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This is the dataset and supplementary material associated with the paper titled: Social grooming efficiency and techniques are influenced by manual impairment in free-ranging Japanese macaques (Macaca fuscata), by Jenny Paola Espitia-Contreras, Linda M. Fedigan, and Sarah E. Turner, PLOS ONE (accepted Feb 2020). Abstract: Animals born with physical impairments may particularly require behavioural flexibility and innovation to survive and carry out social activities, such as grooming. Studies on free-ranging Japanese macaques on Awaji Island, Japan, have shown that individuals with congenital limb malformations exhibited compensatory behaviours while grooming, such as increased mouth and elbow use for removing ectoparasites. The aim of this study is to explore disabled and nondisabled grooming techniques to determine whether and to what extent disabled monkeys develop novel grooming techniques, and if there is disability-associated variation in grooming efficiency. We hypothesized that modified grooming techniques used by disabled monkeys fulfilled the social and relaxing functions of grooming, however, that grooming by manually impaired individuals may still carry a hygienic cost to the recipients. Grooming behavioural data were collected by video in 2007 on 27 adult females (11 with CLMs). With a detailed grooming-related ethogram, we transcribed 216 2-minute continuous grooming video samples. We analyzed the data using generalized linear mixed effects models in R. We found that monkeys with manual impairment were less efficient groomers, as measured by removal and movement efficiency during grooming. However, there were no significant differences associated with the number of grooming movements per sample among the focal animals. Additionally, with a behavioural sequential analysis, we isolated 8 distinct grooming techniques and 3 novel disability-specific movements. Our results indicate that innovation and modification of movement types does not entirely compensate for manual disability, and that manual impairment carries a cost to the hygienic function of grooming. However, for the grooming recipient, the experience of being groomed by a disabled or nondisabled groomer is likely similar, and through movement compensation, disabled monkeys are able to engage in the social aspect of grooming without incurring any disability-associated costs.

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Data on factors that affect the grooming behaviors of black-tailed prairie dogs in Phillips County, Montana, 2006. Each line of data presents information for a focal observation of a single black-tailed prairie dog. The data includes information on the date of each observation, the approximate coordinates of sites, the time of each observation, indexed wind speed, indexed temperature, the presence or absence of deltamethrin dust (pulicide) treatment, the amount of time a human spent observing the prairie dog, the proportion of time spent scratching by the prairie dog, the proportion of time spent oral autogrooming by the prairie dog, the proportion of time spent allogrooming by the prairie dog, and the overall proportion of time spent grooming by the prairie dog (scratching, oral autogrooming, and allogrooming combined). The coordinates of sites are linked to colonies of prairie dogs, not locations for individual prairie dogs. The spatial _location for each prairie dog within a colony is the centroid point for that colony. Financial support was provided by the Denver Zoological Foundation, the U. S. Geological Survey, the U. S. Fish and Wildlife Service, the Bureau of Land Management and Indiana University-Purdue University Indianapolis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Dog Grooming Software Market Outlook

The global dog grooming software market size was valued at approximately USD 150 million in 2023 and is projected to reach USD 350 million by 2032, growing at a Compound Annual Growth Rate (CAGR) of around 10%. This growth is driven by increasing pet ownership rates and the subsequent rise in demand for pet grooming services. The convenience and efficiency provided by grooming software in managing various operations also significantly contribute to the market's expansion.

One of the primary growth factors for the dog grooming software market is the increasing pet ownership across the globe. As more individuals and families welcome pets into their homes, the demand for pet-related services, including grooming, has surged. This trend is particularly prominent in urban areas where busy lifestyles necessitate the use of professional grooming services over at-home grooming. Additionally, the rise in disposable income has enabled pet owners to spend more on their petsÂ’ health and hygiene, further driving the market for grooming software.

