When it comes to the satisfaction with local public transportation in selected countries worldwide, Switzerland ranks the highest in this list. ** percent of consumer in Switzerland share this attitude. Following in the second place is South Korea, while Greece can be found at the bottom of the ranking.Statista Consumer Insights offer you all results of our exclusive Statista surveys, based on more than ********* interviews.

The per capita consumer spending on transportation ranking is led by Luxembourg with ******** U.S. dollars, while Iceland is following with ******** U.S. dollars. In contrast, Benin is at the bottom of the ranking with **** U.S. dollars, showing a difference of ******* U.S. dollars to Luxembourg. Consumer spending, in this case transportation-related spending per capita, refers to the domestic demand of private households and non-profit institutions serving households (NPISHs). Spending by corporations and the state is not included. The forecast has been adjusted for the expected impact of COVID-19.Consumer spending is the biggest component of the gross domestic product as computed on an expenditure basis in the context of national accounts. The other components in this approach are consumption expenditure of the state, gross domestic investment as well as the net exports of goods and services. Consumer spending is broken down according to the United Nations' Classification of Individual Consumption By Purpose (COICOP). The shown data adheres broadly to group 07. As not all countries and regions report data in a harmonized way, all data shown here has been processed by Statista to allow the greatest level of comparability possible. The underlying input data are usually household budget surveys conducted by government agencies that track spending of selected households over a given period.The data is shown in nominal terms which means that monetary data is valued at prices of the respective year and has not been adjusted for inflation. For future years the price level has been projected as well. The data has been converted from local currencies to US$ using the average exchange rate of the respective year. For forecast years, the exchange rate has been projected as well. The timelines therefore incorporate currency effects.

In 2019, Buses and Coaches Production in India jumped by 9.2% compared to a year earlier.

Ebitda Time Series for Evergreen International Storage & Transport Corp. Evergreen International Storage & Transport Corporation, together with its subsidiaries, provides inland container transport and container terminal operations in Taiwan, America, and internationally. It operates through Inland Transportation; Container Terminals; International Marine Business; Gasoline Station; Freight Forwarder; and Others segments. The company offers inland container terminal services, including lifting operations, and control of inbound and outbound containers; warehousing and inspection of inbound container cargos; warehousing of LCL outbound cargos; operations of the bonded warehouse; container repairing and cleaning service; and warehousing in the distribution center. It also provides inland container haulage service for shipping and trade related industries, including shipside operations, container haulage, long-distance haulage, professional hovercraft transport, and special container haulage services; and operates gasoline stations that sell various gasoline, diesel, and CPC branded lubricants. In addition, the company provides passenger transport services through buses; operates a tire shop for tire sales, tire repairs and replacements, wheel balancing and alignment, air-conditioning repair, insurance claims, and other related services; and offers vehicle maintenance and inspection services. Further, it provides logistics; marine terminal stevedoring; marine ships chartering and leasing; logistics park; management consulting and employment agency services; marine and air freight forwarding; information administration; and ship trading, transportation and chartering services, as well as leases and invests in overseas container terminals. The company was formerly known as Everglory Transport Corporation and changed its name to Evergreen International Storage & Transport Corporation in September 2001. Evergreen International Storage & Transport Corporation was incorporated in 1973 and is headquartered in Taoyuan City, Taiwan.

Bottleneck Ranking from Probe Data Market Outlook

According to our latest research, the global Bottleneck Ranking from Probe Data market size reached USD 1.21 billion in 2024, with a robust compound annual growth rate (CAGR) of 14.7% projected through the forecast period. By 2033, the market is anticipated to reach USD 4.04 billion, driven by the increasing adoption of intelligent transportation systems and the growing need for real-time traffic management solutions. The primary growth factor fueling this surge is the escalating demand for accurate and dynamic traffic bottleneck identification, which enables governments and enterprises to optimize road usage and reduce congestion efficiently.

A major driver for the Bottleneck Ranking from Probe Data market is the proliferation of smart city initiatives worldwide. As urban populations swell and cities become more congested, the need for advanced traffic management tools becomes paramount. Probe data, sourced from GPS, mobile devices, and sensors, provides granular, real-time insights into traffic flows, enabling authorities to identify and address bottlenecks proactively. The integration of these data sources with AI and machine learning algorithms has further enhanced the accuracy and predictive capabilities of bottleneck ranking systems, making them indispensable for modern urban planning and transportation management. Additionally, governments are increasingly investing in digital infrastructure to support sustainable mobility, further propelling market growth.

