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This dataset explores the relationship between digital behavior and mental well-being among 100,000 individuals. It records how much time people spend on screens, use of social media (including TikTok), and how these habits may influence their sleep, stress, and mood levels.
It includes six numerical features, all clean and ready for analysis, making it ideal for machine learning tasks like regression or classification. The data enables researchers and analysts to investigate how modern digital lifestyles may impact mental health indicators in measurable ways.
https://dataverse.harvard.edu/api/datasets/:persistentId/versions/3.0/customlicense?persistentId=doi:10.7910/DVN/3R5TS3https://dataverse.harvard.edu/api/datasets/:persistentId/versions/3.0/customlicense?persistentId=doi:10.7910/DVN/3R5TS3
This dataset is comprised of fake data that has been created to illustrate the potential transfer of a study algorithm for creating CHU-9D utility mapping models to new data. Outputs in this dataset are for instructional purposes only and should not be used to inform decision making
This dataset is comprised of fake data that has been created to illustrate the potential transfer of a study algorithm for creating utility mapping models to new data. Outputs in this dataset are for instructional purposes only and should not be used to inform decision making.
Please note: This is a Synthetic data file, also known as a Dummy File - it is NOT real data. This synthetic data file should not be used for purposes other than to develop and test computer programs that are to be submitted by remote access. Each record in the synthetic file matches the format and content parameters of the real Statistics Canada Master File with which it is associated, but the data themselves have been 'made up'. They do NOT represent responses from real individuals and should NOT be used for actual analysis. These data are provided solely for the purpose of testing statistical packing 'code' (e.g. SPSS syntax, SAS programs, etc.) in preparation for analysis using the associated Master File in a Research Data Centre, by Remote Job Submission, or by some other means of secure access. If statistical analysis 'code' works with the synthetic data, researchers can have some confidence that the same code will run successfully against the Master File data in the Research Data Centres. The Canadian Community Health Survey (CCHS) is a cross-sectional survey that collects information related to health status, health care utilization and health determinants for the Canadian population. Starting in 2007, the CCHS now operates using continuous collection. It is a large sample, general population health survey, designed to provide reliable estimates at the health region level. In order to provide researchers with a means to access the master file(s), a remote access facility has been implemented. Remote access provides researchers with the possibility to submit computer programs via e-mail to a dedicated address (cchs-escc@statcan.ca), and to receive the results by return e-mail. To obtain remote access privileges, it is necessary that researchers obtain advance approval from the Health Statistics Division. Requests must be submitted to the aforementioned e-mail address and must provide the following, clearly itemized information: •the researcher’s affiliation, • the name of all researchers involved in the project, • the title of the research project, • an abstract of the project, • the goals of the research, • the data to which access is required (survey, cycle), • why the project requires access to the master data rather than the PUMF, • why Remote Access service is chosen rather the on-site access in a Research Data Centre (RDC), • the expected results, and • the project’s expected completion date. Further information is available by contacting the CCHS team at the above e-mail address or by phone at (613) 951-1653. Once the request for remote access has been approved, the researcher can submit his/her computer programs to the CCHS team for processing on the master file(s). The computer output is reviewed by the team for confidentiality concerns and returned to the researcher. However, the correctness and accuracy of each program submission remains, at all times, the sole responsibility of the researcher.
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Dataset Description Social Anxiety Dataset – Behavioral, Lifestyle & Psychological Factors
This dataset contains 10,000+ samples representing individuals with varying levels of social anxiety, ranging from mild to severe. It is designed for machine learning and data science applications, especially in mental health analysis, early detection models, and behavioral insight studies.
Context Social anxiety, also known as social phobia, affects millions of people worldwide. It is often linked to a complex mix of behavioral patterns, psychological states, lifestyle choices, and genetic predispositions. This synthetic dataset was crafted to reflect real-world patterns and includes high-anxiety cases to support research in detection and intervention.
Features Included Demographics: Age, Gender, Occupation Lifestyle: Sleep hours, Physical activity, Diet quality, Alcohol use, Caffeine intake, Smoking habits Health & Mental Indicators: Heart rate, Breathing rate, Stress level, Sweating level, Dizziness Mental Health History: Family history of anxiety, Use of medication, Therapy frequency Life Events: Recent major life events Target Variable: Anxiety Level (1-10) – Quantifies the individual’s social anxiety intensity Use Cases Build regression or classification models to predict social anxiety levels Identify key risk factors contributing to anxiety Visualize correlations and psychological behavior trends Experiment with feature engineering and model interpretability techniques
Disclaimer This dataset was compiled from real-world survey responses and observational studies on behavioral and psychological factors associated with social anxiety. While it has undergone preprocessing and cleaning for analytical use, users should note that the dataset is intended for educational and research purposes only, and not for clinical diagnosis or treatment.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
The PHQ-9 Student Depression Dataset contains responses from 400 students to the PHQ-9 questionnaire, a well-established tool for diagnosing depression. This dataset is designed to support the development of machine learning models aimed at automated depression detection by analyzing text responses to common depression-related questions.
