As per the Global Liveability Index of 2024, five Indian cities figured on the list comprising 173 across the world. Indian megacities Delhi and Mumbai tied for 141st place with a score of **** out of 100. They were followed by Chennai (****), Ahmedabad (****), and Bengaluru (****). What are indicators for livability The list was topped by Vienna for yet another year. The index measures cities on five broad indicators such as stability, healthcare, culture and environment, education, and infrastructure. As per the Economic Intelligence Unit’s suggestions, if a city’s livability score is between ** to ** then “livability is substantially constrained”. Less than ** means most aspects of living are severely restricted. Least Liveable cities on the index The least liveable cities were in Sub-Saharan Africa and the Middle East and North Africa regions. Damascus and Tripoli ranked the lowest. Tel Aviv also witnessed significant drop due to war with Hamas.

Title: Population Data of Indian Cities (2011 and 2001)

Description: This dataset contains population information for various cities in India, categorized by rank, city name, and population figures for the years 2011 and 2001. Additionally, it includes the corresponding state or union territory to which each city belongs. The dataset provides insights into population changes over a decade in different cities across India.

Columns:

Rank: This column represents the rank of each city based on its population in the year 2011. Cities are typically ranked in descending order of population, with the most populous city having the rank 1.

City: This column contains the names of the cities for which population data is recorded.

Population (2011): This column displays the population count of each city as of the year 2011. The population figures are likely to be recorded in thousands or millions

Population (2001): This column provides the population count of each city as of the year 2001. Comparing this data with the 2011 population figures allows for an analysis of population growth or decline over the decade.

State or Union Territory: This column indicates the administrative division to which each city belongs. In India, cities are typically grouped into states or union territories, and this column helps identify the geographical context of each city.

Delhi was the largest city in terms of number of inhabitants in India in 2023.The capital city was estimated to house nearly 33 million people, with Mumbai ranking second that year. India's population estimate was 1.4 billion, ahead of China that same year.

This dataset is designed to evaluate and rank real estate properties based on their exposure to various weather conditions and natural disasters. It integrates multiple factors — including environmental risks, geographic vulnerabilities, and historical climate trends — to assist stakeholders in making weather-aware investment decisions.

Dataset Objectives: **Assess property vulnerability to weather-related hazards such as floods, droughts, storms, and extreme temperatures. **Enable comparative ranking of locations based on weather resilience. **Provide insights for urban planning, insurance evaluation, and property pricing models.

Delhi was the largest city in terms of number of inhabitants in India in 2025. The capital city was estimated to house nearly 35 million people, with Mumbai ranking second that year. India's population estimate was 1.4 billion, ahead of China that same year.

The provided data set contains information about the population of various cities in India. It includes the rank of each city based on its population, the city name, and the population figures for both 2011 and 2001. The data also includes the state or union territory to which each city belongs.

This dataset is about universities in India. It has 66 rows. It features 4 columns: city, ranking, and foundation year.

About this dataset

Context

This list ranks the 5 cities in the Indian River County, FL by American Indian and Alaska Native (AIAN) population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 5-Year Estimates, including:

• 2019-2023 American Community Survey 5-Year Estimates
• 2018-2022 American Community Survey 5-Year Estimates
• 2017-2021 American Community Survey 5-Year Estimates
• 2016-2020 American Community Survey 5-Year Estimates
• 2015-2019 American Community Survey 5-Year Estimates

Variables / Data Columns

• Rank by Native American Population: This column displays the rank of cities in the Indian River County, FL by their American Indian and Alaska Native (AIAN) population, using the most recent ACS data available.
• cities: The cities for which the rank is shown in the previous column.
• Native American Population: The Native American population of the cities is shown in this column.
• % of Total cities Population: This shows what percentage of the total cities population identifies as Native American. Please note that the sum of all percentages may not equal one due to rounding of values.
• % of Total Indian River County Native American Population: This tells us how much of the entire Indian River County, FL Native American population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
• 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Swachh Survekshan is a annual cleanliness survey conducted in India by the Ministry of Housing and Urban Affairs as part of the Swachh Bharat Abhiyan (Clean India Mission).

