🔍 The Case of the Disguised Villains: Predicting Team Rocket with Data

In the bustling world of Kanto, where Pokémon battles shape destinies, crime lurks in the shadows. Detective Kotso, the sharpest mind in Pokémon crime investigations, has been tasked with an urgent mission. The mayor suspects that Team Rocket has infiltrated the city, disguising themselves as ordinary citizens.

But Kotso doesn’t work alone—he relies on you, a brilliant data scientist, to uncover the truth. Your job? Analyze the data of 5,000 residents to predict which of the 1,000 unclassified individuals are secretly part of Team Rocket.

Can you spot the hidden patterns? Can Machine Learning crack the case where traditional detective work fails? The fate of Kanto depends on your skills.

📊 Dataset Structure & Features

This dataset holds the key to exposing Team Rocket’s operatives. Below is a breakdown of the features at your disposal:

🕵️ Can You Crack the Case?

This dataset is not just about numbers—it’s a criminal investigation. Hidden patterns lurk beneath the surface, waiting to be uncovered.

• Are certain Pokémon types more common among Team Rocket members?
• Do suspicious financial transactions hint at illegal activities?
• Does their battle strategy betray their allegiance?

This isn’t just another classification task—it’s a race against time to stop Team Rocket before they take control of Kanto!

Detective Kotso is counting on you. Will you rise to the challenge? 🕵️‍♂️🔎

🔎 10 Key Questions & Suggested Analysis Techniques

1️⃣ Do certain Pokémon types indicate suspicious behavior?
- 📈 Graph: Stacked bar chart comparing Pokémon type distribution between Rocket & non-Rocket members.
- 🎯 Test: Chi-square test for correlation.

2️⃣ Is economic status a reliable predictor of criminal affiliation?
- 📊 Graph: Box plot of debt and economic status per Team Rocket status.
- 🏦 Test: ANOVA test for group differences.

3️⃣ Do Team Rocket members have a preference for specific PokéBalls?
- 🎨 Graph: Heatmap of PokéBall usage vs. Team Rocket status.
- ⚡ Test: Chi-square test for independence.

4️⃣ Does a high battle win ratio correlate with Team Rocket membership?
- 📉 Graph: KDE plot of win ratio distribution for both classes.
- 🏆 Test: T-test for mean differences.

5️⃣ Are migration patterns different for Team Rocket members?
- 📈 Graph: Violin plot of migration counts per group.
- 🌍 Test: Mann-Whitney U test.

6️⃣ Do Rocket members tend to avoid charity participation?
- 📊 Graph: Grouped bar chart of charity participation rates.
- 🕵️‍♂️ Test: Fisher’s Exact Test for small sample sizes.

7️⃣ Do Rocket members disguise themselves in certain professions?
- 📊 Graph: Horizontal bar chart of profession frequency per group.
- 🕵️‍♂️ Test: Chi-square test for profession-Team Rocket relationship.

8️⃣ Is there an unusual cluster of Rocket members in specific cities?
- 🗺 Graph: Geographic heatmap of city distributions.
- 📌 Test: Spatial autocorrelation test.

9️⃣ How does badge count affect the likelihood of being a Rocket member?
- 📉 Graph: Histogram of gym badge distributions.
- 🏅 Test: Kruskal-Wallis test.

🔟 **Are there any multi-feature interactions that reve...

56774 Global import shipment records of Detective Device with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.

Graph and download economic data for Employed full time: Wage and salary workers: Detectives and criminal investigators occupations: 16 years and over (LEU0254491600A) from 2000 to 2024 about criminal, detectives, investigation, occupation, full-time, salaries, workers, 16 years +, wages, employment, and USA.

Phrase Detectives Version 3

Project: https://github.com/dali-ambiguity/Phrase-Detectives-Corpus-3.0 Data source: https://drive.google.com/file/d/1R72bY6gHyC3amy9VxLjKrougJUxhY_HK/view?usp=sharing

  Details

The Phrase Detectives Corpus v3. Publicly distributed. License: LDC User Agreement for Non-Members (v1 and v2)

  Citation

@inproceedings{yu-etal-2023-aggregating, title = "Aggregating Crowdsourced and Automatic Judgments to Scale Up a Corpus of Anaphoric… See the full description on the dataset page: https://huggingface.co/datasets/coref-data/phrase_detectives_raw.