The PHQ-9 questionnaire includes 9 questions that assess symptoms of depression over the past two weeks, covering areas like mood, energy levels, sleep, appetite, and thoughts of self-harm. The responses are scored on a scale from 0 (Not at all) to 3 (Nearly every day), with the total score ranging from 0 to 27. Based on this score, the depression severity is classified into one of the following categories: Minimal (0-4) Mild (5-9) Moderate (10-14) Moderately Severe (15-19) Severe (20-27)
This dataset is primarily designed for building models that can assist in automated depression detection. Some potential use cases include: Sentiment Analysis: Analyzing emotional tones in text responses to assess depression. Text Classification: Classifying responses into different depression severity levels. Predictive Modeling: Predicting depression severity based on textual responses. Feature Engineering: Extracting linguistic features (e.g., sentiment, keywords) to predict depression. The dataset is diverse, with synthetic responses across different levels of depression, providing a versatile foundation for machine learning applications. While the dataset does not contain personally identifiable information (PII), real-world applications should follow ethical guidelines regarding privacy, consent, and mental health resources. When working with real data or applying this dataset in clinical research, it is essential to adhere to ethical standards, including:
Data Privacy: Anonymizing personal information. Informed Consent: Ensuring participants give consent before data collection. Support Resources: Providing support for individuals who may exhibit serious mental health concerns.
Applications: Clinical Research: This dataset is valuable for studying depression detection using natural language processing and machine learning techniques. AI in Healthcare: It can be used in the development of tools for automated mental health assessment. Education: Training students or professionals in recognizing depression symptoms and analyzing responses.
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The global psilocybin market, encompassing both natural and synthetic forms, is experiencing significant growth, driven by increasing clinical research demonstrating its therapeutic potential for various mental health disorders. The market's expansion is fueled by a rising awareness of the limitations of conventional treatments for conditions like depression, anxiety, and PTSD, coupled with a growing acceptance of psychedelic-assisted therapies. While the market is currently relatively nascent, the substantial investment from pharmaceutical companies like Pfizer and Compass Pathways, along with smaller biotech firms such as MindMed and ATAI Life Sciences, signifies a strong belief in psilocybin's therapeutic future. The application segments, including cluster headaches, anxiety disorders, and psychiatric disorders, show promising growth trajectories, particularly in North America and Europe, which are at the forefront of clinical trials and regulatory approvals. While regulatory hurdles and societal stigma remain significant restraints, the ongoing research and development efforts are progressively paving the way for wider therapeutic adoption and market expansion. The market is segmented by application (Cluster Headaches, Anxiety Disorders, Psychiatric Disorders, Color Blindness) and type (Natural, Synthetic), reflecting the diverse avenues of psilocybin's therapeutic exploration and production methods. We anticipate continued strong growth over the next decade, with a CAGR exceeding 20%, driven by the successful completion of clinical trials and subsequent regulatory approvals for specific therapeutic indications. Further growth will be influenced by several factors including the pace of regulatory approvals, the successful navigation of ethical considerations surrounding psychedelic therapies, the continued investment in research and development, and the increasing acceptance of psilocybin-assisted therapies by healthcare professionals and the public. The geographic distribution of the market shows a concentration in North America and Europe initially, however, as research expands and regulatory frameworks develop globally, we predict a significant expansion into other regions, notably Asia Pacific and South America, over the forecast period. The competitive landscape is dynamic, with a mix of large pharmaceutical players and innovative biotech companies vying for market share. This creates a positive atmosphere for innovation and the accelerated development of safe and effective psilocybin-based therapies.
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2023 |
REGIONS COVERED | North America, Europe, APAC, South America, MEA |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2024 | 7.1(USD Billion) |
MARKET SIZE 2025 | 7.5(USD Billion) |
MARKET SIZE 2035 | 12.3(USD Billion) |
SEGMENTS COVERED | Therapeutic Area, Route of Administration, Drug Type, End User, Regional |
COUNTRIES COVERED | US, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA |
KEY MARKET DYNAMICS | Rising prevalence of thyroid disorders, Increased awareness and diagnosis, Growth in pharmaceutical innovations, Expanding geriatric population, Favorable regulatory policies |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | Merck, AstraZeneca, GSK, Boehringer Ingelheim, Amgen, Johnson & Johnson, Teva, Mylan, Pfizer, Roche, Regeneron, Novartis, Sanofi, AbbVie, Eli Lilly |
MARKET FORECAST PERIOD | 2025 - 2035 |
KEY MARKET OPPORTUNITIES | Rising prevalence of thyroid disorders, Increased investment in drug development, Growing demand for personalized medicine, Expanding global healthcare access, Advancements in biotechnology solutions |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 5.0% (2025 - 2035) |
MIT Licensehttps://opensource.org/licenses/MIT
License information was derived automatically
This synthetic dataset simulates real-world data on teenage phone usage habits, mental health indicators, academic performance, and lifestyle behaviors. It aims to help analyze correlations between phone addiction and various aspects of adolescent life, including sleep, exercise, self-esteem, and school performance. It’s designed for educational, research, and machine learning applications such as behavioral prediction, clustering, and health risk classification.
