As of 2025, approximately 42 percent of consumers in the United States with over 50k$ household income considered it important for the food to have natural ingredients. A high percentage of pet owners also found the price important factors to keep in mind when making a purchasing decision.

Active Dog Licenses. All dog owners residing in NYC are required by law to license their dogs. The data is sourced from the DOHMH Dog Licensing System (https://a816-healthpsi.nyc.gov/DogLicense), where owners can apply for and renew dog licenses. Each record represents a unique dog license that was active during the year, but not necessarily a unique record per dog, since a license that is renewed during the year results in a separate record of an active license period. Each record stands as a unique license period for the dog over the course of the yearlong time frame.

Dataset Card for Cats Vs. Dogs

  Dataset Summary

A large set of images of cats and dogs. There are 1738 corrupted images that are dropped. This dataset is part of a now-closed Kaggle competition and represents a subset of the so-called Asirra dataset. From the competition page:

The Asirra data set Web services are often protected with a challenge that's supposed to be easy for people to solve, but difficult for computers. Such a challenge is often called a CAPTCHA… See the full description on the dataset page: https://huggingface.co/datasets/microsoft/cats_vs_dogs.

Dog runs in New York City Department of Parks & Recreation properties and properties with off-leash hours for dogs.

Context

I have taken this dataset from the NYC Open Data Website: https://data.cityofnewyork.us

I wanted to use the cleaned version of this dataset and I thought people might like to use this version. The original dataset was last updated on 10th September 2018.

Description: All dog owners residing in NYC are required by law to license their dogs. The data is sourced from the DOHMH Dog Licensing System (https://a816-healthpsi.nyc.gov/DogLicense), where owners can apply for and renew dog licenses. Each record represents a unique dog license that was active during the year, but not necessarily a unique record per dog, since a license that is renewed during the year results in a separate record of an active license period. Each record stands as a unique license period for the dog over the course of the yearlong time frame.

Content

The original dataset contained 122K rows and 15 columns. After cleaning the data, the count has reduced to 121862 rows.

Acknowledgements

Thank you to the city of new york for collecting and providing this data! As well as the NYC Department of Health who acquired this data from owners who registered their dogs for the dog license.

Inspiration

I'll let you guys get creative and explore the dataset.

Summary data for dogs denied entry to the United States by year, January 1, 2018—December 31,2020.

NYC Reported Dog Bites.

Section 11.03 of NYC Health Code requires all animals bites to be reported within 24 hours of the event.

Information reported assists the Health Department to determine if the biting dog is healthy ten days after the person was bitten in order to avoid having the person bitten receive unnecessary rabies shots. Data is collected from reports received online, mail, fax or by phone to 311 or NYC DOHMH Animal Bite Unit. Each record represents a single dog bite incident. Information on breed, age, gender and Spayed or Neutered status have not been verified by DOHMH and is listed only as reported to DOHMH. A blank space in the dataset means no data was available.

amaye15/stanford-dogs dataset hosted on Hugging Face and contributed by the HF Datasets community

In this competition, you'll write an algorithm to classify whether images contain either a dog or a cat. This is easy for humans, dogs, and cats. Your computer will find it a bit more difficult.

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The Asirra data set

Web services are often protected with a challenge that's supposed to be easy for people to solve, but difficult for computers. Such a challenge is often called a CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) or HIP (Human Interactive Proof). HIPs are used for many purposes, such as to reduce email and blog spam and prevent brute-force attacks on web site passwords.

Asirra (Animal Species Image Recognition for Restricting Access) is a HIP that works by asking users to identify photographs of cats and dogs. This task is difficult for computers, but studies have shown that people can accomplish it quickly and accurately. Many even think it's fun! Here is an example of the Asirra interface:

Asirra is unique because of its partnership with Petfinder.com, the world's largest site devoted to finding homes for homeless pets. They've provided Microsoft Research with over three million images of cats and dogs, manually classified by people at thousands of animal shelters across the United States. Kaggle is fortunate to offer a subset of this data for fun and research. Image recognition attacks

While random guessing is the easiest form of attack, various forms of image recognition can allow an attacker to make guesses that are better than random. There is enormous diversity in the photo database (a wide variety of backgrounds, angles, poses, lighting, etc.), making accurate automatic classification difficult. In an informal poll conducted many years ago, computer vision experts posited that a classifier with better than 60% accuracy would be difficult without a major advance in the state of the art. For reference, a 60% classifier improves the guessing probability of a 12-image HIP from 1/4096 to 1/459. State of the art

The current literature suggests machine classifiers can score above 80% accuracy on this task [1]. Therfore, Asirra is no longer considered safe from attack. We have created this contest to benchmark the latest computer vision and deep learning approaches to this problem. Can you crack the CAPTCHA? Can you improve the state of the art? Can you create lasting peace between cats and dogs?

