Wider adoption of heat pumps could accelerate decarbonisation of heating in China’s carbon-intensive buildings and light industry sectors, a report by the International Energy Agency (IEA) says.
The report, published in collaboration with Tsinghua University, finds that, by using heat pumps as part of China’s strategy to reach carbon neutrality by 2060, direct emissions for heating in buildings could fall by 75% to 70m tonnes of carbon dioxide (MtCO2) in 2050, due to increased electrification and improvements to energy efficiency.
Similarly, using heat pumps could help reduce direct emissions from heating in light industries from more than 110MtCO2 today to less than 10MtCO2 in 2050.
In 2023, China was one of the few nations to see total heat pump sales rise. However, greater policy support is still needed to accelerate uptake and help shift the buildings and light industry sectors towards less-carbon intensive energy sources, the report says.
- How much energy does China consume for heat?
- How can heat pumps help China meet its ‘dual carbon’ goals?
- How effective are heat pumps as a solution for China?
- How can policy support heat pump adoption?
How much energy does China consume for heat?
China’s final energy consumption was 107 exajoules (EJ) of energy in 2022. Within this, the IEA report says, heat consumption reached about 50EJ. China’s heat consumption equals “about one-third” of total heat consumption globally.
Around a quarter of China’s heat use is in buildings, with the remainder in industry.
In the buildings sector, heat consumption has grown faster in China than in any other country over the past decade, standing at 12EJ in 2022. This is largely due to growing demand for heat for space and water, which has “nearly tripled” direct and indirect emissions since 2000.
Since 2010, direct coal consumption for heating overall has fallen by 15%. The IEA report attributes this to policy drives beginning in the mid-2010s, initially “to improve air quality, then later to expand clean and low-carbon heating”.
However, an exception to this is district heating, namely, a centralised heating mechanism that is the dominant source of heat for urban areas in northern China. Heat pumps and other decentralised solutions are more common in southern and rural northern China.
District heating networks in northern China rely on coal for more than 80% of their heat production. It is the key driver of coal consumption in building heat provision across the country, according to the IEA.
One 2019 study found that China’s emissions from district heating alone were greater than the total CO2 emissions of the UK.
Dr Chiara Delmastro and Dr Rafael Martinez Gordon, the report’s lead authors, tell Carbon Brief:
“[This] was mostly driven by the expansion of [heat] networks in north urban China, in particular…The length of the district heat network has increased by 250% since 2010, of which the large majority is in the north.”
Delmastro and Martinez Gordon also note, however, that “China has taken action towards cleaner and more efficient heating in recent years” – for example, by shifting from using coal-fired boilers to more efficient combined heat and power plants.

Meanwhile, heat consumption for industry in 2022 totalled 38EJ. Some of this demand is for low- and medium-temperature heat (below 200C), which is generally required for light industries, as well as the pulp and paper sector and some chemical sector processes.
This demand – which could easily be served by existing state-of-the-art heat pump technology – totaled 4.7EJ in 2022 and released more than 110MtCO2 of direct emissions, the report says.
However, more than 80% of industrial demand for heat requires temperatures above 200C, predominantly for iron and steel manufacturing. Other industries that require such high temperatures include non-metallic minerals and non-ferrous metals, as well as some processes in the chemicals and petrochemicals and pulp and paper sectors. These sectors comprised the majority of industrial heat demand, consuming 33EJ in 2022.
How can heat pumps help China meet its ‘dual carbon’ goals?
Heat demand in buildings and industry in China is largely driven by coal and accounts for 40% of both China’s coal consumption and its CO2 emissions.
The IEA does note, however, that the use of coal for heat has reduced slightly, largely due to “policies to improve air quality, reduce CO2 emissions and maximise energy efficiency”.
In 2022, carbon emissions from space and water heating accounted for the vast majority of direct emissions from buildings in China, around 290MtCO2, while direct emissions from heating for light industry totalled 110MtCO2. The IEA places China’s total carbon emissions at 12,135MtCO2 in 2022.
The report provides estimates of the uptake of heat pumps in China under the “announced pledges scenario” (APS), in which governments are given the benefit of the doubt and assumed to meet all of their climate goals on time and in full.
It also looks at uptake under the “stated policies scenario” (STEPS), reflecting the IEA’s own judgement of where government policy is currently heading.
If China upholds its “dual carbon” commitments, in line with the APS, then the IEA estimates that heat pump capacity in buildings would rise to 1,400 gigawatts (GW) in 2050, meeting one-quarter of China’s heat demand for the sector.
Under the APS, China would install 100GW in buildings each year until 2050 – the equivalent of “the capacity deployed in the US, China and the EU in 2022 combined”.
Emissions from buildings heat would fall from 290MtCO2 to 80MtCO2 in 2050, a reduction of 210MtCO2, with heat pumps accounting for 30% of this decrease. The other drivers for building decarbonisation would include greater adoption of electrification, energy efficiency measures and behaviour changes.