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According to Cognitive Market Research, the global synthetic cannabinoids market size will be USD 1928.4 million in 2025. It will expand at a compound annual growth rate (CAGR) of 22.10% from 2025 to 2033.
North America held the major market share for more than 40% of the global revenue with a market size of USD 713.51 million in 2025 and will grow at a compound annual growth rate (CAGR) of 20.7% from 2025 to 2033.
Europe accounted for a market share of over 30% of the global revenue with a market size of USD 559.24 million.
APAC held a market share of around 23% of the global revenue with a market size of USD 462.82 million in 2025 and will grow at a compound annual growth rate (CAGR) of 25.0% from 2025 to 2033.
South America has a market share of more than 5% of the global revenue with a market size of USD 73.28 million in 2025 and will grow at a compound annual growth rate (CAGR) of 22.5% from 2025 to 2033.
Middle East had a market share of around 2% of the global revenue and was estimated at a market size of USD 77.14 million in 2025 and will grow at a compound annual growth rate (CAGR) of 22.7% from 2025 to 2033.
Africa had a market share of around 1% of the global revenue and was estimated at a market size of USD 42.42 million in 2025 and will grow at a compound annual growth rate (CAGR) of 21.7% from 2025 to 2033.
Online pharmacies is the fastest growing segment of the synthetic cannabinoids industry
Market Dynamics of Synthetic Cannabinoids Market
Key Drivers for Synthetic Cannabinoids Market
Increasing Customer Needs and the Regulations to Boost Market Growth
The increasing need for synthetic cannabinoids and the regulatory climate in cities are the main variables propelling the growth of the global market. Customer desire for substitutes to natural cannabis, which is fueled by elements including affordability, presumed potency, and ease of access, affects the industry. Synthetic cannabinoids' legality can have a big effect on their availability. Regulations that are altered may cause changes in demand and availability as well as differences in these drugs' accessibility. The economy may be impacted by how well attempts by law enforcement and regulatory bodies to regulate its production and distribution work. Instructional materials and awareness activities can influence consumer decisions and customer demand. For instance, in March 2025, Noramco revealed that Purisys, LLC, its market-leading cannabis division, will be spun out as a distinct corporation. Purisys' only emphasis will be serving as a comprehensive supplier of components and solutions to consumer goods and pharmaceutical firms who wish to include cannabidiol (CBD) and other cannabinoid-based components in their goods. The creation of cannabinoids and related compounds, including tiny and big-scale manufacturing, as well as technologies and formulation assistance for the food and beverage, medication, personal hygiene, over-the-counter, and nutritional supplement industries, are some of these possibilities.
https://www.noramco.com/2024/09/20/noramco-cannabinoids-business-to-become-purisys//
Technological Development to Boost Market Growth
The breakthrough technology and product development that these goods provide is another driver propelling the worldwide market for synthetic cannabinoids. As producers try to satisfy customer tastes, developments in the manufacturing of synthetic cannabinoids and the availability of novel, perhaps more powerful chemicals can propel market expansion. Market dynamics may be impacted by people seeking mood-altering drugs like synthetic cannabis due to stress, mental health disorders, and economic difficulties. The market may be impacted by supply-chain interruptions or modifications, especially those involving the accessibility of precursor chemicals. As synthetic cannabinoids become more popular in new areas in existing markets, the market may grow.
Restraint Factor for the Synthetic Cannabinoids Market
Lack of Consistent Laws and Regulations, Will Limit Market Growth
The expansion of the worldwide synthetic cannabis business is anticipated to be limited by regulatory and legal issues. The usage, manufacture, and transportation of cannabinoids are subject to stringent regulations in many nations. It might be difficult for producers and distributors to operate in this context since the legal framework of synthetic cannabinoids usually differs fr...
