The dataset is updated to 2022-04-13. The raw data is from Apple mobility data at https://covid19.apple.com/mobility.

Motivation

This repository includes:
1) Data scraper of Google, Apple and Waze Mobility data
2) Preprocessed mobility reports in different formats
3) Merged mobility reports in summary files

License

See LICENSE.txt

About data

About Google COVID-19 Community Mobility Reports

About Apple COVID-19 Mobility Trends Reports

About Waze COVID-19 local driving trends

Credit

If you use this dataset, please cite original data sources:

1. Google LLC "Google COVID-19 Community Mobility Reports". https://www.google.com/covid19/mobility/ Accessed:

2. Apple Inc. "Apple COVID-19 Mobility Trends Reports". https://www.apple.com/covid19/mobility Accessed:

3. Waze Ltd "Waze COVID-19 Impact Dashboard". https://www.waze.com/covid19 Accessed:

Dataset contains daily COVID‑19 mobility trends reports. It features daily changes in requests for directions by transportation type for all available country, regions, sub-regions, and cities. There is no demographic information about users, so no statements are available about the representativeness of usage against the overall population. The full data can be downloaded as a CSV. Data is compared to a baseline volume, which is usage on January 13, 2020. Website also includes visualization that displays daily usage data and can be filtered to display any region in the dataset.

As global communities responded to COVID-19, we heard from public health officials that the same type of aggregated, anonymized insights we use in products such as Google Maps would be helpful as they made critical decisions to combat COVID-19. These Community Mobility Reports aimed to provide insights into what changed in response to policies aimed at combating COVID-19. The reports charted movement trends over time by geography, across different categories of places such as retail and recreation, groceries and pharmacies, parks, transit stations, workplaces, and residential.

Context

COVID‑19 mobility trends in countries/regions and cities.

Visualization

Example Animated Simulation/Visualization for Mobility data trend can be found at: https://covid19-mobility.netlify.app/

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F4802460%2F7533e73654a0de3af312be402aa2383a%2Fmobility_2.gif?generation=1588577316142432&alt=media" alt="">

Content

Added geo, ISO 3166, and wikidata-id Information to make it easier to analyze and cross-reference the mobility data rows.

New rows for Apple Mobility Data:

wikidata: Wikidata ids, that can be used to get to page such as https://www.wikidata.org/wiki/Q123709
lat: Latitude of Geo coordinate
lng: Longitude of Geo coordinate
short-code: abbrev code for the region
iso_3166_alpha_2: Alpha 2 form of ISO 3166 code
iso_3166_alpha_3: Alpha 3 form of ISO 3166 code
iso_3166_numeric: Numeric form of ISO 3166 code

New rows for Google Mobility Data:

wikidata: Wikidata ids, that can be used to get to page such as https://www.wikidata.org/wiki/Q123709
lat: Latitude of Geo coordinate
lng: Longitude of Geo coordinate
short-code: abbrev code for the region

Acknowledgements

Sources: https://www.apple.com/covid19/mobility https://www.google.com/covid19/mobility/

Thanks Mapbox for Geocoding API

Inspiration

How did global mobility change over time in response to Covid-19

Sources:Johns Hopkins University. 2020. “Mapping 2018-nCoV.” January 23. https://systems.jhu.edu/research/public-health/ncov/)

Apple. 2020. “Mobility Trends Reports.” https://www.apple.com/covid19/mobility

Due to changes in the collection and availability of data on COVID-19, this website will no longer be updated. The webpage will no longer be available as of 11 May 2023. On-going, reliable sources of data for COVID-19 are available via the COVID-19 dashboard and the UKHSA

GLA Covid-19 Mobility Report

Since March 2020, London has seen many different levels of restrictions - including three separate lockdowns and many other tiers/levels of restrictions, as well as easing of restrictions and even measures to actively encourage people to go to work, their high streets and local restaurants. This reports gathers data from a number of sources, including google, apple, citymapper, purple wifi and opentable to assess the extent to which these levels of restrictions have translated to a reductions in Londoners' movements.

The data behind the charts below come from different sources. None of these data represent a direct measure of how well people are adhering to the lockdown rules - nor do they provide an exhaustive data set. Rather, they are measures of different aspects of mobility, which together, offer an overall impression of how people Londoners are moving around the capital. The information is broken down by use of public transport, pedestrian activity, retail and leisure, and homeworking.