For light industry, under the APS, approximately 1.5GW of heat pumps would be installed annually between 2025 and 2050, meeting one-fifth of heat demand in 2050.
This would contribute to “drastically” reducing carbon emissions, which would fall by 95% overall from more than 110MtCO2 to 10MtCO2. Electrification, including through use of heat pumps, would be responsible for 70% of these emissions reductions.

The report adds that two energy-intensive sectors could be well-suited to using heat pumps: the pulp and paper sector, in which around 55% of current heat demand could be provided by industrial heat pumps, and the chemical sector, for which around 18% of demand could be met.
Heat pumps would be unlikely to serve demand for other energy-intensive sectors, however, as “only a few early-stage prototypes exist for temperatures beyond 200C, all of which are far from being ready for the mass market”.
Even under the STEPS, the stock of heat pumps in buildings in China would double, reaching more than 1,100GW by 2050 and contributing to building emissions falling by more than 25%, with fuel-switching options such as coal-to-gas also playing a role.
For light industries, heat pump-led CO2 emissions reductions under STEPs would “remain limited”, as under the current policy settings, heat pumps may be “deployed slowly”. Overall, by 2050 heat-related emissions would only fall by 15%.
Significantly, the policies required to meet climate goals in China – and the rest of the world – under the APS would see some industries “strongly mobilised”, the report says. Sectors such as mining and machinery would need to expand, ramping up clean-energy technology production to meet domestic and global demand.
While this additional industrial activity would raise China’s heat demand by 5% in the APS compared with the STEPS, the associated emissions would be more than offset by the savings enabled by wider deployment of electrification and clean heating technologies.
Moreover, the deployment of heat pumps would allow for a 20% decline in the energy intensity of heat supply by 2050 – the energy demand per unit of heat – compared to today, the report says.
The alignment between expanded heat pump use and decarbonisation of the electricity system could see indirect emissions from power generation for heat drop by more than 40% by 2030 as more renewable and nuclear power comes online, it adds. By 2050, electricity’s share in heat generation could exceed 75%.
For example, the IEA states that the pulp and paper sector could see coal use “almost entirely phased out by 2050”, if China’s climate goals are met. The sector has already cut the share of coal in its energy needs from 43% in 2010 to 10% in 2022, due to electrification and coal-to-gas shifts.
Under the APS, direct coal use for space and water heating in China would fall by 75% by 2030 and would be “almost completely phased out” by 2040, with heat pumps becoming a key technology for heating in urban and rural areas by 2050.
However, significant investment would be needed in this scenario to deploy enough heat pumps to meet demand.
How effective are heat pumps as a solution for China?
With more than 250GW of installed heat pump capacity in buildings in 2023, China accounts for more than 25% of global heat pump sales and was the only major market to see heat pump sales grow in 2023, the report says. In 2022, 8% of all heating equipment sales for buildings in China were heat pumps.
They are “already the norm” for space heating and cooling in buildings in some parts of central and southern China, which do not benefit from centralised district heating. Rural areas are now seeing a growing uptake of heat pumps, due to policy support to encourage rural regions to limit coal consumption, the report adds.
The same is also true for district heating, where network operators are increasingly installing heat pumps. While the majority are “air-source” pumps operating at relatively low temperatures, some networks are beginning to use large-scale heat pumps that recycle waste heat from steel mills, sewage treatment processes and coal chemical plants.
They “offer one of the most efficient options for decarbonising heat in district heating networks, buildings and industry”, according to the report.
In terms of both direct and indirect emissions, annual carbon emissions from a heat pump currently installed in China are more than 30% lower than those from gas boilers. “Shifting from fossil fuel boilers to heat pumps”, the report says, “would reduce CO2 emissions virtually everywhere they are installed”.
Despite high upfront installation costs, heat pumps also help users save money on energy bills over their lifetimes, according to the IEA.
The image below shows the different climate zones across China. Air-to-air heat pumps are more cost-effective than both gas boilers and electric heaters in some colder climates, as well as in regions with hot summers and cold winters.

Air-to-water heat pumps save money over electric heaters, although they are only less expensive than gas boilers in areas with competitive electricity prices compared to gas.
Heat pump use in energy-intensive industries is less viable, as current technologies to generate temperatures above 200C are still largely under development.
However, for light industries, industrial heat pumps are “far cheaper” than gas and electric boilers and nearly cost-competitive with coal boilers over their lifetimes, due to their high efficiency levels, states the report.
Despite this, uptake is not widespread, due to high upfront installation costs and lack of public awareness of the effectiveness of heat pumps.
