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id
int64
4
458k
target_text
stringlengths
33
45.8k
verdict
stringclasses
2 values
99,002
Knowing and/or Willful Violation of the Telephone Consumer Protection Act (47 U.S.C. 227, et seq.) on behalf of Autodialer Class Knowing and/or Willful Violation of the Telephone Consumer Protection Act (47 U.S.C. 227, et seq. and 47 C.F.R. §§ 64.1200(d)) on behalf of the NDNC Class Statutory Violations of the...
lose
138,068
17. Defendants operate an electrical construction and maintenance business, whose customers are primarily or exclusively local electric power utilities. 18. Defendants provide construction and maintenance services on a power utility’s distribution systems. 19. During the past three years, at any given time,...
win
319,755
(Fair Labor Standards Act Violations) (Violations of Ohio Revised Code 4111.03) 18. Defendants are home health care businesses. 19. Plaintiff La’Shauna Purse has been employed by Defendants since March 2017. 20. At all times relevant herein, Plaintiff was employed by Defendants as a home health aide. 21. ...
win
155,208
37. As set forth below, the proposed Class satisfies the requirements for a class action. 39. Plaintiff is a member of the Class he seeks to represent, as detailed in the factual background and the claims for relief section of this complaint. The averments of fact and questions of law are common to the Class. ...
win
390,338
24. Named Plaintiffs and Class Members were employed by Defendants at call centers in New York and elsewhere in the United States. 25. Throughout their tenures, named Plaintiffs and Class Members worked hours for which they were not paid, including hours worked in excess of forty (40) in a week. 27. Named Plaintiffs ...
win
235,263
12. On Whitepages alone, just on one spoofed phone number that Zip Capital Group uses 954-204-0916, there are over 500 spam reports. 13. On October 16, 2018 at 10:13 AM, Plaintiff received a phone call to his cell phone number from Defendant using phone number 480-653-8635. Phone number 480-653- 8635 is a spoofe...
win
206,459
10. When the Plaintiff REBECCA WOLCOTT began working with the Defendants she was told that she would be paid $10.00 per hour for all work and Plaintiff agreed to be hired at that rate. 12. The Defendant LISA HERRGUTH were at all times material hereto, an owner, officer, manager, and/or employee of the Defendant ...
lose
405,917
23. A cryptocurrency is a digital asset designed to work as a medium of exchange or a store of value or both. Cryptocurrencies leverage a variety of cryptographic principles to secure transactions, control the creation of additional units, and verify the transfer of the underlying digital assets. 24. Bitcoin wa...
lose
113,910
1.5 times the regular rates for which they were employed. 31. Frontier is a provider of inspection services to pipelines, pipeline stations, terminals, gathering, utilities, tank storage and other energy related fields. 33. Rivera provided pipeline inspection services to Kinder-Morgan, Inc. in the Riverside a...
lose
18,074
(“Unfair” Business Practices in Violation of the Unfair Competition Law, Cal. Bus. & Prof. Code §§ 17200, et seq.—On Behalf of All Classes) (“Unlawful” Business Practices in Violation of the Unfair Competition Law, Cal. Bus. & Prof. Code §§ 17200, et seq.—On Behalf of All Classes) 22. A phishing attack is a sche...
win
67,347
73. Plaintiffs reallege and incorporate by reference all allegations in all preceding paragraphs.
win
63,042
26. Plaintiff brings this class action on behalf of himself and all others similarly situated, under Rules 23(a) and 23(b)(1)-23(b)(3) of the Federal Rules of Civil Procedure, for Defendant’s violations of the TCPA and FDCPA. 27. Plaintiff seeks to represent a class of thousands of individuals (“the TCPA Class”)...
win
309,232
66. Named Plaintiff seeks to bring this suit to recover overtime compensation and liquidated damages from Defendants under the applicable provisions of the FLSA, 29 U.S.C. §216(b), on their own behalf as well as on behalf of those in the following collective: FLSA Collective: Current and former employees of Defend...
win
170,886
CitetheU.S. Civil StatuteundeTv/hich\ousa'efilwg(DoiiotciteJurisdictionalst<i{utesuttless<iiversity}: 28 U.S:C. §1332(d)(2)(A) Briefdescription ofcause: Breach of contract, unjust enrichment, class action
lose
197,432
(On behalf of Plaintiff and the Class) 78. Plaintiff incorporates by reference the foregoing allegations as if fully set forth herein. 79. Defendants and their agents made unsolicited text message calls to cellular telephone numbers belonging to Plaintiff and the other members of the Class en masse without the...
win
358,330
(Declaratory Relief Pursuant To 28 U.S.C §2201) 23. On August 21, 2015 Plaintiff Cowen’s minor son, Jarrett Cowen sustained an injury which required medical attention. He was transported by ambulance to the emergency room at Lake Regional Hospital, Osage Beach, Missouri. The medical personal at Lake Regional rec...
lose
455,680
20. Defendant is a homeopathic products company, and owns and operates the website, www.hylands.com (its “Website”), offering features which should allow all consumers to access the goods and services and which Defendant ensures the delivery of such goods throughout the United States, including New York State. 21...
lose
245,890
(Breach of the Duty of Good Faith and Fair Dealing) (Declaratory Judgment) (Violation of the California Consumers Legal Remedies Act) 12. The Google Play Store (“Google Play”) is one of the largest retailers of digital content in the world. Google Play sells all varieties of digital content (e.g., music, movi...
lose
74,639
17. Rice Energy is an oil and natural gas company operating primarily in Pennsylvania and Ohio in the Marcellus, Utica, and Upper Devonian Shales and employs oilfield personnel to carry out its work. 18. Many of these individuals worked for Rice Energy performing the same or substantially similar job duties as P...
win
359,171
17. In June 2007, Defendant FitFlop Ltd. began selling the FitFlop Footwear in the United States. At the same time, Defendant launched a major advertising campaign to promote FitFlop Footwear. 18. FitFlop Limited, Brand Slam, and Marcia Kilgore produced, designed, advertised, sold and marketed FitFlop Footwear ...
lose
31,242
25. Plaintiff brings this action on behalf of itself and a class of all others similarly situated. This action is brought and is properly maintained as a class action pursuant to Fed. R. Civ. P. 23(a), (b)(2), and (b)(3). 26. Plaintiff seeks to represent a class (“Class”) defined as follows: All individuals an...
lose
31,612
INJUNCTION FOR VIOLATIONS OF NEW YORK GENERAL BUSINESS LAW § 349 (DECEPTIVE AND UNFAIR TRADE PRACTICES ACT) (brought on behalf of the Nationwide Class, in conjunction with the substantively similar consumer protection laws of other states and the District of Columbia to the extent New York consumer protection laws...
lose
188,971
26. Definition of Class. The class consists of all individuals who: a. Are Medicaid recipients with an intellectual or developmental disability; b. Need an institutional level of care provided in a Medicaid-certified ICF in the State of Washington; and c. Qualify for and desire DDA home and community-based ...
win
149,536
11. Reimer Law denies for want of knowledge the allegations contained in Paragraph 11 of Plaintiff's Complaint. 3 12. Reimer Law admits that Mr. White co-signed several student loans for which his son was the Borrower and denies for want of knowledge the remaining allegations contained in Paragraph 12 of Plaint...
lose
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More Details & Collaborations