Submission Format

Your submission should have a header. For each image in the test set, predict a label for its id (1 = dog, 0 = cat):

id,label 1,0 2,0 3,0 etc...

This dataset comprises of the intake and outcome record from Long Beach Animal Shelter.

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Pet Sitting Market Size 2024-2028

The pet sitting market size is forecast to increase by USD 1.57 billion at a CAGR of 9.87% between 2023 and 2028. The market is experiencing significant growth due to several key factors. First, the rising trend of pet humanization has led to increased pet ownership and spending on pets. Pet types encompass a wide range, from small mammals and birds to freshwater fish, smart pet livestock, and exotic pets. As pet owners prioritize their pets' wellbeing, they seek professional pet sitting services for care visits during their absence. Service types include regular check-ins, feeding, administering medication, and playtime. Compliance with stringent regulations and certifications is essential for pet sitting businesses to ensure the highest level of care and safety for pets. These factors collectively contribute to the market's growth and ongoing demand for professional services.

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The pet sitting market is thriving as more pet owners seek reliable care for their furry companions. With the return-to-work trend, many retired people and students are turning to pet sitting services to accommodate their busy lifestyles. This growing demand has led to increased spending of consumers on quality pet care. In particular, the pet care cost associated with hiring a service provider can vary, but it ensures pets are well cared for while owners travel or work. Furthermore, societal shifts in pet acceptance have made pets a central part of many households, leading to a rise in the need for professional care. Ultimately, the pet sitting market reflects the evolving relationship between humans and their animal companions, providing peace of mind for pet owners.

Market Segmentation

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for 2024-2028, as well as historical data from 2018-2022 for the following segments.

Type

  Dogs
  Cats


Service

  Care visits
  Drop-in visits


Geography

  North America

    Canada
    US


  Europe

    Germany
    UK


  APAC

    China


  Middle East and Africa



  South America

By Type Insights

The dogs segment is estimated to witness significant growth during the forecast period. The market experiences significant growth due to the increasing popularity of dogs as pets and the resulting demand for pet care services. Dogs, the most commonly owned pets worldwide, are sought after for their ability to alleviate feelings of loneliness, reduce anxiety, stress, and depression, and promote physical activity and cardiovascular health. Additionally, dogs serve as valuable companions for children and the elderly, instilling responsibility, kindness, and empathy.

Additionally, pet owners require pet sitting services, including daycare visits and dog walking, when they are unable to be at home. Animal-borne disorders, such as abdominal pain and diarrhea, can necessitate the need for pet sitting services, further driving market growth. The rise of e-commerce platforms has also made it easier for pet owners to access a wide range of pet grooming products and services online, contributing to market expansion. Furthermore, legislation and regulations governing pet care and pet sitting services may vary by region, segmenting the market by pet type and location.

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The dogs segment was valued at USD 1.31 billion in 2018 and showed a gradual increase during the forecast period.

Regional Insights

North America is estimated to contribute 41% to the growth of the global market during the forecast period. Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

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The market, a significant sector within the pet care industry, experiences substantial growth, particularly in North America. With the US, Canada, and Mexico leading the way, this region hosts the largest number of pets and pet-sitting services worldwide. Factors such as the affordability of these services and the availability of experienced, full-time providers contribute significantly to the market's expansion in North America.

Additionally, increasing awareness among pet owners regarding various pet sitting options, including daycare visits and dog walking, further fuels market growth. Animal-borne disorders like abdominal pain and diarrhea necessitate the need for professional pet care services, leading to increased demand for pet sitting. Legislation mandating proper care for pets during their owners' absences also supports the market's growth.