This dataset presents a cluster analysis of UK universities based on four synthetic environments: social, cultural, physical and economic. These were developed based on variables that represented an educational ecosystem of well-being. The cluster analysis was initially linked to the LSYPE-Secure dataset using the UKPRNs (i.e. higher education institutional number) and hence the cluster analysis used data from around 2009-2012 to represent Wave 6 and Wave 7 of the LSYPE-Secure dataset. The cluster analysis was based on using a variety of variables available from HESA and the Office for Students (OfS) to represent these environments, for example: Social: had demographics of students and staff including ethnicity and sex Cultural: had data on research and teaching scores Economic: had data on student: staff ratio and expenditure Physical: had data related to the built and natural environment including residential sites, blue and green spacesEarlier last year (April 2018), the UK Office for Students (OfS) noted that students from underrepresented groups such as black and minority ethnic (BME) students and those from disadvantaged backgrounds were less likely to succeed at university. Coupled with this, research has shown that students from these groups are also more likely to have poorer mental health and wellbeing. However, there is substantial social and political pressure on universities to act to improve student mental health. For example, the Telegraph ran the headline "Do British universities have a suicide problem?" Thus, in June 2018, the Hon. Sam Gyimah, the then UK universities minister, informed university vice-chancellors that student mental health and wellbeing has to be one of their top priorities. Universities are investing substantive sums in activities to tackle student mental health but doing so with no evidence base to guide strategic policy and practice. These activities may potentially be ineffective, financially wasteful, and possibly, counter-productive. Therefore, we need a better evidence base which this project intends to fulfil. Currently, there is a lack of evidence and understanding about which groups of young people going to universities may have poorer life outcomes (such as education, employment, and mental health and well-being) as a result of their mental health and wellbeing during their adolescent years. These life outcomes and their mental health and wellbeing, however, are important for understanding the context of the complex social identities of the young people, such as the intersections between their gender, ethnicity, sexuality, religion and socio-economic status. Otherwise, these young people may feel misunderstood or judged. Most of the large body of quantitative research on life outcomes tend to focus on one social characteristic/identity of the student, such as the young person's gender or ethnicity or socio-economic status, but not the combination of all of these, i.e. the intersectionalities. Primarily, the reason for this has been the lack of sufficient data. This research draws on data from the Longitudinal Study of Young People in England (LSYPE), which tracked over 15,000 adolescents' education and health over 7 years between 2004-2010 (from when they were 13-19 years old), and the Next Steps Survey, which collected data from the same individuals in 2015 when they were 25 years and in the job market. This dataset also had an ethnic boost, which thus allows for the exploratory analysis of intersectionalities. Currently, there are a number of interventions being implemented to improve the university environment. However, there is a lack of evidence on how the university environment (such as their its size, amount of academic support available, availability of sports activities, students' sense of belonging, etc.) can affect the young person'students' mental health and wellbeing life outcomes. This evidence can be determined through by using the LSYPE data supplemented and by university environment data supplemented from the National Student Survey (NSS) and the Higher Education Statistics Agency (HESA). Thus this research uses an intersectional approach to investigate the extent to which the life outcomes of young persons who go to university are affected by their social inequality groupings and mental health and well-being during adolescence. Additionally, this research also aims to determine the characteristics of university environments that can improve the life outcomes of these young people depending on their social and mental health/wellbeing background. We use secondary data analysis of mainly HESA and OfS variables and created derived variables.
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2024 |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2023 | 0.76(USD Billion) |
MARKET SIZE 2024 | 0.79(USD Billion) |
MARKET SIZE 2032 | 1.02(USD Billion) |
SEGMENTS COVERED | Application, Form, Source, Functionality, Regional |
COUNTRIES COVERED | North America, Europe, APAC, South America, MEA |
KEY MARKET DYNAMICS | Rising health consciousness, Increasing demand in pharmaceuticals, Growth in functional food market, Advancements in manufacturing technology, Expanding applications in cosmetics |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | Hefei TNJ Chemical Industry, Royal DSM, Jiangxi Tiansheng Pharmaceutical, Tianjin Peer Chemical, Lonza Group, Zhejiang Jianfeng Chemical, Shijiazhuang Donghua Jinlong Chemical, Tianjin Hanguang Pharmaceutical, NutraBlast, Mitsubishi Chemical Corporation, Wuhan Dahua Pharmaceutical, Hunan Vigor Pharmaceutical, Chemically Pure Nitration, Sanghvi Moving Apparatus |
MARKET FORECAST PERIOD | 2025 - 2032 |
KEY MARKET OPPORTUNITIES | Rising demand for dietary supplements, Growing awareness of mental health benefits, Expansion in cosmetics and skincare, Increased applications in animal feed, Advancements in production technology |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 3.29% (2025 - 2032) |
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Nootropics Market size was valued at USD 3.49 Billion in 2024 and is projected to reach USD 9.09 Billion by 2032, growing at a CAGR of 12.71% during the forecast period 2026-2032.
