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| Text
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| Label
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|---|---|---|
0 | The policyholder reported a burglary at their home and submitted a claim for the stolen items. | Claim |
1 | I purchased a new phone and am not satisfied with its performance. | Not a Claim |
2 | An individual claimed to have been involved in a minor car accident, though there were no witnesses. | Claim |
3 | The user is asking for assistance with understanding their insurance policy coverage. | Not a Claim |
4 | A homeowner filed a claim after their property was damaged by a natural disaster. | Claim |
5 | The customer reported that their credit card was used without their permission, leading to unauthorized charges. | Claim |
6 | My friend recommended this service to me and I am sharing their experience. | Not a Claim |
7 | The customer reported an accident involving their vehicle which resulted in significant damage. | Claim |
8 | I'm not able to find my lost watch which I last saw at the park. | Not a Claim |
9 | The customer called to report discrepancies in their monthly credit card statement. | Claim |
10 | The customer inquires about the deadlines for filing a claim after a property damage incident. | Not a Claim |
11 | The insured claims that their home was broken into while they were at a business conference. | Claim |
12 | The customer inquired about the possibility of an upgrade to their insurance plan. | Not a Claim |
13 | The insured's vehicle was rear-ended at an intersection, resulting in a dent and non-injury to the driver. | Claim |
14 | The customer inquired about the possibility of an upgrade to their insurance plan. | Not a Claim |
15 | A customer is lodging a claim due to a significant dent in their vehicle caused by a hit-and-run accident. | Claim |
16 | I have an upcoming appointment with my doctor next week. | Not a Claim |
17 | Policyholder submitted a claim after a pipe burst in their rented apartment causing water damage. | Claim |
18 | My friend recommended a new restaurant that serves Italian cuisine. | Not a Claim |
19 | The claimant's vehicle was vandalized in a neighborhood with no prior criminal activity. | Claim |
20 | An employee requests a day off to attend a family reunion. | Not a Claim |
21 | A claim was submitted after a luxury watch was reported missing during a holiday trip. | Claim |
22 | An individual discussed their recent vacation and asked for tips on travel insurance. | Not a Claim |
23 | A claim has been made for the loss of goods during transit, as the shipment was found in a compromised condition. | Claim |
24 | An individual discussed their recent vacation and asked for tips on travel insurance. | Not a Claim |
25 | An individual has filed a claim after their home was destroyed by a wildfire. | Claim |
26 | Please remind me to call my insurance agent tomorrow. | Not a Claim |
27 | I'm submitting a claim for the dent on my car's bumper after it was hit while parked. | Claim |
28 | The local community center is organizing a free yoga class for beginners. | Not a Claim |
29 | A tenant reported significant water damage after a burst pipe in their apartment. | Claim |
30 | A member of the community is seeking information about the annual open house event. | Not a Claim |
31 | An insurance claim was filed for an expensive piece of custom furniture that went missing during a party at their home. | Claim |
32 | A user wants to know if their insurance policy covers pet damages. | Not a Claim |
33 | Complaints of fraudulent activity, claiming to have been defrauded by an insurance company for an existing policy. | Claim |
34 | A user wants to know if their insurance policy covers professional sports equipment. | Not a Claim |
35 | The policyholder is seeking to file a claim for medical expenses after being injured in a slip-and-fall incident at a store. | Claim |
36 | I'm reviewing my monthly bills and noticed something different. | Not a Claim |
37 | The claimant has experienced a power outage and is seeking compensation for spoiled food and property damage. | Claim |
38 | I recently attended a seminar on digital marketing strategies. | Not a Claim |
39 | An individual reported a sudden illness during a company-sponsored trip, questioning the travel insurance coverage. | Claim |
40 | An individual wants to report a lost pet. | Not a Claim |
41 | The claimant alleges that their vehicle was damaged by a hit-and-run incident on a foggy night. | Claim |
42 | I'm confused about the terms of my life insurance policy; can you explain them? | Not a Claim |
43 | The homeowner reported water damage due to a burst pipe, causing significant property damage. | Claim |
44 | I have a question about the deductible amounts for my health insurance plan. | Not a Claim |
45 | A customer has submitted a claim for water damage to their home following a pipe burst during a storm. | Claim |
46 | I received a call from the bank regarding a potential security breach. | Not a Claim |
47 | An individual is filing a claim due to a medical procedure that was not covered under their insurance plan. | Claim |
48 | The annual school play received excellent reviews from the audience. | Not a Claim |
49 | A fire broke out in a restaurant kitchen, causing extensive damage. The claimant wants to know the insurance deductible. | Claim |
50 | The beneficiary is asking for clarification on the terms of the policy's life insurance coverage. | Not a Claim |
51 | An individual reports that their personal computer was stolen from their office. | Claim |
52 | The policyholder wants to file a claim for damage to their garden due to a storm. | Not a Claim |
53 | Policyholder seeks reimbursement for costs incurred during a temporary relocation due to necessary repairs. | Claim |
