Datasets:

TheNewGP
/

ivypanda-essays-categorized

TEXT stringlengths 498 890k	SOURCE stringlengths 32 229	__index_level_0__ int64 0 999	category stringclasses 32 values	subcategory stringclasses 96 values
12 Years a Slave: An Analysis of the Film Essay The 2013 film 12 Years a Slave proved that slavery is a worldwide issue. Indeed, the film made $150 million outside the United States and $57 million in the U.S., with a production budget of $20 million (Sharf, 2020). The movie was based on the memoir Twelve Years a Slav...	https://ivypanda.com/essays/12-years-a-slave-an-analysis-of-the-film/	0	Cinematography	Movies Analysis
20+ Social Media Post Ideas to Radically Simplify Your Marketing Essay Social Media Examiner’s (2021) video on social media initiatives was most useful to me since it provides more than twenty social media post ideas to improve the marketing of any business. This source demonstrates that social media, namely Facebook ...	https://ivypanda.com/essays/20-social-media-post-ideas-to-radically-simplify-your-marketing/	1	Entertainment & Media	Advertising
2022 Russian Invasion of Ukraine in Global Media Coverage Essay (Critical Writing) The world has been shattered by Russia’s attack on Ukraine in the past few days. Ukraine’s forces have put up remarkable resistance to this attack, but the war is entering an even bloodier phase. Europe could be witnessing the first maj...	https://ivypanda.com/essays/2022-russian-invasion-of-ukraine-in-global-media-coverage/	2	Entertainment & Media	Media and Society
533 U.S. 27 (2001) Kyllo v. United States: The Use of a Thermal Imaging Device Report Table of Contents 1. Facts 2. Issue 3. Holding 4. Reasoning 5. Reference Facts The parties to the selected lawsuit are Agent Elliott and the petitioner Danny Kyllo, and the court initiated in Florence, Oregon. The United State...	https://ivypanda.com/essays/533-us-27-2001-kyllo-v-united-states-the-use-of-a-thermal-imaging-device/	3	Law	Criminal Law
A Charles Schwab Corporation Case Essay Charles Schwab is a for-profit Corporation whose main business is savings and loans. The company provides banking and asset management services, and financial advisory. It has several subsidiaries – Charles Schwab & Co., Inc., Charles Schwab Investment Management, Inc., TD Ameri...	https://ivypanda.com/essays/a-charles-schwab-corporation-case/	4	Business	Company Analysis
A Clinical Office Assistant’s Attire Research Paper The work of a clinical or medical office worker is characterized by a combination of a large number of administrative operations with medical activities. Primarily, these professionals are office assistants filling out paperwork and interacting with staff (“How to be...	https://ivypanda.com/essays/a-clinical-office-assistants-attire/	5	Design	Fashion
A Comic Science Fiction Film “Back to the Future” Essay Table of Contents 1. Introduction 2. Movie’s Plot: Entertainment and Social Problems 3. Movie’s Main Characters 4. The Temporality in the Back to the Future 5. Film Evaluation and Conclusion 6. Works Cited Introduction In 1985, Universal Pictures released...	https://ivypanda.com/essays/a-comic-science-fiction-film-back-to-the-future/	6	Cinematography	Film Studies
A Community Yard Sale as a Memorable Event Essay Autumn is not generally viewed as an appropriate season for having a garage sale, not to mention that one on a scale of a local community. However, what makes my neighbourhood particularly unique and different from others is its consistent inability to meet expectations...	https://ivypanda.com/essays/a-community-yard-sale-as-a-memorable-event/	7	Family, Life & Experiences	Personal Experiences
A Complex in the “Every Secret Thing” Film by Berg Essay Carl Jung identifies the mother complex with an innate feeling of care at the center of the emotional attachment between a mother and a child. However, in the absence of such an attachment, an archetype develops where someone’s mother fails to satisfy the essent...	https://ivypanda.com/essays/a-complex-in-the-every-secret-thing-film-by-berg/	8	Sociology	Sociological Theories
A Customer Told to Wear a Mask Threw Snow at an Employee: Ethical Issue Analysis Essay The article describes a recent Chicago hot dog restaurant incident that can be considered an ethical issue. The incident involved a man who was asked to wear a mask to use the restaurant’s services (Sutton, 2022). In response, the m...	https://ivypanda.com/essays/a-customer-told-to-wear-a-mask-threw-snow-at-an-employee-ethical-issue-analysis/	9	Law	Business & Corporate Law