Nootropics, also known as smart drugs or cognitive enhancers, encompass a range of natural and synthetic compounds designed to enhance cognitive functions, particularly memory and learning. These substances have been available in the market for years and typically include ingredients such as multivitamins and caffeine, which are generally recognized as safe by regulatory bodies like the U.S. FDA for use as dietary supplements. The concept of nootropics has gained traction due to their potential to improve, maintain, and protect cognitive abilities, appealing to individuals seeking enhanced mental performance and longevity. This interest extends to both consumers looking to optimize their cognitive functions and pharmaceutical companies eager to develop effective and appealing products.
The market for nootropics is expanding rapidly, driven by several factors. One significant driver is the increasing prevalence of conditions affecting cognitive health, such as Alzheimer's disease, Parkinson's disease, and age-related cognitive decline. Nootropics are seen as potential supplements or treatments for these conditions, contributing to growing demand.
The COVID-19 pandemic has also had a notable impact on the nootropics market. Disruptions in the pharmaceutical supply chain during lockdowns and ongoing shortages of skilled labor have slowed production rates for many drugs. However, the sales of supplements and drugs, including nootropics, through online channels surged during lockdowns, reflecting a shift towards digital commerce that is expected to continue driving market growth in the coming years.
Additionally, there is a rising awareness among consumers about mental health and the benefits of cognitive enhancement. As lifestyles become increasingly demanding and stressful, there is a growing interest in products that can enhance mental clarity, focus, and overall brain health. This trend is further supported by advancements in neuroscience and formulation technologies, which continue to improve the potency and bioavailability of nootropic products.
Looking ahead, the global market for nootropics is poised for significant growth as research into cognitive enhancement continues, regulatory frameworks evolve, and consumer demand for effective and safe brain health solutions expands. The versatility of nootropics in addressing a wide range of cognitive issues positions them as a promising area within the broader health and wellness industry.
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The gastrodin tablets market size is projected to witness robust growth, with a CAGR of 7.3% during the forecast period from 2024 to 2032. In 2023, the global market size was estimated at USD 1.5 billion, and it is forecasted to reach USD 2.9 billion by 2032. This growth is fueled by an increasing prevalence of neurological disorders and heightened awareness about mental health, among other factors.
A significant growth factor for the gastrodin tablets market is the rising incidence of neurological disorders such as Alzheimer's disease, Parkinson's disease, and epilepsy. These conditions have a profound impact on patients and require effective treatment options, driving the demand for gastrodin tablets. Additionally, the aging population worldwide is more susceptible to neurological ailments, further propelling the market growth. Furthermore, advancements in medical research that elucidate the benefits of gastrodin in treating neurological conditions are also a notable growth factor, making it a favorable option among healthcare providers.
Moreover, the increasing awareness and diagnosis of mental health disorders are significantly contributing to the growth of the gastrodin tablets market. Mental health disorders, including anxiety and depression, are becoming more widely recognized and diagnosed, leading to a higher demand for effective treatment options. GastrodinÂ’s potential benefits in treating psychiatric conditions add another layer of demand. Government initiatives and campaigns aimed at mental health awareness are also accelerating the market's growth by encouraging individuals to seek treatment.
Another growth driver is the increasing investment in healthcare infrastructure and pharmaceutical R&D. With more funding allocated towards healthcare, there is a greater focus on developing and approving new drugs and treatments, including gastrodin tablets. Pharmaceutical companies are investing in clinical trials and research to explore new therapeutic applications of gastrodin, which bodes well for the market's future. Additionally, regulatory approvals in major markets such as the U.S. and Europe are expected to further boost market growth.
Gentiopicrin, a naturally occurring iridoid glycoside, is gaining attention for its potential therapeutic benefits, particularly in neurological health. Recent studies have suggested that Gentiopicrin may possess neuroprotective properties, making it a promising candidate for the treatment of various neurological disorders. This compound, often derived from the Gentiana plant, is being explored for its ability to support cognitive function and protect against neurodegenerative diseases. As research continues to uncover the mechanisms by which Gentiopicrin exerts its effects, it could become an integral part of the pharmaceutical landscape, complementing existing treatments like gastrodin tablets.
The regional outlook for the gastrodin tablets market indicates significant growth in Asia Pacific, North America, and Europe. The Asia Pacific region, in particular, is expected to witness substantial growth due to the large aging population and increasing prevalence of neurological disorders. North America and Europe are also poised for strong growth owing to advanced healthcare infrastructure and high awareness of mental and neurological health. The Middle East & Africa and Latin America, while smaller markets, are also expected to see growth driven by improving healthcare access.