The evolution of connected vehicles and the Internet of Things (IoT) has also played a pivotal role in shaping the Bottleneck Ranking from Probe Data market. As vehicles become smarter and more interconnected, the volume and variety of probe data available for analysis have expanded dramatically. This influx of data allows for more comprehensive and dynamic analysis, empowering transportation authorities to implement adaptive traffic control measures and real-time incident detection. Moreover, logistics companies and urban planners are leveraging these insights to streamline operations, enhance route planning, and minimize delays, all of which contribute to the overall efficiency of transportation networks. The continuous advancement of data analytics platforms and cloud-based solutions is expected to further accelerate market expansion in the coming years.

Another significant growth factor is the increasing emphasis on sustainability and environmental impact reduction. Traffic congestion is a major contributor to urban air pollution and greenhouse gas emissions. By leveraging bottleneck ranking from probe data, cities can implement targeted interventions to alleviate congestion hotspots, thereby reducing vehicle idling times and associated emissions. This aligns with global efforts to promote green mobility and achieve climate goals, making probe data-driven solutions a key component of future transportation strategies. Furthermore, the availability of government grants and public-private partnerships for smart mobility projects is encouraging the adoption of advanced bottleneck ranking systems across both developed and emerging economies.

Regionally, North America and Europe are currently leading the market, thanks to their mature transportation infrastructure and early adoption of smart traffic management solutions. However, the Asia Pacific region is expected to witness the fastest growth, driven by rapid urbanization, increasing vehicle ownership, and substantial investments in smart city projects. Countries like China, India, and Japan are at the forefront of deploying probe data-based traffic management systems, aiming to address the challenges posed by burgeoning urban populations and evolving mobility patterns. Meanwhile, Latin America and the Middle East & Africa are gradually catching up, with governments recognizing the value of probe data analytics in addressing unique regional transportation challenges.

Data Source Analysis

The Bottleneck Ranking from Probe Data market is segmente

In 2019, Tokyo had the busiest metro network with about *** billion number of journeys followed by Moscow with about *** billion ridership. In 2019, the top 10 busiest metro networks in the world had a ridership of above *** billion each. However in 2020, the figures plummeted as a consequence of the COVID-19 pandemic and some metro networks were far more affected than others. In New Delhi, traffic decreased by almost ** percent from 2019, and in New York and Mexico City, the metro network ridership declined by ** percent and ** percent respectively.

In the shared mobility market worldwide in 2024, the flights segment generated the highest revenue, reaching approximately 644.5 billion U.S. dollars. The public transportation segment ranked second with around 288.4 billion U.S. dollars, while ride-hailing followed with about 173.81 billion U.S. dollars.

Context

This dataset is the result of my study on web-scraping of English Wikipedia in R and my tests on regression and classification modelization in R.

Content

The content is create by reading the appropriate articles in English Wikipedia about Italian cities: I did'nt run NPL analisys but only the table with the data and I ranked every city from 0 to N in every aspect. About the values, 0 means "*the city is not ranked in this aspect*" and N means "*the city is at first place, in descending order of importance, in this aspect* ". If there's no ranking in a particular aspect (for example, the only existence of the airports/harbours with no additional data about the traffic or the size), then 0 means "*no existence*" and N means "*there are N airports/harbours*". The only not-numeric column is the column with the name of the cities in English form, except some exceptions (for example, "*Bra (CN)* " because of simplicity.

Acknowledgements

I acknowledge the Wikimedia Foundation for his work, his mission and to make available the cover image of this dataset, (please read the article "The Ideal city (painting)") . I acknowledge too StackOverflow and Cross-Validated to be the most important focus of technical knowledge in the world, all the people in Kaggle for the suggestions.

Inspiration

As a beginner in data analisys and modelization (Ok, I passed the exam of statistics in Politecnico di Milano (Italy), but there are more than 10 years that I don't work in this topic and my memory is getting old ^_^) I worked more on data clean, dataset building and building the simplest modelization.

You can use this datase to realize which city is good to live or to expand this to add some other data from Wikipedia (not only reading the tables but too to read the text adn extrapolate the data from the meaningless text.)