Public Transport

For the transport measures, we have included data from google, Apple, CityMapper and Transport for London. They measure different aspects of public transport usage - depending on the data source. Each of the lines in the chart below represents a percentage of a pre-pandemic baseline.

https://cdn.datapress.cloud/london/img/dataset/60e5834b-68aa-48d7-a8c5-7ee4781bde05/2025-06-09T20%3A54%3A15/6b096426c4c582dc9568ed4830b4226d.webp" alt="Embedded Image" />

activity Source Latest Baseline Min value in Lockdown 1 Min value in Lockdown 2 Min value in Lockdown 3 Citymapper Citymapper mobility index 2021-09-05 Compares trips planned and trips taken within its app to a baseline of the four weeks from 6 Jan 2020 7.9% 28% 19% Google Google Mobility Report 2022-10-15 Location data shared by users of Android smartphones, compared time and duration of visits to locations to the median values on the same day of the week in the five weeks from 3 Jan 2020 20.4% 40% 27% TfL Bus Transport for London 2022-10-30 Bus journey ‘taps' on the TfL network compared to same day of the week in four weeks starting 13 Jan 2020 - 34% 24% TfL Tube Transport for London 2022-10-30 Tube journey ‘taps' on the TfL network compared to same day of the week in four weeks starting 13 Jan 2020 - 30% 21% Pedestrian activity

With the data we currently have it's harder to estimate pedestrian activity and high street busyness. A few indicators can give us information on how people are making trips out of the house:

https://cdn.datapress.cloud/london/img/dataset/60e5834b-68aa-48d7-a8c5-7ee4781bde05/2025-06-09T20%3A54%3A15/bcf082c07e4d7ff5202012f0a97abc3a.webp" alt="Embedded Image" />

activity Source Latest Baseline Min value in Lockdown 1 Min value in Lockdown 2 Min value in Lockdown 3 Walking Apple Mobility Index 2021-11-09 estimates the frequency of trips made on foot compared to baselie of 13 Jan '20 22% 47% 36% Parks Google Mobility Report 2022-10-15 Frequency of trips to parks. Changes in the weather mean this varies a lot. Compared to baseline of 5 weeks from 3 Jan '20 30% 55% 41% Retail & Rec Google Mobility Report 2022-10-15 Estimates frequency of trips to shops/leisure locations. Compared to baseline of 5 weeks from 3 Jan '20 30% 55% 41% Retail and recreation

In this section, we focus on estimated footfall to shops, restaurants, cafes, shopping centres and so on.

https://cdn.datapress.cloud/london/img/dataset/60e5834b-68aa-48d7-a8c5-7ee4781bde05/2025-06-09T20%3A54%3A16/b62d60f723eaafe64a989e4afec4c62b.webp" alt="Embedded Image" />

activity Source Latest Baseline Min value in Lockdown 1 Min value in Lockdown 2 Min value in Lockdown 3 Grocery/pharmacy Google Mobility Report 2022-10-15 Estimates frequency of trips to grovery shops and pharmacies. Compared to baseline of 5 weeks from 3 Jan '20 32% 55.00% 45.000% Retail/rec <a href="https://ww

On August 18, 2021, users of Apple Maps in Russia made nearly 67 percent more requests for driving routes on the app compared to January 13, 2020. The lockdown to contain the spread of the coronavirus (COVID-19) in Russia started on March 30, 2020 and was held until May 11, 2020.

Since the coronavirus outbreak in Poland (March 4, 2020), the number of requests for designating pedestrian or car routes in the Apple Maps application has decreased on average by half compared to January 13, 2020. As of April 13, Polish Apple Maps users sent 73 percent fewer requests for driving routes and 84 percent fewer requests for walking directions compared to the same period in January 2020. The increased activity of Poles between mid-April and May results from changes introduced by the government to gradually restart the economy and lift restrictions related to the pandemic. Since 20 April, some rules concerning shopping, entering forests and parks, and the movement of young people over 13 years old have been loosened. On 4 May, the government decided to reopen shopping centers and hotels, libraries, and museums but introduced health and safety restrictions. Since 6 May, kindergartens and crèches have been reopened.

For further information about the coronavirus (COVID-19) pandemic, please visit our dedicated Facts and Figures page.