United States - Employed full time: Wage and salary workers: Detectives and criminal investigators occupations: 16 years and over was 152.00000 Thous. of Persons in January of 2024, according to the United States Federal Reserve. Historically, United States - Employed full time: Wage and salary workers: Detectives and criminal investigators occupations: 16 years and over reached a record high of 162.00000 in January of 2014 and a record low of 104.00000 in January of 2002. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Employed full time: Wage and salary workers: Detectives and criminal investigators occupations: 16 years and over - last updated from the United States Federal Reserve on July of 2025.

Detective Service Market Outlook

The global detective service market size was valued at approximately USD 23.4 billion in 2023 and is expected to reach around USD 39.1 billion by 2032, growing at a compound annual growth rate (CAGR) of 5.9% over the forecast period. The demand for detective services is primarily driven by the increasing need for investigative support in corporate fraud, legal investigations, and personal matters such as infidelity and missing persons. The growth of urbanization and rising incidences of complex financial frauds are also fostering the expansion of this market.

One of the primary growth factors for the detective service market is the increasing prevalence of corporate fraud and white-collar crimes. Companies across the globe are increasingly investing in investigative services to protect their assets, reputation, and ensure compliance with regulatory standards. The rise in fraudulent activities, including embezzlement, financial statement fraud, and identity theft, is prompting corporates to seek professional detective services to conduct thorough investigations and gather critical evidence. Moreover, legal professionals are also significantly contributing to market growth, engaging detective services to support litigation with strong investigative findings.

Another notable growth factor is the rising awareness and need for personal security and safety. As individuals become more conscious about their personal and familial security, the demand for private investigation services is on the rise. Services such as background checks, infidelity investigations, and locating missing persons are increasingly being sought by individuals to ensure peace of mind and personal safety. Additionally, the proliferation of digital platforms has led to cybercrimes and online fraud, further boosting the demand for detective services specializing in cyber investigations and digital forensics.

Technological advancements are also playing a crucial role in the growth of the detective service market. The integration of advanced technologies such as artificial intelligence, machine learning, and data analytics in investigative processes has enhanced the efficiency and effectiveness of detective services. These technologies facilitate the analysis of large volumes of data, identification of patterns, and prediction of future fraudulent activities, thereby aiding detectives in solving cases more swiftly and accurately. Additionally, the use of surveillance technologies and forensic tools has further augmented the capabilities of detective agencies.

Due Diligence Services have become an integral part of the corporate investigation landscape, especially as businesses strive to mitigate risks and make informed decisions. These services involve a comprehensive assessment of a company's financial, legal, and operational aspects before significant transactions such as mergers and acquisitions. By conducting thorough due diligence, companies can identify potential liabilities, verify business credentials, and ensure compliance with regulatory standards. This proactive approach not only safeguards corporate interests but also enhances transparency and trust among stakeholders. As the business environment becomes increasingly complex, the demand for meticulous due diligence services is anticipated to rise, further driving the growth of the detective service market.

Regionally, North America holds a significant share of the detective service market due to the high incidence of white-collar crimes and the presence of numerous multinational corporations requiring investigative services. The region is characterized by stringent regulatory frameworks necessitating compliance, thereby driving the demand for professional detective services. On the other hand, the Asia Pacific region is anticipated to witness substantial growth during the forecast period, propelled by rapid urbanization, economic development, and rising awareness about personal security and fraud prevention in countries such as China and India.

Service Type Analysis

The detective service market can be segmented by service type into Corporate Investigation, Personal Investigation, Legal Investigation, Financial Fraud Investigation, and Others. Each of these segments caters to different needs and requirements, thereby addressing a diverse range of clientele. Corporate Investigation services are highly sought after by businesses to safeguard their interests against internal and ext

Introduction Phrase Detectives Corpus was developed by the School of Computer Science and Electronic Engineering at the University of Essex and consists of approximately 19,012 words across 40 documents anaphorically-annotated by the Phrase Detectives game, an online interactive "game-with-a-purpose" (GWAP) designed to collect data about English anaphoric coreference. GWAPs for creating language resources are growing. In general, they employ non-monetary incentives, such as entertainment, to motivate participation and can be successful for large-scale persistent annotation efforts. Data The documents in the corpus are taken from Wikipedia articles and from narrative text in Project Gutenberg. Wikipedia articles and annotation files are presented as XML and Project Gutenberg source files are presented as plain text. All text is encoded as UTF-8. Annotations are comprised of a gold standard version created by multiple experts, as well as a set created by a large non-expert crowd (via the Phase Detectives game). The data was annotated according to a prevalent linguistically-oriented approach for anaphora used in several tasks, including OntoNotes Release 5.0 (LDC2013T19), SemEval-2010 Task 1 Ontonotes English: Coreference Resolution in Multiple Languages (LDC2011T01) and The ARRAU Corpus of Anaphoric Information (LDC2013T22).