54 | The customer is interested in the history of their policyholder and the prior claims made. | Not a Claim |
55 | A claim has been filed for the theft of a laptop at a public library. | Claim |
56 | Looking forward to our family reunion this weekend. | Not a Claim |
57 | Homeowner reported theft and is requesting a claim for the stolen personal property. | Claim |
58 | My garden needs pruning, I've been thinking of hiring a professional. | Not a Claim |
59 | The airline lost an important package sent by the customer, which contained valuable collectibles. | Claim |
60 | A customer wants to understand the fine print regarding their homeowner's insurance deductible. | Not a Claim |
61 | The claimant reports the theft of rare books from their private study. | Claim |
62 | A customer called to dispute a charge on their insurance bill. | Not a Claim |
63 | A claim has been filed regarding unauthorized use of the insured's credit card during a vacation. | Claim |
64 | A policyholder is inquiring about their coverage for prescription medications. | Not a Claim |
65 | The insured party is claiming for the loss of rare artwork that was stolen from their home. | Claim |
66 | The electrician mentioned a possible fault in the wiring. | Not a Claim |
67 | A homeowner is submitting a claim after a fire damaged their kitchen appliances. | Claim |
68 | Our family has decided to take a vacation to the mountains this summer. | Not a Claim |
69 | A homeowner claims that the electrical issue they reported was not resolved to their satisfaction. | Claim |
70 | A prospective policyholder asks about the inclusion of flood damage in their policy. | Not a Claim |
71 | A claim is filed for a stolen vehicle after the keys were left in the ignition. | Claim |
72 | The client asked for a copy of their insurance certificate after updating their address. | Not a Claim |
73 | The policyholder has submitted a claim for the full replacement cost of a stolen luxury vehicle. | Claim |
74 | I am seeking advice on whether my pet insurance covers pre-existing conditions. | Not a Claim |
75 | An individual is submitting a claim for the damage caused by a hailstorm to their car. | Claim |
76 | My neighbor just finished a renovation on their kitchen. | Not a Claim |
77 | A claim has been filed by a policyholder whose boat was damaged during a storm. | Claim |
78 | The new software update for my phone has improved battery life. | Not a Claim |
79 | An individual filed a claim for lost luggage on an international flight that was never found. | Claim |
80 | A person is inquiring about the process for updating their beneficiary on a policy. | Not a Claim |
81 | The insured reports that their home security system failed to alert them of a break-in. | Claim |
82 | I need assistance in understanding the premium calculation for my health insurance. | Not a Claim |
83 | There is a claim for emotional distress caused by the insured's premature retirement due to workplace injury. | Claim |
84 | The user wants to know if their insurance covers international medical services. | Not a Claim |
85 | A claim has been made due to the vandalism of property including broken windows and graffiti. | Claim |
86 | I am studying for my upcoming math exam. | Not a Claim |
87 | The customer has filed a claim for a crop loss due to unforielding weather conditions. | Claim |
88 | I just read an interesting article on the benefits of daily meditation. | Not a Claim |
89 | A homeowner insured for earthquake damage wants to know their claim process. | Claim |
90 | A resident wants to know about the premium rates for upgrading their insurance coverage. | Not a Claim |
91 | An individual claims that their precious antique vase was stolen during a house move. | Claim |
92 | The insured party is seeking information on how to renew their insurance policy. | Not a Claim |
93 | A claim for lost income has been filed by an employee who was injured on the job and unable to work for six weeks. | Claim |
94 | An individual is asking about the claims process for a business interruption insurance. | Not a Claim |
96 | There's a community event at the park this Saturday. | Not a Claim |
99 | The pet owner submitted a claim for their lost dog, which they believe was stolen during a neighborhood event. | Claim |
TextClaimsDataset
tags: classification, insurance, fraud detection
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description: The 'TextClaimsDataset' is a curated collection of insurance claim descriptions where each text snippet is labeled according to its relevance to actual insurance claims. The dataset aims to assist machine learning practitioners in training models to classify texts as either 'Claim' or 'Not a Claim'. This classification can be pivotal for fraud detection systems in the insurance industry, helping to identify potential fraudulent claims from legitimate ones.
CSV Content Preview:
"Text","Label"
"The policyholder reported a burglary at their home and submitted a claim for the stolen items.","Claim"
"I purchased a new phone and am not satisfied with its performance.","Not a Claim"
"An individual claimed to have been involved in a minor car accident, though there were no witnesses.","Claim"
"The user is asking for assistance with understanding their insurance policy coverage.","Not a Claim"
"A homeowner filed a claim after their property was damaged by a natural disaster.","Claim"
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'Claim or not text classification ':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Claim+or+not+text+classification+&dataset=TextClaimsDataset&tags=classification,+insurance,+fraud+detection
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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