The global clinical mobility market is experiencing robust growth, projected to reach $1512.1 million in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 5.4% from 2025 to 2033. This expansion is fueled by several key factors. The increasing adoption of mobile health (mHealth) technologies, driven by the need for improved patient care and operational efficiency within healthcare settings, is a primary driver. Hospitals and clinics are increasingly leveraging mobile devices and applications for tasks such as electronic health record (EHR) access, telehealth consultations, remote patient monitoring, and medication management. Furthermore, the growing emphasis on value-based care, coupled with the need to reduce healthcare costs, is accelerating the integration of clinical mobility solutions. These solutions enhance communication and collaboration among healthcare providers, optimize workflows, and improve the overall quality of care. The market is also propelled by advancements in wireless technologies, improved mobile device capabilities, and the increasing availability of robust and secure clinical mobility platforms. Major players like Philips Healthcare, Cerner, Oracle, and others are contributing significantly to market growth through their innovative product offerings and strategic partnerships. However, challenges remain, including concerns about data security and privacy, the need for robust infrastructure, and the integration of these solutions into existing healthcare IT systems. Despite these hurdles, the long-term outlook for the clinical mobility market remains positive, with continued technological advancements and increasing adoption expected to drive substantial growth throughout the forecast period. The market segmentation (while not provided) likely includes software, hardware, and services, with variations across different healthcare settings (hospitals, clinics, etc.). Regional variations in healthcare infrastructure and technology adoption will also impact market growth across different geographical areas.

The global clinical mobility market is experiencing robust growth, driven by the increasing adoption of mobile health (mHealth) technologies and the rising demand for improved patient care and operational efficiency in healthcare settings. The market's expansion is fueled by several key factors, including the proliferation of smartphones and tablets, the development of sophisticated medical apps, and the increasing need for real-time data access across various healthcare settings. Furthermore, the integration of clinical mobility solutions with Electronic Health Records (EHR) systems is streamlining workflows, enhancing data security, and improving the quality of patient care. Major players like Philips Healthcare, Cerner, and others are driving innovation, developing advanced solutions that improve communication, facilitate remote patient monitoring, and support clinical decision-making. Government initiatives promoting telehealth and digital health further contribute to market growth. While challenges remain, such as ensuring data security and interoperability across different systems, the overall trend indicates a sustained and significant expansion of the clinical mobility market in the coming years. Despite the significant market opportunities, several factors could restrain growth. These include the high initial investment costs associated with implementing new technologies, concerns around data privacy and security, and the need for robust training and support for healthcare professionals. The varying levels of technological infrastructure and digital literacy across different regions also pose challenges. However, the long-term benefits of enhanced patient care, streamlined workflows, and improved operational efficiency are expected to outweigh these challenges, leading to continued market expansion. The segmentation of the market, encompassing different types of devices, software solutions, and applications, contributes to its diversity and the multitude of opportunities within it. The competitive landscape is characterized by both established healthcare giants and emerging technology companies, indicating a dynamic and innovative market. Based on a projected CAGR of (let's assume a reasonable CAGR of 15% based on industry trends), we estimate the market to reach approximately $50 billion by 2033, demonstrating substantial future potential.

Trauma is common in dogs and causes significant morbidity and mortality, but it remains challenging to predict the prognosis of dogs with traumatic injuries. This study aimed to quantify plasma high-mobility group box-1 (HMGB-1) and cytokine concentrations in dogs with moderate-to-severe trauma, and to evaluate the association between these biomarkers and the injury severity and survival to discharge. Using a prospective, observational case-control study design, 49 dogs with an animal trauma triage (ATT) score ≥3 were consecutively enrolled from 07/2015 to 10/2017 and followed to hospital discharge. Dogs

Dataset grouping together some of the indicators from the quarterly travel bulletin published by the City of Paris Travel Observatory since 1990.

Some of the data accessible here dates back to to 2011.The bicycle index has been replaced by an average daily number since the third quarter of 2022.

The indicators are illustrated and the the latest review is downloadable on the page Travel report in Paris.

The market consists of diverse product segments based on type and application:

Type: Bluetooth, Wearable Technology, Mobile Augmented Reality, Wireless Gigabit

Application: Electronic Products, Car, Medical Equipment, Other Recent developments include: Qualcomm announces the launch of a new 5G modem, enabling faster connectivity and reduced latency in mobility devices.

, Apple introduces the latest iPhone with enhanced mobility features, including improved camera capabilities and augmented reality enhancements.

, Motorola Solutions collaborates with Microsoft to integrate mobility solutions with Microsoft's cloud platform for seamless enterprise communication.. Key drivers for this market are: Increased Digital Transformation: Enterprises are embracing digital transformation initiatives, leading to a growing demand for mobility solutions that enhance productivity, collaboration, and remote access.