This dataset is about books. It has 1 row and is filtered where the book is K-9 detectives. It features 7 columns including author, publication date, language, and book publisher.

10 United States import shipment records of Food detective with prices, volume & current Buyer’s suppliers relationships based on actual United States import trade database.

This dataset is about books. It has 4 rows and is filtered where the book subjects is Detectives. It features 9 columns including author, publication date, language, and book publisher.

According to Cognitive Market Research, the global private detective services market was USD 8.6 billion in 2022 and grow at a compound annual growth rate (CAGR) of 7.80% from 2023 to 2030. How are the Key Trends Affecting the Private Detective Services Market?

Growing Financial Fraud is Driving the Need for Private Detective Services Market

Escalating financial fraud incidents have amplified the necessity for private detective services. From corporate embezzlement to online scams, the complexity and diversity of financial crimes demand specialized skills. Private detectives employ sophisticated techniques to trace money trails, identify perpetrators, and compile evidence for legal proceedings.

A study commissioned and published by Zebra Technologies Corp emphasized the urgency for public safety organizations to accelerate the incorporation of technology. This is essential to address the substantial operational difficulties that emerged during the COVID-19 pandemic. The aim is to enhance the protection of public safety professionals like firefighters, police officers, and emergency medical technicians (EMTs) who displayed unwavering dedication on the frontlines and faced considerable personal risks while serving their communities.

(Source:http://www.zebra.com/ap/en/blog/posts/2020/study-shows-public-safety-agencies-need-to-speed-up-technology-adoption.html)

This surge in demand is also attributed to businesses and individuals seeking proactive measures against potential financial threats. As traditional law enforcement resources might be limited, private detectives are crucial in investigating, preventing, and mitigating various forms of financial fraud.

The Factors Challenging the Growth of the Private Detective Services Market

Strict Regulation and Legal Constraints are Challenging the Private Detective Services Market

Regulation and legal constraints pose significant challenges to the private detective services market. Varying legal frameworks across jurisdictions complicate cross-border investigations. Adhering to privacy laws while gathering information tests the delicate balance between thoroughness and respecting individuals' rights. Stricter data protection regulations demand secure handling of sensitive data obtained during investigations. Navigating the fine line between ethical information collection and invasive practices requires continuous legal awareness and compliance. These challenges increase operational complexities, potential legal liabilities, and the need for ongoing legal consultation, impacting the effectiveness and reputation of private detective services.

Impact of the COVID-19 Pandemic on the Private Detective Services Market:

COVID-19 posed significant challenges to the private detective services market. Lockdowns and social distancing hindered surveillance activities, reducing case accessibility. Economic strain led to decreased demand as clients cut discretionary spending. Transition to remote work complicated information gathering. The pandemic disrupted traditional operations, demanding adaptation to new safety measures and technology for sustained relevance Introduction of Private Detective Services:

The private detective services market is expanding due to increasing security, fraud, and legal compliance concerns. Businesses require thorough background checks for employees and partners, driving demand. Additionally, cybercrime and digital threats have surged, necessitating specialized services. Individuals seek help with personal matters like infidelity suspicions. Evolving technology and globalization have created a complex environment, spurring growth for expert investigative services.

These developments empower businesses to offer better-tailored solutions and services, which, in turn, contribute to the growth of the private detective services industry.

Digi International, a worldwide supplier of Internet of Things (IoT) connectivity products and services, has introduced Digi SAFE. This comprehensive connectivity solution is designed for public safety and transportation organizations. At its core, Digi SAFE employs Digi Remote Manager as the central hub for an intelligent public safety network, facilitating remote monitoring, management, and updates of field devices by IT support teams. This aids in swift deployment, enhances location data visibility, and guarantees the devices are equipped with the latest software ...