Another significant growth driver is the adoption of digital solutions in various sectors, including pet grooming. Businesses are increasingly turning to software solutions to streamline their operations, enhance customer experience, and improve overall efficiency. Dog grooming software helps businesses manage appointments, customer information, billing, and marketing efforts from a single platform. This digital shift not only helps in reducing operational costs but also increases the accuracy and reliability of business processes, making these solutions highly attractive to grooming service providers.

The COVID-19 pandemic has also played a role in accelerating the adoption of dog grooming software. With lockdowns and social distancing measures in place, many grooming businesses faced operational challenges. The integration of grooming software allowed these businesses to offer online booking, contactless payments, and efficient customer management, ensuring continuity in services. The pandemic has made both businesses and customers more receptive to digital solutions, thus driving market growth.

From a regional perspective, North America holds the largest market share due to the high pet ownership rates and the presence of a significant number of pet grooming service providers. The region is also at the forefront of technological adoption, making it a lucrative market for dog grooming software. Europe follows closely, with a growing pet care industry and increasing awareness about the benefits of professional grooming services. Emerging economies in the Asia Pacific region offer substantial growth opportunities due to rising disposable incomes and changing lifestyles.

In addition to grooming services, the integration of Pet Training Software is becoming increasingly relevant in the pet care industry. As pet owners seek comprehensive solutions for their pets' well-being, software that offers both grooming and training functionalities is gaining traction. This type of software not only helps in scheduling and managing training sessions but also provides valuable insights into pet behavior and progress. By incorporating training modules, grooming businesses can offer a more holistic approach to pet care, enhancing customer satisfaction and loyalty. The demand for such integrated solutions is expected to rise, especially among urban pet owners who value convenience and efficiency.

Deployment Mode Analysis

The deployment mode segment of the dog grooming software market is divided into On-Premises and Cloud-Based solutions. Cloud-Based deployment has been gaining significant traction due to its several advantages over On-Premises solutions. Cloud-Based software offers flexibility, scalability, and accessibility, allowing grooming businesses to access their data and manage operations from anywhere with an internet connection. This mode of deployment also reduces the need for significant upfront investments in IT infrastructure, making it an attractive option for small and medium enterprises.

On the other hand, On-Premises deployment mode remains relevant for businesses that prioritize data security and control over their software systems. On-Premises solutions are installed directly on the businessÂ’s hardware, providing them with complete control over their data. This deployment mode is often preferred by larger enterprises wit

Despite being pervasive, the control of programmed grooming is poorly understood. We addressed this gap by developing a high-throughput platform that allows long-term detection of grooming in Drosophila melanogaster. In our method, a k-nearest neighbors algorithm automatically classifies fly behavior and finds grooming events with over 90% accuracy in diverse genotypes. Our data show that flies spend ~13% of their waking time grooming, driven largely by two major internal programs. One of these programs regulates the timing of grooming and involves the core circadian clock components cycle, clock, and period. The second program regulates the duration of grooming and, while dependent on cycle and clock, appears to be independent of period. This emerging dual control model in which one program controls timing and another controls duration, resembles the two-process regulatory model of sleep. Together, our quantitative approach presents the opportunity for further dissection of mechanisms ...

Quantification of activity budgets is pivotal for understanding how animals respond to changes in their environment. Social grooming is a key activity that underpins various social processes with consequences for health and fitness. Traditional methods use direct (focal) observations to calculate grooming rates, providing systematic but sparse data. Accelerometers, in contrast, can quantify activity budgets continuously but have not been used to quantify social grooming. We test whether grooming can be accurately identified using machine learning (random forest model) trained on labelled acceleration data from wild chacma baboons (Papio ursinus). We successfully identified giving and receiving grooming with high precision (81% and 91%) and recall (87% and 79%). Giving grooming was associated with a distinct rhythmical signal along the surge axis. Receiving grooming had similar acceleration signal to resting, and thus was more difficult to assign. We applied our machine learning model to n = 680 collar data days from n = 12 baboons and found that grooming rates obtained from accelerometers were significantly and positively correlated with direct observation rates for giving but not receiving grooming. The ability to collect continuous grooming data in wild populations will allow researchers to re-examine and expand upon long-standing questions regarding the formation and function of grooming bonds.