Our researchers analyzed the data with 2023 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of

Oral sylvatic plague vaccine baits (SPV) and placebo baits were distributed once annually from 2013-2016 on treated and non-treated paired plots from 2013-2016. Black-tailed prairie dogs (BTPD) were live-trapped and permanently marked with passive integrated transponders and ear tags on 4 pairs of plots each year from 2013-2017 to provide capture/recapture data for use in estimating BTPD survival. The first data set (CMR_SPV_RAW_CAPTURE_DATA.csv) lists all captures and associated covariates with each line representing data from a single prairie dog. The second data set (CMR_BTPD_WEIGHTS.csv) lists the weight and associated information for each prairie dog at each handling. The third data set (CMR_FLEAS_BY_HOST.csv) lists the number of fleas collected from each prairie dog at each handling. Funding was provided through the U.S. Fish and Wildlife Service, multiple USGS sources, grants from the Western Association of Fish and Wildlife Agencies, Montana Fish Wildlife and Parks and ...

The US Pet Treats Market report segments the industry into Sub Product (Crunchy Treats, Dental Treats, Freeze-dried and Jerky Treats, Soft & Chewy Treats, Other Treats), Pets (Cats, Dogs, Other Pets), and Distribution Channel (Convenience Stores, Online Channel, Specialty Stores, Supermarkets/Hypermarkets, Other Channels). Includes five years of historical data and market forecasts for the next five years.

IntroductionChronic kidney disease (CKD) in canines is a progressive condition characterized by a gradual decline in kidney function. There are significant gaps in understanding how CKD is managed in canines and the full extent of its impact. This study aimed to characterize disease management of CKD and its impact on dogs, their owners and the veterinary healthcare system in the United States of America (United States).MethodsData were drawn from the Adelphi Real World Canine CKD Disease Specific Programme™, a cross-sectional survey of veterinarians, pet owners and their dogs with CKD in the United States from December 2022 to January 2024. Veterinarians reported demographic, diagnostic, treatment, and healthcare utilization data, for dogs with CKD. Owners voluntarily completed questionnaires, providing data about their dog, as well as quality of life and work-related burden using the Dog Owners Quality of Life, and the Work Productivity and Activity Impairment questionnaires. Analyses were descriptive and Cohen’s Kappa was used to measure agreement between owners and veterinarians.ResultsA total of 117 veterinarians provided data for 308 dogs, of which 68 owners also reported information. Discrepancies in recognizing symptoms of CKD in dogs, particularly excessive water consumption and urination, were identified between veterinary professionals and owners. Interventions for managing CKD in dogs focused on controlling symptoms and supporting kidney function through dietary modifications and medication. Owners of dogs with CKD reported minimal impact to overall work and activity impairment (10 and 14%, respectively). At diagnosis, 78.6% of dogs were International Renal Interest Society Stage I-II, and 21.5% were Stage III-IV. Regardless of CKD stage, owners strongly agreed that ownership provided them with emotional support and companionship. Regarding veterinary healthcare utilization, 95% of dogs were seen in general veterinary practices.DiscussionThese findings emphasize the value of real-world evidence in enhancing our understanding of CKD in companion animals and informs future strategy for the real-world diagnosis and treatment of CKD. The results also provide insights to the potential burden experienced by owners of dogs with CKD.

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Dog Food Market Size 2024-2028

The dog food market size is forecast to increase by USD 16.1 billion, at a CAGR of 4.39% between 2023 and 2028.

The market is driven by the rising trend of pet health awareness, leading to an increasing demand for premium and nutritious dog food options. Pet adoption rates continue to soar, fueled by the humanization of pets and their integration into families as companions. Additionally, changing lifestyle patterns and the busy work lives of urban populations have resulted in a growing preference for convenient, ready-to-serve dog food solutions. However, the market faces challenges in the form of stringent regulations governing pet food labeling and safety standards.
Ensuring compliance with these regulations can be a significant obstacle for market entrants. Furthermore, the growing trend of natural and organic pet food may put pressure on companies to source high-quality, sustainable ingredients, increasing production costs. To capitalize on opportunities and navigate these challenges, companies must focus on innovation, sustainability, and transparency in their product offerings and business practices.

