16T12:14:43.556135+00:00 |
Customer support chatbot misunderstood my question three times | negative | none | false | generate | negative|none|0 | 2026-03-16T12:14:50.556135+00:00 |
Transaction fee schedule is posted clearly on the website | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:14:57.556135+00:00 |
Loan application rejection came with actionable improvement suggestions | positive | none | false | generate | positive|none|0 | 2026-03-16T12:15:04.556135+00:00 |
Card declined due to expired card, renewal notice arrived late | negative | none | false | generate | negative|none|0 | 2026-03-16T12:15:10.556135+00:00 |
Fraud alert system correctly identified suspicious cryptocurrency purchase | positive | none | false | generate | positive|none|0 | 2026-03-16T12:15:17.556135+00:00 |
Bank transfer recall process takes 5-7 business days typically | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:15:24.556135+00:00 |
KYC verification document requirements changed after I submitted | negative | none | false | generate | negative|none|0 | 2026-03-16T12:15:31.556135+00:00 |
Mobile banking spending insights categorize transactions accurately | positive | none | false | generate | positive|none|0 | 2026-03-16T12:15:38.556135+00:00 |
Investment app margin rates are competitive with major brokers | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:15:45.556135+00:00 |
Digital wallet backup recovery phrase setup was confusing and poorly explained | negative | none | false | generate | negative|none|0 | 2026-03-16T12:15:52.556135+00:00 |
Customer support email response arrived within promised 24 hours | positive | none | false | generate | positive|none|0 | 2026-03-16T12:15:59.556135+00:00 |
Transaction fee waiver threshold is clearly stated in account terms | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:16:05.556135+00:00 |
Loan application co-signer process added unnecessary complexity | negative | none | false | generate | negative|none|0 | 2026-03-16T12:16:12.556135+00:00 |
Card declined override available through app after identity verification | positive | none | false | generate | positive|none|0 | 2026-03-16T12:16:19.556135+00:00 |
Fraud alert sensitivity settings are adjustable in account preferences | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:16:26.556135+00:00 |
Bank transfer to wrong account cannot be reversed, devastating mistake | negative | none | false | generate | negative|none|0 | 2026-03-16T12:16:33.556135+00:00 |
KYC verification approved my application using government ID only | positive | none | false | generate | positive|none|0 | 2026-03-16T12:16:40.556135+00:00 |
Mobile banking app update improved performance on older phones | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:16:47.556135+00:00 |
Investment app robo-advisor allocation matches my risk tolerance profile | positive | none | false | generate | positive|none|0 | 2026-03-16T12:16:54.556135+00:00 |
Digital wallet currency conversion rates match mid-market rates closely | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:17:00.556135+00:00 |
Customer support representative was rude and dismissive of my concern | negative | none | false | generate | negative|none|0 | 2026-03-16T12:17:07.556135+00:00 |
Transaction fee rebate program rewards high-volume users appropriately | positive | none | false | generate | positive|none|0 | 2026-03-16T12:17:14.556135+00:00 |
Loan application income verification through bank linking worked smoothly | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:17:21.556135+00:00 |
Card declined at hotel check-in despite available credit limit | negative | none | false | generate | negative|none|0 | 2026-03-16T12:17:28.556135+00:00 |
Fraud alert immediate notification prevented significant unauthorized charges | positive | none | false | generate | positive|none|0 | 2026-03-16T12:17:35.556135+00:00 |
Bank transfer scheduled for future date executed precisely on time | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:17:42.556135+00:00 |
KYC verification rejected my passport photo for glare issues | negative | none | false | generate | negative|none|0 | 2026-03-16T12:17:49.556135+00:00 |
Mobile banking savings goal tracker helps visualize progress | positive | none | false | generate | positive|none|0 | 2026-03-16T12:17:55.556135+00:00 |
Investment app options trading approval process was thorough but fair | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:18:02.556135+00:00 |
Digital wallet lost my stored cards after phone replacement | negative | none | false | generate | negative|none|0 | 2026-03-16T12:18:09.556135+00:00 |
Customer support knowledge base articles solved my problem without calling | positive | none | false | generate | positive|none|0 | 2026-03-16T12:18:16.556135+00:00 |
Transaction fee comparison tool shows competitors charge similar rates | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:18:23.556135+00:00 |
Loan application credit check caused temporary score dip | negative | none | false | generate | negative|none|0 | 2026-03-16T12:18:30.556135+00:00 |