Reciprocity is a prominent explanation for cooperation between non-kin. Studies seeking to demonstrate reciprocity often focus on direct reciprocity in the timescale of minutes to hours, whereas alternative mechanisms like generalised reciprocity and the possibility of reciprocation over longer timescales of months and years are less often explored. Using a playback experiment, we tested for evidence of direct and generalised reciprocity, across short and longer timescales. We examined the exchange of grooming for coalitionary support between female rhesus macaques in a population with a complete genetic pedigree. Females that received grooming were not more responsive to calls for coalitionary support from female groupmates compared to control females that received agonism or no interaction – even when the call belonged to a females’ most recent grooming partner. Similarly, females were not more responsive to calls for support from their most frequent grooming partner of the last two years, nor if they received large amounts of grooming from all other females in their group. We interpret these results as an absence of evidence for direct or generalised reciprocity on any timescale in the exchange of grooming for coalitionary support in rhesus macaques. If grooming is exchanged for support in this population, it is with an intensity below our ability to detect or over a longer timescale than we examined. We propose by-product explanations may be responsible and highlight the importance of investigating multiple mechanisms when testing apparently cooperative behaviours. Methods The dataset was collected using playback experiments with rhesus macaques (Macaca mulatta) on Cayo Santiago in 2017. The data was processed with generalized linear mixed models to produce a MS submitted for publication in Behavioral Ecology and Sociobiology.

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Pet Grooming Software Market Outlook

The global pet grooming software market size is poised to witness a significant expansion, growing from $200 million in 2023 to an expected $450 million by 2032, reflecting a robust CAGR of 9.5%. This remarkable growth trajectory is primarily driven by increasing pet ownership rates, rising disposable incomes, and the growing trend towards pet humanization across various regions. As more pet owners seek professional grooming services for their pets, the demand for efficient software solutions to manage grooming appointments, customer data, and business operations continues to soar.

A key growth factor for the pet grooming software market is the surge in pet ownership worldwide. With millennials and Generation Z increasingly opting for pets as companions, the need for organized and professional grooming services has risen exponentially. This demographic shift is further amplified by the trend of pet humanization, where pets are treated as integral family members, necessitating premium grooming services. The proliferation of technology and increasing internet penetration have also played pivotal roles, enabling pet grooming businesses to adopt software solutions that enhance operational efficiency and customer satisfaction.

Another significant factor propelling the market is the rising disposable income and economic stability in various regions. As disposable incomes increase, pet owners are more willing to spend on grooming and wellness services for their pets. This willingness to invest in pet care is not just limited to grooming but extends to comprehensive health and wellness services, prompting veterinary clinics and mobile grooming services to integrate sophisticated software solutions to manage their expanding business needs effectively.

The advancements in technology and the growing adoption of cloud-based solutions have significantly contributed to market growth. Cloud-based deployment modes offer numerous advantages, including easy accessibility, real-time updates, and the ability to manage operations remotely. This has been particularly beneficial for mobile grooming services, which require flexible and dynamic software solutions to manage their on-the-go operations. Furthermore, the integration of AI and machine learning in grooming software has empowered businesses to offer personalized services, predict customer preferences, and streamline operations.

Regionally, North America leads the market due to the high pet ownership rates and advanced technological infrastructure. Europe follows closely, with countries like the UK, Germany, and France showing significant adoption of pet grooming software. The Asia Pacific region is expected to witness the highest CAGR during the forecast period, driven by the rising middle-class population and increasing pet ownership in countries like China, India, and Japan. Latin America and the Middle East & Africa also present promising growth opportunities, although the market penetration in these regions is currently lower compared to North America and Europe.