Feel free to contact us in order to get a larger dataset. We would be happy to collaborate on future works.

Dataset Summary

USClassActions is an English dataset of 3K complaints from the US Federal Court with the respective binarized judgment outcome (Win/Lose). The dataset poses a challenging text classification task. We are happy to share this dataset in order to promote robustness and fairness studies on the critical area of legal NLP. The data was annotated using Darrow.ai proprietary tool.

Data Instances

from datasets import load_dataset
dataset = load_dataset('darrow-ai/USClassActions')

Data Fields

id: (int) a unique identifier of the document
target_text: (str) the complaint text
verdict: (str) the outcome of the case \

Curation Rationale

The dataset was curated by Darrow.ai (2022).

Citation Information

Gil Semo, Dor Bernsohn, Ben Hagag, Gila Hayat, and Joel Niklaus ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US Proceedings of the 2022 Natural Legal Language Processing Workshop. Abu Dhabi. 2022

@InProceedings{Darrow-Niklaus-2022,
  author = {Semo, Gil
                and Bernsohn, Dor
                and Hagag, Ben
                and Hayat, Gila
                and Niklaus, Joel},
  title = {ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US},
  booktitle = {Proceedings of the 2022 Natural Legal Language Processing Workshop},
  year = {2022},
  location = {Abu Dhabi, EMNLP2022},
}
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Paper for fffffffh/USClassActions