Card declined protection feature texts me instantly to verify purchases | positive | none | false | generate | positive|none|0 | 2026-03-16T12:18:37.556135+00:00 |
Fraud alert review team responds to disputes within 48 hours | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:18:44.556135+00:00 |
Bank transfer intermediary fees reduced my received amount unexpectedly | negative | none | false | generate | negative|none|0 | 2026-03-16T12:18:50.556135+00:00 |
KYC verification selfie matching technology works reliably | positive | none | false | generate | positive|none|0 | 2026-03-16T12:18:57.556135+00:00 |
Mobile banking check deposit clears funds next business day standard | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:19:04.556135+00:00 |
Investment app tax loss harvesting feature saved me money this year | positive | none | false | generate | positive|none|0 | 2026-03-16T12:19:11.556135+00:00 |
Digital wallet NFC payment fails at certain terminal types | negative | none | false | generate | negative|none|0 | 2026-03-16T12:19:18.556135+00:00 |
Customer support escalation to supervisor was granted upon request | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:19:25.556135+00:00 |
Transaction fee for wire transfer is industry standard $25 | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:19:32.556135+00:00 |
Loan application rate lock protected me from interest rate increases | positive | none | false | generate | positive|none|0 | 2026-03-16T12:19:39.556135+00:00 |
Card declined recurring subscription caused service interruption | negative | none | false | generate | negative|none|0 | 2026-03-16T12:19:45.556135+00:00 |
Fraud alert machine learning improves with my feedback on alerts | positive | none | false | generate | positive|none|0 | 2026-03-16T12:19:52.556135+00:00 |
Bank transfer confirmation email includes all relevant reference numbers | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:19:59.556135+00:00 |
KYC verification address proof requirements are overly strict | negative | none | false | generate | negative|none|0 | 2026-03-16T12:20:06.556135+00:00 |
Mobile banking budget alerts notify me before overspending categories | positive | none | false | generate | positive|none|0 | 2026-03-16T12:20:13.556135+00:00 |
Investment app IPO access allocation was smaller than hoped | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:20:20.556135+00:00 |
Digital wallet merchant offers provide modest cashback on purchases | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:20:27.556135+00:00 |
Customer support phone menu navigation is unnecessarily complicated | negative | none | false | generate | negative|none|0 | 2026-03-16T12:20:34.556135+00:00 |
Transaction fee disclosure appears before final confirmation step | positive | none | false | generate | positive|none|0 | 2026-03-16T12:20:40.556135+00:00 |
Loan application appraisal coordination was handled professionally | neutral | none | false | generate | neutral|none|0 | 2026-03-16T12:20:47.556135+00:00 |
Card declined merchant category restrictions limit my purchasing flexibility | negative | none | false | generate | negative|none|0 | 2026-03-16T12:20:54.556135+00:00 |
End of preview. Expand in Data Studio
Dataset Card for monostate/fintech-sentiment-distilbert-balanced-v2
Dataset Description
This dataset was generated using Vibe Data Director, a tool for creating and curating text classification datasets.
Dataset Summary
- Session ID:
session_f15db25a - Generated: 2026-03-16T13:09:50.740014
- Total Samples: 481
- Classes: negative, positive, neutral
- Styles: none
Dataset Structure
Data Fields
text(string): The text content of the sampleclass(string): The classification labelstyle(string): The style variant appliednegation(boolean): Whether negation is appliedsource(string): Source of the sample (seed/hf/synthetic)spec_id(string): Unique specification identifier
Data Splits
This dataset contains a single split with all samples.
Dataset Creation
Curation Rationale
This dataset was created to provide targeted training data for text classification tasks.
Source Data
The data includes:
- Seed samples uploaded by users
- Potentially augmented samples from HuggingFace
- Synthetic samples (if applicable)
Considerations for Using the Data
Social Impact of Dataset
This is a small, curated dataset intended for research and development purposes.
Discussion of Biases
As with any curated dataset, there may be inherent biases in the selection and labeling of samples.
Other Known Limitations
- Limited to 481 samples
- May not represent full diversity of real-world data
Additional Information
Dataset Curators
Created using Vibe Data Director
Licensing Information
MIT License
Citation Information
@misc{vibe_data_director_session_f15db25a,
title={Dataset created with Vibe Data Director},
author={Vibe Data Director},
year={2024},
url={https://huggingface.co/datasets/monostate/fintech-sentiment-distilbert-balanced-v2}
}
Contributions
Generated automatically by Vibe Data Director (Session: session_f15db25a)
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