Change-To-Inventory Time Series for Evergreen International Storage & Transport Corp. Evergreen International Storage & Transport Corporation, together with its subsidiaries, provides inland container transport and container terminal operations in Taiwan, America, and internationally. It operates through Inland Transportation; Container Terminals; International Marine Business; Gasoline Station; Freight Forwarder; and Others segments. The company offers inland container terminal services, including lifting operations, and control of inbound and outbound containers; warehousing and inspection of inbound container cargos; warehousing of LCL outbound cargos; operations of the bonded warehouse; container repairing and cleaning service; and warehousing in the distribution center. It also provides inland container haulage service for shipping and trade related industries, including shipside operations, container haulage, long-distance haulage, professional hovercraft transport, and special container haulage services; and operates gasoline stations that sell various gasoline, diesel, and CPC branded lubricants. In addition, the company provides passenger transport services through buses; operates a tire shop for tire sales, tire repairs and replacements, wheel balancing and alignment, air-conditioning repair, insurance claims, and other related services; and offers vehicle maintenance and inspection services. Further, it provides logistics; marine terminal stevedoring; marine ships chartering and leasing; logistics park; management consulting and employment agency services; marine and air freight forwarding; information administration; and ship trading, transportation and chartering services, as well as leases and invests in overseas container terminals. The company was formerly known as Everglory Transport Corporation and changed its name to Evergreen International Storage & Transport Corporation in September 2001. Evergreen International Storage & Transport Corporation was incorporated in 1973 and is headquartered in Taoyuan City, Taiwan.

As of 2022, Brazilian cities had some of the most used bus rapid transit (BRT) systems in the world, with Rio de Janeiro recording just over *********** passengers, the largest BRT ridership in the world. São Paulo ranked fourth, with *********** annual passengers. While Brazilian cities have some of the largest riderships, in terms of length, the largest bus rapid transit system in the world is in Jakarta, Indonesia. Bus rapid transit Bus rapid transit (BRT) differs slightly from conventional urban bus transit in that BRT is intended to provide higher capacity and lower transport times. This is generally achieved through a combination of dedicated bus lanes, multiple car vehicles, buses having right of way, and greater distance between stops. BRT systems are most popular in Latin America. Rapid transit in Latin America Coexisting with its extensive use of BRT, Latin America also has a considerable network of metro train systems. ** cities in Latin America have a metro train network and the region has an annual metro ridership consistently larger than North America. However, the Latin American metro network is somewhat limited in scope, having an overall track length lower than its ridership would suggest and with many systems having been built relatively recently.

It probably comes as no surprise that in a global 2019 survey of railroad efficiency, the top two places went to Japan and Hong Kong, with scores of *** and *** (out of seven) respectively. What may come as a surprise though is that the United States raked a **** place, with a score of ***, beating Germany and Russia, who both scored ***. EfficiencyIn the survey, efficiency was measured broadly, combining categories such as frequency, punctuality, speed and price. Of course, this measure is subjective and does not take into account external, objective factors. For example, the density of rail networks and overall levels of ridership do not appear to be reflected in the efficiency ratings. Passenger railBroadly speaking, passenger rail can be divided into two categories: intercity and urban. Intercity rail runs between different cities, usually operated by a large, state-owned or subsidized national carrier such as Amtrak in the U.S. or Deutsche Bahn in Germany. Conversely, urban rail operates in a single city or metropolitan region, and can include a multitude of providers operating a combination of suburban trains, subway systems and light rail networks. Passenger rail volumes are much higher in the Asia Pacific region than anywhere else, followed by Europe then North America.

Interest-Income Time Series for Evergreen International Storage & Transport Corp. Evergreen International Storage & Transport Corporation, together with its subsidiaries, provides inland container transport and container terminal operations in Taiwan, America, and internationally. It operates through Inland Transportation; Container Terminals; International Marine Business; Gasoline Station; Freight Forwarder; and Others segments. The company offers inland container terminal services, including lifting operations, and control of inbound and outbound containers; warehousing and inspection of inbound container cargos; warehousing of LCL outbound cargos; operations of the bonded warehouse; container repairing and cleaning service; and warehousing in the distribution center. It also provides inland container haulage service for shipping and trade related industries, including shipside operations, container haulage, long-distance haulage, professional hovercraft transport, and special container haulage services; and operates gasoline stations that sell various gasoline, diesel, and CPC branded lubricants. In addition, the company provides passenger transport services through buses; operates a tire shop for tire sales, tire repairs and replacements, wheel balancing and alignment, air-conditioning repair, insurance claims, and other related services; and offers vehicle maintenance and inspection services. Further, it provides logistics; marine terminal stevedoring; marine ships chartering and leasing; logistics park; management consulting and employment agency services; marine and air freight forwarding; information administration; and ship trading, transportation and chartering services, as well as leases and invests in overseas container terminals. The company was formerly known as Everglory Transport Corporation and changed its name to Evergreen International Storage & Transport Corporation in September 2001. Evergreen International Storage & Transport Corporation was incorporated in 1973 and is headquartered in Taoyuan City, Taiwan.