Deployment Mode Analysis

The deployment mode segment of the pet grooming software market includes cloud-based and on-premises solutions. Cloud-based deployment is expected to dominate the market, driven by its numerous benefits such as ease of access, cost-effectiveness, and scalability. Cloud-based solutions allow grooming businesses to access information from anywhere, manage multiple locations, and provide real-time updates, which is particularly advantageous for mobile grooming services. The lower upfront costs and reduced need for IT infrastructure make cloud-based solutions attractive, especially for small and medium enterprises.

On-premises deployment, although less popular than cloud-based solutions, still holds a significant market share. Businesses that prefer on-premises solutions often cite reasons such as better control over data, enhanced security, and customization capabilities. Large enterprises or veterinary clinics with extensive IT infrastructure tend to opt for on-premises solutions to integrate their grooming software seamlessly with other in-house systems. Despite the higher initial costs, the long-term benefits of data control and security make on-premises solutions a viable option for certain segments.

The adoption of cloud-based deployment is further bolstered by the ongoing technological advancements and the increasing reliance on mobile applications. With the growing popularity of mobile grooming services, the need for cloud-based software that can be access

This dataset contains 2 records. The first record is the annotated dataset. The second record contains a built singularity image containing the code and trained model for predicting on new videos.

We generated 1,253 video clips which total 2,637,363 frames. Each video had variable duration, depending upon the grooming prediction length. Annotators were required to provide a "Grooming" or "Not Grooming" annotation for each frame. The annotated dataset is stored in the h5 record and is described as follows:

First level grouping is Train/Validation split

Second level grouping is by Video Clip

Each video contains 5 datasets

nframe

Number of frames in this video

Shape: 1

video

Raw Video

Shape: nframes x 112 x 112

label

Labels for each frame

0 = not grooming, 1 = grooming

Shape: nframes

mask

Information for whether or not annotators agreed

0 = disagree, 1 = agree

When annotators disagree, label contains the values from the first person to annotate the frame

Shape: nframes

nlabelers

Number of annotators that have labeled the video clip

Shape: 1

Grooming interactions benefit groomers, but may have negative consequences for bystanders. Grooming limits bystanders’ grooming access and ensuing alliances could threaten the bystander’s hierarchy rank or their previous investment in the groomers. To gain a competitive advantage, bystanders could intervene into a grooming bout to increase their own grooming access or to prevent the negative impact of others’ grooming. We test the impact of dominance rank and social relationships on grooming intervention likelihood and outcome in two sympatric primate species, Western chimpanzees (Pan troglodytes verus) and sooty mangabeys (Cercocebus atys atys). In both species, rather than increasing their own access to preferred partners, bystanders intervened mainly when an alliance between groomers could have a negative impact on them: when the lower-ranking groomer was close to the bystander in rank, when either groomer was an affiliation partner whose services they could lose, or the groomers were not yet strongly affiliated with each other. Thus, bystanders in both species appear to monitor grooming interactions and intervene based on their own dominance rank and social relationships, as well as triadic awareness of the relationship between groomers. While the motivation to intervene did not differ between species, mangabeys appeared to be more constrained by dominance rank than chimpanzees.

Grooming is one of the most conspicuous social interactions among nonhuman primates. The selection of grooming partners can provide important clues about factors relevant for the distribution of grooming within a social group. We analyzed grooming behavior among 17 semi-free ranging female Barbary macaques (Macaca sylvanus). We tested whether grooming is related to kinship, rank and friendship. Furthermore, we tested whether grooming is reciprocated or exchanged for rank related benefits (i.e. lower aggression and increased tolerance whilst feeding). We found that in general grooming was reciprocally exchanged, directed up the hierarchy and at the same time affected by friendship and kinship. Grooming was more frequent among individuals with higher friendship values as well as amongst related individuals. We also divided our data set on the basis of rank difference and tested if different power asymmetries between individuals affected the tendency to exchange grooming for rank related benefits and grooming reciprocation. In support of our initial hypothesis our results show that the reciprocation of grooming was a significant predictor of grooming interactions between individuals of similar rank, but not between those individuals more distantly separated in the social hierarchy. However, we did not find any evidence for grooming being exchanged for rank related benefits in either data set. Our results, together with previously published studies, illustrate the behavioral flexibility of macaques. It is clear that multiple studies of the same species are necessary to gather the data required for the solid comparative studies needed to shed light on patterns of grooming behavior in primates.