A Disconnect Between Public Transportation and Destinations Essay One realistic way to commute is using private means of transport instead of public transport. City planning and development make public transportation complicated in the way transportation occurs, resulting in a lack of sense of how it works. As shown i...	https://ivypanda.com/essays/a-disconnect-between-public-transportation-and-destinations/	10	Entertainment & Media	Media and Society
“A Drug Called Money” The Economist Study Essay The primary source for this study is the general medical journal The Lancet. It publishes the survey data and provides statistics and a comparative analysis of the obtained quantitative information. The Economist can be seen as a secondary source that describes research ...	https://ivypanda.com/essays/a-drug-called-money-the-economist-study/	11	Health & Medicine	Healthcare Research
A Feminist Approach in the Film “Thelma and Louise” Essay There are extremely few films that explore not only female friendships but also delve into the interpersonal connection of women, seeking to escape the restrictions of gender, class, time, and place. In turn, Scott’s road movie reveals the female nature from th...	https://ivypanda.com/essays/a-feminist-approach-in-the-film-thelma-and-louise/	12	Sociology	Gender Studies
“A Garden Still Life with a Kitten” Painting by Rosa Mayreder Research Paper Table of Contents 1. Biographical Background 2. Artwork Analysis: Gardening with a Kitten 3. Personal Response & Comparison 4. Works Cited 5. Appendix 1 6. Appendix 2 7. Appendix 3 Biographical Background Rosa Mayreder was born in 18...	https://ivypanda.com/essays/a-garden-still-life-with-a-kitten-painting-by-rosa-mayreder/	13	Art	History of Art
A Horror Film as a Form of Modern Public Lynching Essay Horror films have become one of the fundamental genres of cinema, the popularity of which is not inferior to the other styles. The reason for it is the specific reaction of the target audience, namely a powerful emotional impulse. Moreover, it becomes a psycholog...	https://ivypanda.com/essays/a-horror-film-as-a-form-of-modern-public-lynching/	14	Cinematography	Film Studies
A Kidnapping and Robbery Attempt in a Case Study Essay Kidnapping is a crime that involves the illegal seizing and carrying away of an individual by force or trickery, as well as the unauthorized detention and imprisonment of a person against their consent. Thus, in my opinion, a felony of attempt should be punished i...	https://ivypanda.com/essays/a-kidnapping-and-robbery-attempt-in-a-case-study/	15	Law	Criminal Law
A Mutation: A Change in the Genome of an Organism Essay A mutation is a change in the genome of an organism. Most commonly, mutations are defined as changes in DNA structure that occur due to disruption of the sequence of genes or the emergence of new genes. In this paper, I would like to talk about spontaneous mutati...	https://ivypanda.com/essays/a-mutation-a-change-in-the-genome-of-an-organism/	16	Natural Sciences	Biology
A Problem of Racial Discrimination in the Modern World Essay (Book Review) It is no secret that some members of society have more privileges than others. People are marginalized based on their race, ethnicity, and social class. My experience with unjustly treated people was when I saw how an African American woman was...	https://ivypanda.com/essays/a-problem-of-racial-discrimination-in-the-modern-world/	17	Social Issues	Racism
A Retirement Plan Development and Analysis Research Paper Table of Contents 1. Employee-Sponsored Retirement Plan 2. Particular Plan 3. Benefits 4. Risks 5. Automatic Saving Deduction 6. Works Cited Employee-Sponsored Retirement Plan The employer-sponsored retirement plan may be viewed as an employer-provided ...	https://ivypanda.com/essays/a-retirement-plan-development-and-analysis/	18	Economics	Investment
“A Rose for Emily” by Faulkner Essay A Rose for Emily is an excellent example of the Southern Gothic genre. The Southern Gothic is a literal tradition that came into existence in the 20 th century and became popular in European literature. The genre is rooted in mysterious secrets, supernatural events, frightening sce...	https://ivypanda.com/essays/a-rose-for-emily-by-faulkner/	19	Literature	American Literature
