Bangkok

Residents living within the municipal boundary

Residents living within the region

Number of residents living within a square kilometer

Average number of residents living in each household

Average age of residents

Ratio of male to female residents

Gross Domestic Product, or the total market value of all goods and services produced, per resident

Total Gross Domestic Product, or the total market value of all goods and services produced

Value Added Tax rate, or the rate at which the value of an article has been increased at each stage of production or distribution

Percentage of labor force that is unemployed

Percentage of population belonging to labor force

Amount of goods and services produced by the workforce

National measure of income distribution among residents to estimate income inequality

Composite index of local universities world rank

Relative indicator of the cost of consumer goods, such as groceries, dining, transportation, and utilities

Measure of apartment purchase affordability, generally calculated as the ratio of median apartment prices to median family disposable income, expressed as years of income. The rule of thumb is that the cost of a home should be about 2.6 times annual earnings.

Estimation of the price of renting an apartment in a city compared to New York City

Atmospheric particulate matter (PM) that have a diameter of less than 2.5 micrometers

Per capita CO2 emissions from the residential sector, using non-short-cycle organic fuels by 1990 and 2012

An estimation of the overall pollution in the city. The biggest weight is given to air pollution than to water pollution / accessibility

Municipal waste generation (t/yr)

Municipal waste generation per capita (kg/yr)

Municipal waste collection coverage

Population exposure of floods in 2015 divided by total population in 2015

The World Risk Index is based on a model for calculating the risk of disasters arising directly from earthquakes, cyclones, floods, droughts, or sea-level rise.

International standard measurement of the strength of sunburn-producing ultraviolet radiation

The Heat Wave Magnitude Index (HWMId) takes into account both heatwave duration and intensity. HWMId is defined as the maximum magnitude of the heawaves occurring in a year, where a heatwave is defined as the periods of at least three consecutive days with maximum temperature above the calendar 90th percentile centered on a 31 day reference period. Heatwave magnitudes are grouped into seven categories, ranging from normal (greater than 1) to ultra extreme (greater than 32). ≤1 Normal <2≤ Moderate <3≤ Severe <4≤ Extreme <8≤ Very Extreme <16≤ Super Extreme <32≤ Ultra Extreme.

Average precipitation in 2014 (cm)

Change in average precipitation (1990-2014)

Average temperature in 2014 (°C)

Temperature change (1990-2014)

Percent of total population living in km2 designated as open space

Percent of total km2 of city designated as open space

Estimation of the overall level of crime in a city, with levels lower than 20 being very low, levels between 20 and 40 being low, levels between 40 and 60 being moderate, levels between 60 and 80 being high, and levels higher than 80 being very high

Crime Perception is an index that measures the belief that crime has gotten worse over the last three years. Low values (0 to 20) indicate an overall perception consensus that crime has not gotten worse in recent years. High values (80 to 100) indicate an overall perception consensus that crime has gotten worse in recent years.

Rate of homicides for every 100,000 residents

Number of Closed Circuit TV (CCTV) surveillance cameras for every 1,000 residents

The number of guns for every resident

Number of fatalities due to guns for every 100,000 residents (US-specific, country otherwise)

User- reported quality of local hospitals rated from 0 to 5

The life expectancy of residents in years

The number of live births per thousand of population per year

The share of residents that smoke out of the whole population at the country level

Average body mass index (BMI) of residents. BMI is weight divided by height and is used to measure obesity. A BMI of 18.5 or less is underweight, 18.5 to 24.99 is normal, 25 to 29.99 is overweight, and 30 and above is obese

Cost (USD) for monthly public transit pass

Total number of passengers (in millions) on metro and/or light rail public transit

Average amount of time (in minutes) passengers wait for public transportation to arrive

Composite index of time consumed in traffic due to job commute, estimation of time consumption dissatisfaction, CO2 consumption estimation in traffic, and overall inefficiencies in the traffic system. A high index indicates traffic congestion is a significant issue the city. (Lowest index value = 76.02, Highest index value = 285.87, Average index value = 164.60).

Estimated time lost (in hours) in congestion per year based on typical commute trip length (in hours) and the number of trips a typical commuter makes per year

Average cost (USD) for 1L of gasoline

Estimated number of electric vehicle charging stations in and immediately surrounding the city

Number of fatalities due to traffic events for every 100,000 residents

Number of bike share stations in a city

Number of bike share docks in a city

Change in active paying customers (or accounts) year-over-year at the country level

Number of active paying customers (or accounts) (in millions) per country of ride share platforms, such as private vehicle ride sharing (e.g. Uber), taxis offering service through an application (e.g. myTaxi), online platforms offering shared rides with other passengers (e.g. Moia), and ride share services that require online checkout

Change in forecasted revenue year-over-year at the country level

Forecasted revenue (USD millions) at the country level

The share of active paying customers (or accounts) from the total population at the country level

Water consumption in liters per person per day

Price of water per 100 m3 in USD

Crowd-sourced data on city resident's perception of the cleanliness of their water supply

Percent of non-revenue water in the city

Water quality perception index is an index that measures the perception of water quality and accessibility within the city. Water quality perceptions lower than 20 indicate a very poor perception of water quality, between 20 and 40 indicate poor water quality, between 40 and 60 indicate acceptable water quality, between 60 and 80 indicate good water quality, and over 80 indicate very good water quality.

Average night time light emission calculated within the Urban Centre spatial domain, expressed in nano-watt per steradian per square centimeter

Price of electricty per kWh cost

Energy generation, percent renewable (biomass, solar, wind, hydro, and geothermal)

Energy generation, percent nonrenewable (gas, oil, coal, and nuclear)

Electricity usage per capita (country level)

Internet speed measured in megabits per second (Mbps)

Monthly price for internet (60 megabits per second or more, unlimited data, cable)

Percent of households with internet access in the city

Area covered by public Wi-Fi network

Number of mobile POS payment users by country

User penetration rate of mobile POS payment systems by country

Transaction value of all mobile POS payments by country

Digital commerce users by country

User penetration rate of digital commerce by country

Transaction value of all digital commerce by country