The mobile pet grooming service market is experiencing robust growth, driven by increasing pet ownership, busier lifestyles, and a rising demand for convenient and high-quality pet care. The convenience factor is a major differentiator, eliminating the need for pet owners to transport their animals to traditional grooming salons. This is particularly appealing to individuals with busy schedules, limited transportation options, or those owning pets with anxiety issues related to travel. Technological advancements, such as specialized mobile grooming vans equipped with modern tools and amenities, further enhance the service's appeal. Market segmentation reveals strong demand across various applications, including household grooming and pet shop partnerships. Dog grooming currently dominates the types segment, followed by cat grooming, indicating a significant opportunity for expansion in specialized services catering to other animal breeds. While precise market sizing data is unavailable, we can infer a substantial market value based on the provided CAGR and readily available information on related pet care services. Considering the global trend towards pet humanization and increasing pet spending, a conservative estimate of the current market size in 2025 could be in the range of $2-3 billion USD, with a projected annual growth rate allowing for a significant market expansion over the forecast period (2025-2033). Several factors contribute to the market's positive trajectory. The increasing adoption of pet insurance, leading to greater willingness to spend on pet care, plays a key role. The growth of the pet grooming industry as a whole further supports the mobile segment's expansion. However, challenges remain, including the high initial investment required for mobile grooming businesses (vehicle purchase, equipment), the dependence on qualified mobile groomers, and regional variations in market penetration. Competition among established and emerging players also influences market dynamics. Despite these limitations, the overall market outlook remains positive, fueled by ongoing innovation in pet care and the enduring trend of pet humanization. Successful players in the mobile pet grooming service market will focus on differentiation through specialized services, superior customer service, and effective marketing strategies targeting busy professionals and pet owners prioritizing convenience.

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The Pet Grooming Scissors market has emerged as a vital segment within the broader pet care industry, reflecting the increasing trend of pet ownership and the growing demand for professional grooming services. With pet grooming becoming an integral part of pet care, grooming scissors are essential tools used by pet

The global dog grooming software market, valued at $379.5 million in 2025, is projected to experience robust growth, driven by increasing pet ownership, rising pet humanization trends, and the growing demand for efficient salon management tools. The market's Compound Annual Growth Rate (CAGR) of 6.5% from 2019 to 2033 signifies a consistent upward trajectory. Key drivers include the need for streamlined appointment scheduling, improved client communication, inventory management capabilities, and enhanced financial tracking within grooming businesses. The rising adoption of cloud-based solutions and mobile accessibility further fuels market expansion. Software offering integrated features like online booking, customer relationship management (CRM), and reporting functionalities are gaining significant traction. While data on specific market segments is unavailable, we can infer strong demand within various niches like mobile grooming services, large-scale grooming salons, and independent groomers. Competition is relatively high, with numerous players vying for market share, including established providers like Gingr and Easy Busy Pets, as well as newer entrants continually emerging. The forecast period (2025-2033) suggests continued growth, propelled by technological advancements leading to more sophisticated and integrated software solutions. Challenges might include the need for continuous software updates, the integration with existing salon technology, and the varying levels of digital literacy among grooming business owners. However, the overall outlook remains positive, given the ongoing increase in pet ownership and the rising adoption of technology across various industries, including the pet care sector. The market is expected to see increased consolidation as larger players acquire smaller businesses, leading to a more concentrated market landscape in the coming years. Innovation in areas such as artificial intelligence for appointment optimization and customer preference analysis will likely further shape market dynamics in the long term.