What will be the Size of the Dog Food Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2018-2022 and forecasts 2024-2028 - in the full report.
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The market continues to evolve, with ongoing innovations in ingredient sourcing, formulation, and processing techniques shaping the industry's landscape. For instance, sodium content levels and calorie density calculation are increasingly important considerations for pet owners seeking to maintain their pets' health. Antioxidant inclusion, mineral fortification, and gut microbiome impact are other key areas of focus. Dry kibble formulation undergoes pet food extrusion, ensuring optimal nutrient retention and palatability. Quality control measures, ingredient interaction, and shelf life extension are crucial aspects of manufacturing, while digestive health support, amino acid analysis, and allergen management are essential for meeting diverse consumer needs.

Food safety protocols, calcium phosphorus ratio, taurine content, crude fiber content, and palatability testing are integral parts of the production process. Canned food processing, meat by-product utilization, moisture content regulation, and pet food digestibility are additional areas of research and development. Prebiotic fiber types, fatty acid profile, protein source identification, probiotic strain selection, vitamin supplementation, and novel protein sources are some of the emerging trends in the market. The AAFCO statement plays a vital role in ensuring standardized nutritional labeling and kibble texture analysis. Industry growth is expected to reach 5% annually, driven by increasing pet ownership, rising consumer awareness, and advancements in pet nutrition technology.

For example, a leading pet food manufacturer reported a 12% increase in sales due to the introduction of a grain-free formulation with improved digestibility and gut health benefits.

How is this Dog Food Industry segmented?

The dog food industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

Product

  Dry dog food
  Dog treats and snacks
  Wet dog food


Distribution Channel

  Offline
  Online


Formulation

  Natural/Organic
  Grain-Free
  High-Protein
  Weight Management


Price Range

  Premium
  Mid-Range
  Economy


Geography

  North America

    US
    Canada


  Europe

    France
    Germany
    Italy
    UK


  Middle East and Africa

    Egypt
    KSA
    Oman
    UAE


  APAC

    China
    India
    Japan


  South America

    Argentina
    Brazil


  Rest of World (ROW)

By Product Insights

The dry dog food segment is estimated to witness significant growth during the forecast period.

In the dynamic pet food industry, dry kibble remains the dominant product category in 2023, catering to the nutritional needs of dogs with proteins, vitamins, and minerals. Packaging innovations and attractive designs are key trends, boosting sales growth. Manufacturers are expanding their consumer base through strategies like mergers and acquisitions. For instance, Hill's Pet Nutrition's acquisition of Nutriamo's Italian canned pet food manufacturing facility in May 2022. Mineral fortification and antioxidant inclusion are essential aspects of pet food production, ensuring optimal health support for pets. Sodium content levels are carefully managed to maintain a balance between taste and health.

Calorie density calculation is crucial for addressing the varying energy requirements of different dog breeds and sizes. Pet food extrusion and ca

This survey depicts the prevalence of obese and overweight pet dogs in the United States as of 2018. Around 19 percent of dogs were reported to be obese and some 37 percent to be overweight.

The oldest confirmed remains of domestic dogs in North America are from mid-continent archeological sites dated ~9,900 calibrated years before present (cal BP). Although this date suggests that dogs may not have arrived alongside the first Native Americans, the timing and routes for the entrance of New World dogs are unclear. Here, we present a complete mitochondrial genome of a dog from Southeast Alaska, dated to 10,150 ± 260 cal BP. We compared this high-coverage genome with data from modern dog breeds, historical Arctic dogs, and American precontact dogs (PCDs) from before European arrival. Our analyses demonstrate that the ancient dog shared a common ancestor with PCDs that lived ~14,500 years ago and diverged from Siberian dogs around 16,000 years ago, coinciding with the minimum suggested date for the opening of the North Pacific coastal (NPC) route along the Cordilleran Ice Sheet and genetic evidence for the initial peopling of the Americas. This ancient Southeast Alaskan dog occ...

The Report Covers Pet Care and Grooming Service Statistics in the United States. It is Segmented by Pet Type (cat, Dog, Horse, and Other Animals), Product Type (pet Food, Grooming Products, and Pet Care), and Service Type (grooming, Pet Transportation, Pet Boarding, Pet Sitting, Pet Walking, and Other Services). The Report Offers the Value (in USD) for the Above Segments.