The Swachh Survekshan initiative was launched to assess and rank cities based on their cleanliness and sanitation efforts.

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The survey considers factors such as waste collection and disposal, open defecation-free status, solid waste management, citizen feedback, and the use of innovative practices for cleanliness. The rankings aim to recognize and reward cities that have made significant strides in improving their cleanliness and sanitation.

Maximum Scores and Breakup for each Annual Survey conducted so far

1. 2016 Survey - 2000 - SERVICE LEVEL STATUS SCORE - 1000 - INDEPENDENT OBSERVATION SCORE - 500 - CITIZEN SCORE - 500

2. 2017 Survey - 2000 - SERVICE LEVEL STATUS SCORE - 1000 - INDEPENDENT OBSERVATION SCORE - 500 - CITIZEN SCORE - 500

3. 2018 Survey - 4000 - SERVICE LEVEL PROGRESS SCORE - 1400 - DIRECT OBSERVATION SCORE - 1200 - CITIZEN FEEDBACK & SWACCHATA APP SCORE - 1400

4. 2019 Survey - 5000 - SERVICE LEVEL PROGRESS SCORE - 1250 - CERTIFICATION - 1250 - DIRECT OBSERVATION SCORE - 1250 - CITIZEN FEEDBACK & SWACCHATA APP SCORE - 1250

5. 2020 Survey - 6000 - SERVICE LEVEL PROGRESS SCORE - 1500 - CERTIFICATION - 1500 - DIRECT OBSERVATION SCORE - 1500 - CITIZEN FEEDBACK & SWACCHATA APP SCORE - 1500

6. 2022 Survey - 7500 - SERVICE LEVEL PROGRESS SCORE - 3000 - CITIZEN VOICE SCORE- 2250 - CERTIFICATION SCORE - 2250

7. 2023 Survey - 9500 - SERVICE LEVEL PROGRESS SCORE - 4525 - CITIZEN VOICE SCORE- 2475 - CERTIFICATION SCORE - 2500

Evaluation Parameters

The first component, 'Service Level Progress,' assesses segregated waste collection, cleanliness of public areas, plastic waste management, capacity building, waste reduction, and reuse.

The second component, 'Certification,' considers the city's achievement in 'Garbage Free City' star rating and Open Defecation Free (ODF/ODF+/ODF++/Water+) certification.

The third component, 'Citizen's Voice,' examines citizen engagement, Swachh technology challenge participation, grievance redressal through the Swachhata App, innovation, best practices, and disaster and epidemic response.

In India, the share of the population that earned at least the equivalent of the highest 10 percent of global income earners as of 2022 in purchasing power parity (PPP) terms was *** percent. Hyderabad topped the list with the highest share of the upper or high-class category consumers, at over ** percent. Cities from south India topped the list with the first four ranks, followed by the national capital, Delhi.

About this dataset

Context

This list ranks the 23 cities in the Atlantic County, NJ by American Indian and Alaska Native (AIAN) population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 5-Year Estimates, including:

• 2019-2023 American Community Survey 5-Year Estimates
• 2018-2022 American Community Survey 5-Year Estimates
• 2017-2021 American Community Survey 5-Year Estimates
• 2016-2020 American Community Survey 5-Year Estimates
• 2015-2019 American Community Survey 5-Year Estimates

Variables / Data Columns

• Rank by Native American Population: This column displays the rank of cities in the Atlantic County, NJ by their American Indian and Alaska Native (AIAN) population, using the most recent ACS data available.
• cities: The cities for which the rank is shown in the previous column.
• Native American Population: The Native American population of the cities is shown in this column.
• % of Total cities Population: This shows what percentage of the total cities population identifies as Native American. Please note that the sum of all percentages may not equal one due to rounding of values.
• % of Total Atlantic County Native American Population: This tells us how much of the entire Atlantic County, NJ Native American population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
• 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