The market for Private Detective Services is expanding rapidly, fueled by the escalating need for specialized investigation services to address various security and legal concerns. In 2023, the market size reached a substantial XXX million, and it is projected to expand further, exhibiting a robust compound annual growth rate (CAGR) of XX%. The market value is estimated in million units. The surge in demand for private detective services is primarily driven by the increasing incidence of fraud, cybercrimes, and corporate espionage. Key market segments include applications (personal and business) and types (civil investigation, economic crime investigation, and others). Geographically, North America holds the largest market share, followed by Europe and Asia Pacific. Major players in the industry include Pinkerton (Securitas), Investigation Services Company, Integrity Investigation, ELPS Private Detective Agency, NightHawk, Specialised Investigation Services Ltd, and Vidocq Group. The market landscape is evolving, with technological advancements such as artificial intelligence and data analytics playing a pivotal role in enhancing investigation capabilities. However, factors like the high cost of hiring private detectives and ethical concerns pose challenges to the market's growth.

This dataset is about book subjects. It has 2 rows and is filtered where the books is Crime lab detectives. It features 10 columns including number of authors, number of books, earliest publication date, and latest publication date.

Employee overtime and supplemental earnings by month and year-to-date. Data Owner: Budget & Management. Time Period: January 2012 to present. Frequency: Data is updated monthly

Request certified detective release

This Practical Guide in the Bringing Bioinformatics into the Classroom series introduces the idea of computers as tools to help understand aspects of biology.

This survey collected descriptive information from municipal police departments and sheriffs offices across the United States to determine whether the departments had implemented community policing, how their investigative functions were organized, and the ways in which their investigative organizational structure may have been modified to accommodate a community policing approach. The research project involved a national mail survey of municipal police departments and sheriffs offices in all jurisdictions with populations of more than 50,000 and 100 or more sworn officers. The survey was mailed in the late fall of 1997. Data contain responses from 405 municipal departments and 196 sheriffs offices. Questionnaires were similar but were modified depending on whether they were sent to municipal or sheriffs agencies. Data generated by the questionnaires provide descriptive information about the agencies, including agency type, state, size of population served, number of full-time and part-time sworn and civilian personnel, number of auxiliary and rescue personnel, number of detectives, whether the sworn personnel were represented by a bargaining unit, and if the agency was accredited. Respondents reported whether community policing had been implemented and, if so, identified various features that described community policing as it was structured in their agency, including year implementation began, number of sworn personnel with assignments that included community policing activities, and if someone was specifically responsible for overseeing community policing activities or implementation. Also elicited was information about the organization of the investigative function, including number of sworn personnel assigned specifically to the investigative/detective function, the organizational structure of this function, location and assignment of investigators or the investigative function, specialization of detectives/investigators, their pay scale compared to patrol officers, their relationship with patrol officers, and their chain-of-command. Finally, respondents reported whether the investigative structure or function had been modified to accommodate a community policing approach, and if so, the year the changes were first implemented.

18012 Global exporters importers export import shipment records of Food detective with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.

Load Bearable Detective Cable Market Outlook

The global Load Bearable Detective Cable market size was estimated at USD 1.5 billion in 2023 and is projected to reach USD 3.2 billion by 2032, growing at a compound annual growth rate (CAGR) of 7.8% during the forecast period. This robust growth is largely driven by advancements in telecommunications, increasing data traffic, and the rising demand for reliable and efficient connectivity solutions across various sectors.

One of the primary growth factors for the Load Bearable Detective Cable market is the rapid expansion of the telecommunications industry. With the advent of 5G technology and the increasing need for high-speed internet connectivity, the demand for high-quality and robust cables is on the rise. Load bearable detective cables offer enhanced durability and reliability, making them a preferred choice for new infrastructure projects. The widespread adoption of fiber-optic technology, which offers higher bandwidth and faster data transmission rates, also plays a significant role in propelling market growth.

Another critical growth driver is the booming data center industry. As cloud computing, big data, and IoT applications continue to proliferate, the need for advanced cabling solutions to support large-scale data transfer and storage becomes paramount. Load bearable detective cables, known for their strength and durability, are increasingly employed in data centers to ensure seamless and uninterrupted connectivity. This trend is expected to continue as organizations increasingly rely on data-driven decision-making and digital transformation initiatives.