Veterinary practices have benefited in recent years as more pet owners and agricultural producers seek out vets regularly to care for their animals. At the same time, medical advances have been emerging in veterinary care, extending care beyond preventive measures into specialized areas like immunotherapy and musculoskeletal conditions. Pet owners' evolving attitudes have also been driving pet spending in recent years, as more owners are willing to spend a premium on food, medicine or treatments that improve or extend their pets. Growing adoption of pet insurance, specifically for dogs, has also underpinned growth, as more owners can afford high-margin medical treatments. This willingness, combined with a record-high pet ownership rate, has strengthened the industry's in supporting pet owners. These trends have led industry-wide revenue to climb at a CAGR of 1.9% over the past five years – totaling an estimated $69.4 billion in 2025 – when revenue will rise an expected 2.4%. Pet ownership trends are among the most influential drivers for veterinary care in the US. According to the American Medical Veterinary Association, nearly 70% of US households had at least one dog or cat in 2024. Between 2016 and 2024, the dog population grew by over 12 million, while the cat population added nearly 16 million new cats. Higher pet ownership translates into a larger client base for vets, supporting revenue growth. Higher prices for vet visits have also contributed to the industry – data from the Bureau of Labor Statistics shows that the price for vet care rose faster than inflation between 2020 and 2024 and has jumped nearly 60% in cost between 2014 and 2024. Several factors contribute to price hikes, but higher costs are beginning to slow growth as pet owners defer the time between appointments, avoid elective visits or forgo ownership. Trends in pet ownership won't continue moving forward, creating a steady demand for comprehensive veterinary care. Still, the industry will face challenges addressing current headwinds, like labor shortages and rising operating costs. These challenges will likely maintain consolidation activity in the industry, creating a larger divide between corporate-owned or private equity-backed clinics and small, independent ones. Larger veterinary groups will also be able to offer more competitive wages to new graduates and access innovative tech advances, shifting competitive dynamics in the industry. In all, Veterinary Services' revenue is expected to expand at a CAGR of 1.7% to $75.6 billion over the next five years.

Data on prairie dog densities, flea abundance on prairie dogs, and plague epizootics in Montana and Utah, USA, 2003-2005. Prairie dog species (PDspecies in the data file) included black-tailed prairie dogs (PDs) (BTPD, Cynomys ludovicianus) in north-central Montana, white-tailed PDs (WTPD, Cynomys leucurus) in eastern Utah, and Utah PDs (UPD, Cynomys parvidens) in southwestern Utah. Field research was completed by the U.S. Geological Survey, Fort Collins Science Center, and colleagues. We used summertime visual counts as an index to PD densities (Pddensity in the data file). For each plot, we counted PDs using binoculars and/or spotting scopes from a single location outside the plot that gave the best view of the entire plot and repeated these counts on three (usually consecutive) days. We began counts just after sunrise and continued to conduct repeated systematic scans of the plot until the counts declined to about half the peak number (usually by late morning as PDs went below ground for their typical mid-day break). We converted the counts to density estimates (counts per hectare [ha]).The estimate we used to calculate density was the highest count obtained from a plot for the 3 days within a given year. We analyzed data from colonies experiencing a plague epizootic during this particular study (with an epizootic defined as greater than or equal to 90% decline in PD density). We indexed annual population change (PDpopchgProportion in the data file) by subtracting the count density estimate of the year before a plague epizootic (t1) from the density estimate during an epizootic (t2) for each plot, and dividing that by the density estimate from t1 to summarize population change as a proportionate change. We evaluated the correlation between PD population change and PD density in year t1, because negative plague-effects and the intensity of population decline may be greatest when PD densities are high in year t1 (a potential "density dependent" phenomenon discussed in a wide range of literature on disease ecology). We also evaluated the correlation between PD population change and flea abundance in year t1, because rates of plague transmission and, therefore, PD mortality are expected to increase with increasing flea densities. To assess flea abundance (PDfleas in the data file), we combed live-trapped PDs and counted the number of fleas on each PD. The PDs were live-trapped, individually marked with ear tags, and combed as thoroughly as possible for 30 seconds (s) to collect fleas. Prairie dogs were allowed to recover from anesthesia and released at their trapping locations. For each plot and year, we used the average value of flea counts (defined as flea abundance).