A Spillway and Stilling Basin Design Report Table of Contents 1. Introduction 2. Methodology 3. Results 4. Discussion 5. Conclusion 6. References Introduction Spillways are structures constructed to control flooding as they provide safe paths of releasing waters from floods from dams downstream. In most cases,...	https://ivypanda.com/essays/a-spillway-and-stilling-basin-design/	20	Environment	Environmental Management
A Supporting Human Resource Plan for an Organizational Strategy Essay The organizational strategy involves the expansion of healthcare institutions in sub-Saharan Africa. Unlike the typical medical services in the field, the institutions would comprise medical records management employees and other statistical profess...	https://ivypanda.com/essays/a-supporting-human-resource-plan-for-an-organizational-strategy/	21	Tourism	Hospitality Industry
A Survivor’s Tale: Maus by Spiegelman Essay In his graphic novel, Spiegelman uses a literary device known as anthropomorphism to show the difference between races, including Americans, the Germans, and the Jews. This device makes the severe issue seem simpler to understand, and the readers pay more attention to the id...	https://ivypanda.com/essays/a-survivors-tale-maus-by-spiegelman/	22	Literature	American Literature
A Visit to the Holocaust Museum Houston Essay I visited the Museum on Saturday 12 February this year from 9 am to 5 pm. The Holocaust Museum Houston serves as a monument and strives to teach people about the consequences of cruelty and prejudice, as its motto and tagline “Stop Hate.” “Let’s begin here”(Holocaust Museu...	https://ivypanda.com/essays/a-visit-to-the-holocaust-museum-houston/	23	Culture	Cultural Studies
A Web-Based Information Project Feasibility Analysis Report The creation of a web-based system to store the university’s information on students and their transcripts presents certain risks that need to be addressed in the feasibility report. Using the standard risk evaluation process, it is possible to differentiate ...	https://ivypanda.com/essays/a-web-based-information-project-feasibility-analysis/	24	Tech & Engineering	Technology Effect
ABC Company’s Financial Health Essay The computation of the three ratios Return on Assets (RoA) Return on Equity (RoE) Profit Margin The purpose and information conveyed by each ratios The three ratios presented and computed in the previous section represent vital profit generation indicators for a modern commerc...	https://ivypanda.com/essays/abc-companys-financial-health/	25	Business	Company Analysis
Abjection and Subjectivity in Toni Morrison’s “Sula” Research Paper Table of Contents 1. Introduction 2. Background 3. Concept 4. Plot Analysis 5. Conclusion 6. References Introduction Toni Morrison says in her article “Unspeakable Things Unspoken: The Afro-American Presence in American Literature” that “the t...	https://ivypanda.com/essays/abjection-and-subjectivity-in-toni-morrisons-sula/	26	Literature	American Literature
Abstract Sculptures: Brancusi, Hepworth, Moore, Catlett Research Paper Table of Contents 1. Constantin Brancusi 2. Barbara Hepworth 3. Henry Moore 4. Elizabeth Catlett 5. References Constantin Brancusi Constantin Brancusi was an artist who was born in February 1876 in Romania (Miller, 2010). When it comes to hi...	https://ivypanda.com/essays/abstract-sculptures-brancusi-hepworth-moore-catlett/	27	Art	History of Art
Abuse Cases in the “For Colored Girls” Film Essay The film that was watched in order to note a number of cases of violence or abuse is For colored girls . The type of abuse that will be taken from the movie refers to rape. In particular, it is the situation around Tangie, who was raped by her grandfather (Perry, 2010)...	https://ivypanda.com/essays/abuse-cases-in-the-for-colored-girls-film/	28	Psychology	Psychological Issues
Abuse of Power in “Iliad” and “Metamorphoses” Essay Portraying the lives of gods and depicting relationships between them, as well as their interactions with humans, both “Iliad” and “Metamorphosis” elaborate on the theme of power abuse by those at the helm. In “Iliad,” Agamemnon has to face retribution due to his con...	https://ivypanda.com/essays/abuse-of-power-in-iliad-and-metamorphoses/	29	Literature	World Literature