As of September 2025, Mumbai had the highest cost of living among other cities in the country, with an index value of ****. Gurgaon, a satellite city of Delhi and part of the National Capital Region (NCR) followed it with an index value of ****.  What is cost of living? The cost of living varies depending on geographical regions and factors that affect the cost of living in an area include housing, food, utilities, clothing, childcare, and fuel among others. The cost of living is calculated based on different measures such as the consumer price index (CPI), living cost indexes, and wage price index. CPI refers to the change in the value of consumer goods and services. The wage price index, on the other hand, measures the change in labor services prices due to market pressures. Lastly, the living cost indexes calculate the impact of changing costs on different households. The relationship between wages and costs determines affordability and shifts in the cost of living. Mumbai tops the list Mumbai usually tops the list of most expensive cities in India. As the financial and entertainment hub of the country, Mumbai offers wide opportunities and attracts talent from all over the country. It is the second-largest city in India and has one of the most expensive real estates in the world.

About this dataset

Context

This list ranks the 5 cities in the Indian River County, FL by White population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 5-Year Estimates, including:

• 2019-2023 American Community Survey 5-Year Estimates
• 2018-2022 American Community Survey 5-Year Estimates
• 2017-2021 American Community Survey 5-Year Estimates
• 2016-2020 American Community Survey 5-Year Estimates
• 2015-2019 American Community Survey 5-Year Estimates

Variables / Data Columns

• Rank by White Population: This column displays the rank of cities in the Indian River County, FL by their White population, using the most recent ACS data available.
• cities: The cities for which the rank is shown in the previous column.
• White Population: The White population of the cities is shown in this column.
• % of Total cities Population: This shows what percentage of the total cities population identifies as White. Please note that the sum of all percentages may not equal one due to rounding of values.
• % of Total Indian River County White Population: This tells us how much of the entire Indian River County, FL White population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
• 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Content

The current population of India is 1,403,717,340 as of Sunday, April 3, 2022, based on Worldometer elaboration of the latest United Nations data. This three datasets contain population data of India (2020 and historical), population forecast and population in major cities.

Attribute Information

• Year - Years from 2020-1955
• Population - Population in the respective year
• Yearly % Change - Percentage Yearly Change in Population
• Yearly Change - Yearly Change in Population
• Migrants (net) - Total number of migrants
• Median Age - Median age of the population
• Fertility Rate - Fertility rate
• Density (P/Km²)- Population density (population per square km)
• Urban Pop %- Percentage of urban population
• Urban Population- Urban population
• Country's Share of World Pop - Population share
• World Population - World Population in the respective year
• India Global Rank - Global Rank in Population

Source

Link : https://www.worldometers.info/world-population/india-population/

Updated Covid 19 and Other Datasets

Link : https://www.kaggle.com/anandhuh/datasets

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As of September 2025, Hyderabad was the leading Indian city in local purchasing power among other Indian cities, with an index score of over *****. It was followed by Bengaluru and Pune. The local purchasing power index depicts the relative purchasing power of goods and services in a city for the average net salary in that city.

About this dataset

Context

This list ranks the 5 cities in the Indian River County, FL by Some Other Race (SOR) population, as estimated by the United States Census Bureau. It also highlights population changes in each cities over the past five years.

Content

When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 5-Year Estimates, including:

• 2019-2023 American Community Survey 5-Year Estimates
• 2018-2022 American Community Survey 5-Year Estimates
• 2017-2021 American Community Survey 5-Year Estimates
• 2016-2020 American Community Survey 5-Year Estimates
• 2015-2019 American Community Survey 5-Year Estimates

Variables / Data Columns

• Rank by Other Race Population: This column displays the rank of cities in the Indian River County, FL by their Some Other Race (SOR) population, using the most recent ACS data available.
• cities: The cities for which the rank is shown in the previous column.
• Other Race Population: The Other Race population of the cities is shown in this column.
• % of Total cities Population: This shows what percentage of the total cities population identifies as Other Race. Please note that the sum of all percentages may not equal one due to rounding of values.
• % of Total Indian River County Other Race Population: This tells us how much of the entire Indian River County, FL Other Race population lives in that cities. Please note that the sum of all percentages may not equal one due to rounding of values.
• 5 Year Rank Trend: TThis column displays the rank trend across the last 5 years.