In 2023, London boasted the most extensive metro network in Europe of over *** kilometers in length. By comparison, the second-largest metro network, in the Spanish capital of Madrid, was around *** kilometers long – just over half the size of London’s metro system. The Tube The London Underground, also sometimes referred to as the Tube, makes up the majority of London’s metro network. It was the world’s first underground train line, opening in **** on what is today known as the Metropolitan Line. Today, the London Underground carries nearly *** billion passengers per year, about a third of all passengers traveling on Transport for London’s public transport services. Worldwide largest metro networks in China The longest metro network in the world can be found in China. Shanghai’s metro network extends to a length of *** kilometers and is closely followed by Beijing, which has a metro network measuring *** kilometers. London’s metro network only comes fourth in the global ranking, following Seoul in third place.

In the shared mobility market in Europe in 2024, the flights segment generated the highest revenue, reaching approximately ************** U.S. dollars. The public transportation segment ranked second with around ************** U.S. dollars, while train tickets followed with about ************* U.S. dollars.

According to the government artificial intelligence (AI) readiness index rankings, the United States (U.S.) is the highest-ranked country on the worldwide index in 2024, with an index score of *****. This means that the U.S. is considered the country best situated in the world to implement AI within public services, from healthcare to education to transportation. Other noteworthy countries with high indexes were Singapore, the Republic of Korea, and France coming in at second, third, and fourth respectively. China ranks **** on the index as it only measures AI readiness instead of AI implementation. Compared to many other countries that may score more highly for AI readiness, China is advanced in implementing AI capabilities to public services as it has made this a top government priority.

Based on revenue, Daimler Truck topped the list of leading truck and bus manufacturers in 2024. Daimler Truck generated almost **** billion U.S. dollars in revenue that year, dwarfing all other brands by at least ***** billion dollars. The company sells trucks under its Freightliner, Western Star, BharatBenz, Mercedes-Benz, and Fuso brands, and split from the Mercedes-Benz Group in 2021. Sales dip for European leadersGermany-based Daimler Truck continued to be the leading truck manufacturer in 2024. Other top companies included Volvo, Volkswagen, and Paccar. Volkswagen owns Scania and MAN SE; it is also in a strategic alliance with Navistar. Scania Aktiebolag is an automotive industry manufacturer of trucks and buses for heavy transport applications, as well as industrial and marine engines. The company was founded in 1891 and is headquartered in Södertälje, Sweden. Although Europe continues to be Scania’s most important market, the manufacturer reported a decline in sales across the market mainly due to supply chain disruption. Scania’s Swedish peer rival, Volvo owns important brands, including Mack, Volvo, and Renault Trucks. The company is also in a strategic partnership with China's Dongfeng. Paccar, the only non-European manufacturer in the ranking, came fourth.

Net-Income-Applicable-To-Common-Shares Time Series for Evergreen International Storage & Transport Corp. Evergreen International Storage & Transport Corporation, together with its subsidiaries, provides inland container transport and container terminal operations in Taiwan, America, and internationally. It operates through Inland Transportation; Container Terminals; International Marine Business; Gasoline Station; Freight Forwarder; and Others segments. The company offers inland container terminal services, including lifting operations, and control of inbound and outbound containers; warehousing and inspection of inbound container cargos; warehousing of LCL outbound cargos; operations of the bonded warehouse; container repairing and cleaning service; and warehousing in the distribution center. It also provides inland container haulage service for shipping and trade related industries, including shipside operations, container haulage, long-distance haulage, professional hovercraft transport, and special container haulage services; and operates gasoline stations that sell various gasoline, diesel, and CPC branded lubricants. In addition, the company provides passenger transport services through buses; operates a tire shop for tire sales, tire repairs and replacements, wheel balancing and alignment, air-conditioning repair, insurance claims, and other related services; and offers vehicle maintenance and inspection services. Further, it provides logistics; marine terminal stevedoring; marine ships chartering and leasing; logistics park; management consulting and employment agency services; marine and air freight forwarding; information administration; and ship trading, transportation and chartering services, as well as leases and invests in overseas container terminals. The company was formerly known as Everglory Transport Corporation and changed its name to Evergreen International Storage & Transport Corporation in September 2001. Evergreen International Storage & Transport Corporation was incorporated in 1973 and is headquartered in Taoyuan City, Taiwan.

In 2021, over ****** metric tons of air cargo were transported between Mexico City and Los Angeles, which made it the most important route for international air cargo transportation in the Latin American country. Following in the ranking was Mexico City - Frankfurt, with approximately ****** freight metric tons.