The gastrodin tablets market is segmented into synthetic gastrodin tablets and natural gastrodin tablets. Synthetic gastrodin tablets dominate the market due to their consistent quality and effectiveness. These tablets are manufactured using standardized processes that ensure the active ingredient's purity and potency. The reliability of synthetic gastrodin tablets makes them a preferred choice among healthcare providers, contributing to their significant market share.
On the other hand, natural gastrodin tablets are gaining traction due to the growing consumer preference for natural and herbal products. These tablets are derived from natural sources, which appeal to consumers seeking alternative and complementary medicine options. The demand for natural gastrodin tablets is particularly strong among individuals who are cautious about synthetic drug side effects. However, challenges such as variability
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A highly granular dataset of 11,267 deliberate self-poisoning admissions curated by PIONEER. The data includes demography, diagnostic codes (ICD-10 & SNOMED-CT), presenting symptoms, procedures (OPCS4 & SNOMED-CT, prescriptions, referrals, follow-ups, and outcomes. The current dataset includes admissions from 03-12-2015 to 30-12-2023 but can be expanded to assess other timelines of interest. This dataset provides a clear understanding of self-poisoning in relation to different patient characteristics. The data also provides the type of drug taken (narcotic, non-opiod etc) and where (home, street, industrial areas etc) . Furthermore, assessments can be made on the impact of mental health service referrals and the likelihood of readmission with a subsequent overdose.
Geography: The West Midlands (WM) has a population of 6 million & includes a diverse ethnic & socio-economic mix. UHB is one of the largest NHS Trusts in England, providing direct acute services & specialist care across four hospital sites, with 2.2 million patient episodes per year, 2750 beds & > 120 ITU bed capacity. UHB runs a fully electronic healthcare record (EHR) (PICS; Birmingham Systems), a shared primary & secondary care record (Your Care Connected) & a patient portal “My Health”.
Data set availability: Data access is available via the PIONEER Hub for projects which will benefit the public or patients. This can be by developing a new understanding of disease, by providing insights into how to improve care, or by developing new models, tools, treatments, or care processes. Data access can be provided to NHS, academic, commercial, policy and third sector organisations. Applications from SMEs are welcome. There is a single data access process, with public oversight provided by our public review committee, the Data Trust Committee. Contact pioneer@uhb.nhs.uk or visit www.pioneerdatahub.co.uk for more details.
Available supplementary data: Matched controls; ambulance and community data. Unstructured data (images). We can provide the dataset in OMOP and other common data models and can build synthetic data to meet bespoke requirements.
Available supplementary support: Analytics, model build, validation & refinement; A.I. support. Data partner support for ETL (extract, transform & load) processes. Bespoke and “off the shelf” Trusted Research Environment (TRE) build and run. Consultancy with clinical, patient & end-user and purchaser access/ support. Support for regulatory requirements. Cohort discovery. Data-driven trials and “fast screen” services to assess population size.
According to our latest research, the global Gut-Health Lactobacillus Plantarum Shot market size reached USD 1.42 billion in 2024, reflecting a substantial rise in consumer interest in gut health and functional beverages. The market is expected to expand at a robust CAGR of 8.3% during the forecast period, with projections indicating it will reach USD 2.72 billion by 2033. This impressive growth rate is primarily driven by increasing awareness of digestive health, the rising prevalence of lifestyle-related disorders, and a shift towards preventive healthcare. These factors, coupled with ongoing product innovation and expanding distribution channels, are fueling the momentum of the Gut-Health Lactobacillus Plantarum Shot market globally.
The surge in demand for Gut-Health Lactobacillus Plantarum Shots is largely attributed to the growing consumer inclination towards natural and functional foods that support overall wellbeing. As digestive health becomes a central focus for individuals seeking to improve their quality of life, probiotic-rich products such as Lactobacillus plantarum shots are gaining traction. Scientific research continues to underscore the role of gut microbiota in not only digestion but also in immune function, mental health, and metabolic balance. This has led to heightened interest among health-conscious consumers, who are actively seeking products that offer tangible health benefits without synthetic additives. The availability of clinical studies validating the efficacy of Lactobacillus plantarum in improving gut flora and reducing gastrointestinal discomfort further strengthens consumer confidence, thereby driving market growth.
Another significant growth driver is the dynamic innovation landscape within the functional beverage sector. Manufacturers are investing in advanced fermentation technologies and novel formulations to enhance the efficacy, taste, and shelf-life of Lactobacillus plantarum shots. Product diversification, such as the introduction of dairy-free, sugar-free, and organic variants, caters to a broader demographic, including lactose-intolerant individuals, vegans, and those with specific dietary preferences. The integration of complementary ingredients like prebiotic fibers, vitamins, and herbal extracts is further expanding the appeal of these shots, making them a versatile solution for various health needs. Strategic collaborations between food scientists, nutritionists, and beverage companies are resulting in products that not only support gut health but also address immune support, weight management, and overall wellness, thus broadening the market’s scope.