Accounting: Adjustment of Figures in a Firm’s Books Report Abstract This report starts with stating and discussing the stakeholders in the given case study, the shareholders, Management, and employees, to mention a few. It will also focus on the directions given to Zoe, who is in charge of the organization’s accounti...	https://ivypanda.com/essays/accounting-adjustment-of-figures-in-a-firms-books/	30	Business	Company Analysis
Accounting Basics and How to Remember Them Essay The rhythmic accounting rap song Debit Credit Theory by Colin Dodds (n.d.) is an excellent way to remember that debit’s location is the left side of the account, and credit’s location is the right one. This unusual song also explains the meaning of these two terms. This...	https://ivypanda.com/essays/accounting-basics-and-how-to-remember-them/	31	Economics	Finance
Accounting: Purposes and Principles Essay When it comes to the definition of accounting, it is often described as identification, measurement and consequent communication of economic information that enables its users to make knowledgeable decisions. This information concerns finances and, therefore, is presented in m...	https://ivypanda.com/essays/accounting-purposes-and-principles/	32	Business	Company Analysis
Achieving Environmental Sustainability Essay Environmental sustainability refers to the point where renewable resource harvesting rate should not surpass that of regeneration and that the decline of non-renewable resources should require the same growth of renewable alternatives. The utilization of natural resources h...	https://ivypanda.com/essays/achieving-environmental-sustainability/	33	Environment	Environmental Management
Addressing and Respecting Citizens’ Rights in Supreme Court Essay Table of Contents 1. Introduction 2. Case Outline 3. Conclusion 4. References Introduction The current case touches upon the Fourteenth and First Amendments issues regarding civil rights violations. It included the freedom of speech of the black s...	https://ivypanda.com/essays/addressing-and-respecting-citizens-rights-in-supreme-court/	34	Social Issues	Racism
Addressing Constraints in the Healthcare Setting Essay Understaffing is one of the most widespread issues in the healthcare setting in the USA and many other countries. This is also one of the most burning issues in the healthcare facility under consideration. Being a certified nurse assistant, I have acknowledged the...	https://ivypanda.com/essays/addressing-constraints-in-the-healthcare-setting/	35	Health & Medicine	Healthcare Research
Addressing Opioid Crisis: Current Policy and Community Involvement Essay To analyze current policies aimed at addressing the opioid crisis, describe examples of the crisis, and suggest a few options to help solve the problem to the community. A stakeholder group of people in the community, including local policymakers...	https://ivypanda.com/essays/addressing-opioid-crisis-current-policy-and-community-involvement/	36	Health & Medicine	Public Health
Adolescent Pregnancy and School Dropout After Covid-19 in Kenya Report The article of Zulaika (2022) presents the impact of COVID-19 lockdowns on adolescent pregnancy and school dropout among secondary school girls in Kenya. The cases of teenage pregnancy started in Kenya after the country-wide school closure that sta...	https://ivypanda.com/essays/adolescent-pregnancy-and-school-dropout-after-covid-19-in-kenya/	37	Education	Education Issues

End of preview. Expand in Data Studio

IvyPanda Essays - Categorized

Dataset Description

This is an enhanced version of the qwedsacf/ivypanda-essays dataset with added semantic categorization.

Original Dataset

Source: qwedsacf/ivypanda-essays
Total essays: 128,293
Content: Academic essays from IvyPanda database

What's New

Each essay has been automatically categorized using semantic similarity with sentence embeddings (all-MiniLM-L6-v2).

Added fields:

category: One of 32 semantic categories (e.g., Literature, Social Issues, Business, Health & Medicine, etc.)
subcategory: Three subcategories per category

Datasets:

TheNewGP
/

ivypanda-essays-categorized

IvyPanda Essays - Categorized

Dataset Description

Original Dataset

What's New

Categories

Major Categories (ordered by essay count)