Proliferation of Smart Devices: The widespread adoption of smartphones, tablets, and wearable devices is fueling the need for robust mobility technology infrastructure.. Potential restraints include: Data Security Concerns: As mobility technology becomes more prevalent, concerns about data security and privacy arise, requiring robust measures to protect user information.

Interoperability Challenges: The integration of mobility technology with existing systems can be complex, leading to interoperability issues and increased costs.. Notable trends are: Advent of advanced technologies like Bluetooth and wearables is driving the market growth.

Dataset grouping some of the monthly indicators of the travel report published by the Travel Observatory of the City of Paris.

The indicators are illustrated and thethe latest reviews are downloadable on the page Review of trips to Paris

U.S. Tariff Impact on Smart Mobility Apps Market

The U.S. administration's recent tariff policies have introduced significant challenges for the smart mobility apps market. While electronics like smartphones and laptops were initially exempted from tariffs, the broader implications of these trade policies are being felt across the industry.

For instance, Apple reported that impending tariffs could cost the company $900 million in the June quarter, primarily due to increased production costs and supply chain disruptions. Similarly, Amazon sellers are facing increased costs due to the elimination of the de minimis trade exemption, leading to potential price hikes and reduced profit margins.

➤ Discover how our research uncovers business opportunities @ https://market.us/report/smart-mobility-apps-market/free-sample/

These developments highlight the interconnectedness of hardware and software in the smart mobility ecosystem, where tariffs on physical components can indirectly affect app developers and service providers. The increased operational costs may lead to reduced marketing budgets and potential price hikes for consumers, impacting user acquisition and retention.

Economic Impact

• Increased Operational Costs: Tariffs on imported components have led to higher production expenses for smart mobility app providers.
• Reduced Profit Margins: Higher costs may result in squeezed margins, affecting overall profitability.
• Investment Delays: Uncertainty in trade policies may lead to postponed investments in infrastructure and technology.

Geographical Impact

• North America: Faces significant cost increases due to tariffs on imported components.
• Asia-Pacific: May experience less impact due to local production, but global supply chain disruptions can still affect the region.
• Europe: Potential for increased costs and delays in service expansion due to reliance on imported technologies.

Business Impact

• Operational Adjustments: Companies may need to reassess their supply chains and production strategies.
• Pricing Strategies: Increased costs may lead to higher service prices, affecting competitiveness.
• Market Expansion: Tariffs may hinder expansion efforts into new markets due to increased operational costs.

Key Takeaways

• U.S. tariffs have increased operational costs for smart mobility app providers.
• The interconnectedness of hardware and software in the industry amplifies the impact of t...

Global BYOD & Enterprise Mobility Market was valued at USD 75.23 billion in 2023 and is expected to reach USD 141.82 billion by 2029 with a CAGR of 10.98% during the forecast period.

The Enterprise Mobility Management (EMM) Services for Wearables market is experiencing robust growth, driven by the increasing adoption of wearable devices in enterprise settings and the need for secure and efficient management of these devices. The market, estimated at $2 billion in 2025, is projected to experience a Compound Annual Growth Rate (CAGR) of 25% from 2025 to 2033, reaching an estimated $12 billion by 2033. This growth is fueled by several key factors. Firstly, the rising popularity of wearables for various business applications, such as tracking employee productivity, enhancing worker safety, and improving customer service interactions, is a significant driver. Secondly, the growing concerns surrounding data security and compliance within organizations are pushing businesses towards robust EMM solutions to manage sensitive information accessed through wearables. Finally, advancements in wearable technology itself, including improved functionalities and battery life, are contributing to increased adoption rates. Major players like VMware, Apple, Microsoft, and Google are actively developing and deploying EMM solutions tailored for wearables, further stimulating market expansion. However, challenges remain. High initial investment costs associated with implementing EMM solutions can be a deterrent for some smaller businesses. Additionally, the diverse range of wearable devices and operating systems necessitates compatibility across multiple platforms, requiring significant development and maintenance efforts from vendors. Despite these restraints, the long-term outlook for the EMM Services for Wearables market remains exceedingly positive, given the ongoing proliferation of wearable devices and the rising emphasis on workplace efficiency and security. The integration of EMM with other enterprise software solutions, such as Enterprise Resource Planning (ERP) systems, is likely to further enhance market growth in the coming years.

In Brazil Wearable Technology Market, Apple Inc. launched new health-focused features in its latest smartwatch series, including non-invasive blood glucose tracking and mental wellness alerts.