Digital transformation and the evolution of retail channels have also played a pivotal role in market expansion. The proliferation of e-commerce platforms and direct-to-consumer sales models has made Gut-Health Lactobacillus Plantarum Shots more accessible to a global audience. Consumers can now easily compare products, access detailed nutritional information, and read reviews before making informed purchases. The convenience of online shopping, coupled with targeted digital marketing strategies and subscription-based delivery services, has significantly boosted product visibility and repeat purchase rates. Additionally, retailers and brands are leveraging data analytics to better understand consumer preferences and optimize their product offerings accordingly, ensuring sustained growth in both developed and emerging markets.
Regionally, the market exhibits a diverse growth pattern, with Asia Pacific and North America emerging as the leading contributors to revenue. Asia Pacific’s dominance is underpinned by a long-standing tradition of fermented foods and a rapidly expanding middle-class population that is increasingly health-conscious. Meanwhile, North America’s growth is fueled by rising disposable incomes, a strong culture of health and wellness, and the presence of major market players. Europe also holds a significant share, driven by robust regulatory support for probiotics and a mature functional food industry. In contrast, Latin America and the Middle East & Africa are witnessing gradual adoption, with market penetration expected to accelerate as awareness and distribution networks improve.
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According to Cognitive Market Research, The Global Medical Wigs Market will expand at a compound annual growth rate (CAGR) of 8.00% from 2023 to 2030.
The demand for Medical Wigs is rising due to the rising prevalence of hair loss in both men and women, as well as the increasing awareness of their availability.
Demand for women remains higher in the Medical Wigs market.
The straight type category held the highest Medical Wigs market revenue share in 2023.
North American medical wigs will continue to lead, whereas the Asia Pacific Medical Wigs market will experience the most substantial growth until 2030.
Market Dynamics for
Medical Wigs Market
Key Drivers for
Medical Wigs Market
Rising Incidence of Medical Conditions Resulting in Hair Loss: The rising occurrence of conditions such as alopecia, chemotherapy-induced hair loss, and trichotillomania is increasing the demand for medical wigs. Patients who are undergoing radiation therapy or other severe medical treatments frequently face either temporary or permanent hair loss, which creates a necessity for high-quality wigs that can help restore their confidence and a sense of normalcy. Furthermore, the heightened awareness regarding medical wig options among healthcare professionals and patients is further propelling market expansion. Technological Innovations in Wig Production: Advancements in synthetic fibers and the integration of natural hair have enhanced the comfort, durability, and visual appeal of medical wigs. Lightweight and breathable materials, along with hypoallergenic designs, cater to individuals with sensitive scalps, making these wigs more attractive to patients. Additionally, customizable wigs that replicate natural hair growth patterns are becoming increasingly popular, leading to greater user satisfaction and higher adoption rates. Growing Emphasis on Aesthetics and Mental Health: The experience of hair loss can have a profound effect on mental well-being, often resulting in anxiety and depression. Medical wigs assist individuals in reclaiming their self-esteem and social confidence. The increasing focus on comprehensive patient care, which includes psychological support, has prompted hospitals and oncology centers to recommend or provide medical wigs as part of their treatment recovery programs.
Key Restraints for
Medical Wigs Market
The High Expense of Premium Medical Wigs: Premium medical wigs, particularly those crafted from human hair or high-quality synthetic materials, tend to be costly, which restricts access for patients with limited financial resources. Insurance policies regarding wig coverage are often inconsistent, with many treating them as cosmetic items rather than essential medical aids, thus creating financial obstacles for those who require them. Limited Awareness in Developing Regions: In numerous developing countries, there exists a significant lack of awareness regarding medical wigs as a viable option for addressing hair loss resulting from medical issues. Cultural stigmas associated with hair loss and the use of wigs further hinder their acceptance. Moreover, the absence of distribution channels and specialized wig clinics in these areas limits market access. Concerns Regarding Maintenance and Durability: Medical wigs necessitate appropriate maintenance to preserve their appearance and durability, which can pose challenges for patients undergoing rigorous treatments. The need for frequent replacements due to deterioration contributes to long-term expenses, discouraging some users. While synthetic wigs are more affordable, they may not have the same longevity as human hair wigs, which influences consumer choices.