Industrial automation is also a significant contributor to market growth. As industries across the globe embrace smart manufacturing and Industry 4.0 trends, the demand for reliable and robust cabling solutions to connect various machinery and systems is on the rise. Load bearable detective cables are especially valued in industrial settings for their ability to withstand harsh environmental conditions and mechanical stresses, thus ensuring the uninterrupted functioning of automated systems and reducing downtime.

In the realm of cabling solutions, the Twisted Cable has emerged as a pivotal component, particularly in environments where electromagnetic interference is a concern. These cables, which consist of pairs of wires twisted together, are designed to cancel out electromagnetic interference from external sources. This makes them an ideal choice for telecommunications and network cabling, where maintaining signal integrity is crucial. The twisted design helps in reducing crosstalk and noise, ensuring that data transmission remains clear and uninterrupted. As industries continue to expand their network infrastructures, the demand for Twisted Cable solutions is anticipated to grow, driven by their cost-effectiveness and reliability in various applications.

From a regional perspective, North America and Asia Pacific are expected to dominate the Load Bearable Detective Cable market during the forecast period. North America holds a significant market share due to the early adoption of advanced technologies and the presence of major telecommunication and data center companies. Meanwhile, the Asia Pacific region is poised for the highest growth, driven by rapid urbanization, expanding telecommunications infrastructure, and increasing investments in industrial automation and data centers.

Product Type Analysis

Among the various product types in the Load Bearable Detective Cable market, fiber optic cables are anticipated to hold the largest market share. The superior data transmission capabilities and high bandwidth of fiber optic cables make them an indispensable component in modern telecommunications and data center applications. These cables are known for their resilience and are capable of supporting the heavy data traffic generated by applications such as video streaming, cloud computing, and IoT devices. As the demand for high-speed internet and seamless connectivity continues to grow, the fiber optic segment is expected to witness substantial growth.

Coaxial cables, another prominent product type, are widely used in various applications due to their ability to transmit high-frequency signals with minimal signal loss. These cables are commonly employed in telecommunications, television broadcasting, and security and surveillance systems. Their robust construction and shielding make them suitable fo

The purpose of this pilot project was to determine if preliminary investigation report (PIR) data filed by patrol officers could be collected via laptop computers to allow the direct input of the data into the Los Angeles Police Department Crime and Arrest Database without adversely affecting the personnel taking or using the reports. This data collection addresses the following questions: (1) Did officers and supervisors prefer the automated reporting system (ARS) or the handwritten version of the PIR? (2) Did the ARS affect the job satisfaction or morale of officers and supervisors? (3) Did the ARS reduce the amount of time that patrol officers, supervisors, and clerks spent on paperwork? (4) Did the ARS affect the accuracy of information contained in the PIRs? (5) Did detectives and prosecuting attorneys find the ARS a more reliable source than handwritten PIRs? Officers and supervisors in two divisions of the Los Angeles Police Department, Wilshire and Hollywood, participated as control and experimental groups. The control group continued using handwritten ("existing") PIRs while the experimental group used the automated PIRs (ARS). The General Information Questionnaire collected information on each officer's rank, assignment, watch, gender, age, years with the Los Angeles Police Department, education, job morale, job demands, self-esteem, computer anxiety, and relationship with supervisor and other officers. The Job Performance Rating Form gathered data on work efforts, depth of job knowledge, work quality, oral and written skills, and capacity to learn. The Time Study Sheets collected data on investigation time, writing and editing time, travel time, approval and correction time, review time, errors by type, and data input time for both the handwritten and automated forms. The Evaluation of the Existing Form and the Evaluation of the Automated Form both queried respondents on ease of use, system satisfaction, and productivity loss. The ARS Use Questionnaire asked about ease of use, typing skills, computer skills, comfort with the system, satisfaction with training, and preference for the system. The Hollywood Detective Division ARS Use Questionnaire surveyed detectives on the system's ease of use, task improvement, support for continued use, and preference for the system. The PIR Content Evaluation Form collected data on quality of officers' observations, organization and writing skills, physical evidence, statements of victims, witnesses, and suspects, and offense classification. The Caplan Role Conflict and Role Ambiguity subscales were used in the design of the questionnaires.