Good to know

Margin of Error

Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

Custom data

If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

Inspiration

Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

Overview:

The India AQI dataset provides comprehensive information on air quality across various cities and regions in India. The dataset includes measurements of different air pollutants that contribute to the overall air quality index, enabling researchers, policymakers, and the public to understand and address air quality issues.

Key Components:

Parameters Measured:

PM2.5:

Particulate matter with a diameter of 2.5 micrometers or smaller, which can penetrate the respiratory system.

PM10:

Particulate matter with a diameter of 10 micrometers or smaller.

NO2:

Nitrogen dioxide, primarily produced from vehicle emissions and industrial processes.

SO2:

Sulfur dioxide, which results from burning fossil fuels and industrial processes.

CO:

Carbon monoxide, a colorless, odorless gas produced by burning carbon-based fuels.

O3:

Ozone, which can be beneficial in the upper atmosphere but harmful at ground level.

AQI Calculation:

The dataset may include the calculated AQI values based on the concentrations of the above pollutants, categorized into different levels (e.g., Good, Moderate, Unhealthy, Hazardous). Geographical Coverage:

Information on various states and cities across India, allowing for regional comparisons and analysis. Temporal Coverage:

The dataset may provide historical data over a specific time frame (e.g., daily, weekly, monthly), enabling trend analysis.

Data Sources:

Data collected from government agencies, environmental monitoring stations, and satellite data. Use Cases:

Useful for researchers studying environmental impacts on public health. Helps policymakers in formulating regulations to improve air quality. Provides valuable information for the public to make informed decisions regarding outdoor activities based on air quality levels. Format:

The dataset may be available in formats like CSV, JSON, or Excel, facilitating ease of use in data analysis tools.

Data Accessibility:

Information on how to access the dataset, including links to online repositories or APIs for real-time data retrieval.

Background: Particulate matter (PM) is one among the crucial air pollutants and has the potential to cause a wide range of health effects. Indian cities ranked top places in the World Health Organization list of most polluted cities by PM. Objectives: Present study aims to assess the trends, short- and long-term health effects of PM in major Indian cities. Methods: PM-induced hospital admissions and mortality are quantified using AirQ+ software. Results: Annual PM concentration in most of the cities is higher than the National Ambient Air Quality Standards of India. Trend analysis showed peak PM concentration during post-monsoon and winter seasons. The respiratory and cardiovascular hospital admissions in the male (female) population are estimated to be 31,307 (28,009) and 5460 (4882) cases, respectively. PM2.5 has accounted for a total of 1,27,014 deaths in 2017. Conclusion: Cities with high PM concentration and exposed population are more susceptible to mortality and hospital admissions.

As of 2024, Mumbai had a gross domestic product of *** billion U.S. dollars, the highest among other major cities in India. It was followed by Delhi with a GDP of around *** billion U.S. dollars. India’s megacities also boast the highest GDP among other cities in the country. What drives the GDP of India’s megacities? Mumbai is the financial capital of the country, and its GDP growth is primarily fueled by the financial services sector, port-based trade, and the Hindi film industry or Bollywood. Delhi in addition to being the political hub hosts a significant services sector. The satellite cities of Noida and Gurugram amplify the city's economic status. The southern cities of Bengaluru and Chennai have emerged as IT and manufacturing hubs respectively. Hyderabad is a significant player in the pharma and IT industries. Lastly, the western city of Ahmedabad, in addition to its strategic location and ports, is powered by the textile, chemicals, and machinery sectors. Does GDP equal to quality of life? Cities propelling economic growth and generating a major share of GDP is a global phenomenon, as in the case of Tokyo, Shanghai, New York, and others. However, the GDP, which measures the market value of all final goods and services produced in a region, does not always translate to a rise in quality of life. Five of India’s megacities featured in the Global Livability Index, with low ranks among global peers. The Index was based on indicators such as healthcare, political stability, environment and culture, infrastructure, and others.

As per the results of a survey about the number of colleges across India in academic year 2022, the urban district of the southern city of Bengaluru had ***** colleges. Rajasthan's capital Jaipur followed with ***, while Hyderabad, the capital of Telangana ranked third during the survey period.