Key Trends for
Medical Wigs Market
Increasing Demand for Tailored and Natural-Looking Wigs: Patients are progressively looking for wigs that closely mimic their natural hair in terms of texture, color, and density. Custom-fitted wigs designed to be gentle on the scalp are gaining popularity, as they provide enhanced comfort and a more lifelike appearance. Companies are utilizing 3D scanning and AI-driven design tools to develop personalized solutions. Growth of Online Retail and Direct-to-Consumer Sales: E-commerce platforms are enhancing the accessibility of medical wigs, presenting a diverse array of options with discreet purchasing and home delivery services. Virtual consultations and try-on features improve the shopping experie...
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2023 |
REGIONS COVERED | North America, Europe, APAC, South America, MEA |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2024 | 500(USD Million) |
MARKET SIZE 2025 | 500(USD Million) |
MARKET SIZE 2035 | 1,200(USD Million) |
SEGMENTS COVERED | Application, Type, Route of Administration, Distribution Channel, Regional |
COUNTRIES COVERED | US, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA |
KEY MARKET DYNAMICS | Increased prevalence of diabetes, Rising demand for targeted therapies, Advancements in drug development, Growing interest in neuropeptides, Expanding biopharmaceutical research |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | Novartis, Pfizer, Merck, Takeda, Eli Lilly, BristolMyers Squibb, Sobi, Teva Pharmaceuticals, Mylan, Roche, Amgen, Fujifilm, AbbVie, Sanofi, Boehringer Ingelheim |
MARKET FORECAST PERIOD | 2025 - 2035 |
KEY MARKET OPPORTUNITIES | Increasing demand for targeted therapies, Growth in neurodegenerative disease treatments, Expanding research in metabolic disorders, Rising prevalence of obesity-related conditions, Advances in drug delivery technologies |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 9.1% (2025 - 2035) |
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2023 |
REGIONS COVERED | North America, Europe, APAC, South America, MEA |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2024 | 2,600(USD Million) |
MARKET SIZE 2025 | 2,900(USD Million) |
MARKET SIZE 2035 | 6.2(USD Billion) |
SEGMENTS COVERED | Formulation Type, Source, End User, Distribution Channel, Regional |
COUNTRIES COVERED | US, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA |
KEY MARKET DYNAMICS | growing consumer awareness, rising mental health issues, increasing natural supplement demand, evolving e-commerce platforms, regulatory scrutiny on ingredients |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | NeuroScience, Jarrow Formulas, Pure Encapsulations, Life Extension, NutraBlast, Thorne Research, Lavela, GNC Holdings, Herbalife, Swanson Health Products, Vital Nutrients, Kirkland Signature, Garden of Life, Solgar, Nature's Way, NOW Foods |
MARKET FORECAST PERIOD | 2025 - 2035 |
KEY MARKET OPPORTUNITIES | Rising demand for natural remedies, Increasing consumer awareness on mental health, Growth in e-commerce channels, Innovative product formulations, Expansion in emerging markets |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 8.0% (2025 - 2035) |
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BASE YEAR | 2024 |
HISTORICAL DATA | 2019 - 2023 |
REGIONS COVERED | North America, Europe, APAC, South America, MEA |
REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends |
MARKET SIZE 2024 | 4.64(USD Billion) |
MARKET SIZE 2025 | 5.06(USD Billion) |
MARKET SIZE 2035 | 12.0(USD Billion) |
SEGMENTS COVERED | Formulation, Ingredient Type, Application, Distribution Channel, Regional |
COUNTRIES COVERED | US, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA |
KEY MARKET DYNAMICS | Growing aging population, Increasing mental health awareness, Rising demand for cognitive enhancement, Expanding e-commerce distribution channels, Innovations in supplement formulations |
MARKET FORECAST UNITS | USD Billion |
KEY COMPANIES PROFILED | Puritan's Pride, Thorne Research, Kirkman Group, Life Extension, Nutraceutical Corporation, Elysium Health, GNC Holdings, Garden of Life, Swanson Health Products, Herbalife, NutraScience Labs, Aloha Medicinals, Jarrow Formulas, Natural Factors, NOW Foods |
MARKET FORECAST PERIOD | 2025 - 2035 |
KEY MARKET OPPORTUNITIES | Rising awareness of cognitive health, Increasing demand for personalized supplements, Growing aging population, Surge in stress-related disorders, Expansion in online retail channels |
COMPOUND ANNUAL GROWTH RATE (CAGR) | 9.1% (2025 - 2035) |
https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/
This dataset explores the relationship between digital behavior and mental well-being among 100,000 individuals. It records how much time people spend on screens, use of social media (including TikTok), and how these habits may influence their sleep, stress, and mood levels.
It includes six numerical features, all clean and ready for analysis, making it ideal for machine learning tasks like regression or classification. The data enables researchers and analysts to investigate how modern digital lifestyles may impact mental health indicators in measurable ways.