Delmastro and Martinez Gordon tell Carbon Brief:
“In certain processes alternative technologies [to heat pumps] might be less costly and more appropriate, and – depending on policy decisions – different levels of heat pump deployment may be stimulated. However, to meet China’s carbon neutrality goal, we estimate that heat pumps need to supply at least 20% of heat demand in light industries by 2050.”
The report adds that state-of-the-art heat pumps – heat pump technology that is either newly-released or close to release – are well-placed to meet heat consumption needs in the building sectors and light industry sectors, and could theoretically supply about 40% of demand.
In addition, China currently wastes heat resources that could be redirected via heat pumps. In 2021, it generated 45EJ of waste heat resources – almost equal to the combined heating demand of buildings and industry – from sources such as nuclear power plants, other power plants, industrial activity, data centres and wastewater, according to the report.
How can policy support heat pump adoption?
Heat pumps have “increasingly featured” in China’s national-level energy and climate policy as one aspect of the energy transition. For instance, the 14th “five-year plan” for a modern energy system (2021-2025) calls for the expansion of clean heating provision for end-users as part of its electrification drive.
However, Delmastro and Martinez Gordon explain that the more targeted, practical policy recommendations in the IEA report “should [fall] under the umbrella of a clear national action plan for heating decarbonisation, which is missing now in China”.
This would allow China to set quantitative targets for heat pump use that would provide a clear signal to markets and promote wider investment in R&D, manufacturing and deployment.

Meanwhile, the report suggests that more stringent performance requirements for new buildings, stronger energy performance benchmarks, inclusion of heat pump installation requirements in building codes and extension of the scope of the national emissions trading scheme (ETS) to include industry could all drive heat pump adoption.
Loans, tax credits and other financial support mechanisms could address consumer reluctance to pay high upfront installation costs, adds the report.
The northern city of Tianjin offered grants of 25,000 yuan ($3,700) for air-source heat pump purchases, but this is not a common practice – particularly in urban regions.
Raising awareness of the benefits of industrial heat pumps and reducing electricity costs for industry could accelerate uptake in light industry, the report says.
Electricity pricing incentives have already seen rural residential areas switch from using coal to using gas for heating. Similar incentives for electricity in rural parts of Beijing, as well as subsidies for installing heat pumps, mean that heat pumps are now the cheapest heating option for households in that region, based on IEA calculations.
Expanding this policy nationwide could “further increase the competitiveness of heat pumps in regions where electricity currently costs significantly more than gas”, the report states.
Other measures that could make heat pumps more attractive to consumers include combining heat pumps with solar panels or solar thermal solutions, plus adapting the power system to provide tiered electricity pricing and time-of-use power market measures.
Finally, more recovery of waste energy resources, combined with thermal energy storage technologies, could “optimise heat supply by transforming surplus electricity…into heat and storing it for use during the winter heating”, the report says.
“In northern Hebei, for example”, it adds, “heat recovered by heat pumps from renewable power and waste heat could account for 80% of the district heat supply during winter in 2050”.
The post Heat pumps could help cut China’s building CO2 emissions by 75%, says IEA appeared first on Carbon Brief.
Heat pumps could help cut China’s building CO2 emissions by 75%, says IEA
Climate Change
What Is the Economic Impact of Data Centers? It’s a Secret.
N.C. Gov. Josh Stein wants state lawmakers to rethink tax breaks for data centers. The industry’s opacity makes it difficult to evaluate costs and benefits.
Tax breaks for data centers in North Carolina keep as much as $57 million each year into from state and local government coffers, state figures show, an amount that could balloon to billions of dollars if all the proposed projects are built.
Climate Change
GEF raises $3.9bn ahead of funding deadline, $1bn below previous budget
The Global Environment Facility (GEF), a multilateral fund that provides climate and nature finance to developing countries, has raised $3.9 billion from donor governments in its last pledging session ahead of a key fundraising deadline at the end of May.
The amount, which is meant to cover the fund’s activities for the next four years (July 2026-June 2030), falls significantly short of the previous four-year cycle for which the GEF managed to raise $5.3bn from governments. Since then, military and other political priorities have squeezed rich nations’ budgets for climate and development aid.
The facility said in a statement that it expects more pledges ahead of the final replenishment package, which is set for approval at the next GEF Council meeting from May 31 to June 3.
Claude Gascon, interim CEO of the GEF, said that “donor countries have risen to the challenge and made bold commitments towards a more positive future for the planet”. He added that the pledges send a message that “the world is not giving up on nature even in a time of competing priorities”.
Donors under pressure
But Brian O’Donnell, director of the environmental non-profit Campaign for Nature, said the announcement shows “an alarming trend” of donor governments cutting public finance for climate and nature.
“Wealthy nations pledged to increase international nature finance, and yet we are seeing cuts and lower contributions. Investing in nature prevents extinctions and supports livelihoods, security, health, food, clean water and climate,” he said. “Failing to safeguard nature now will result in much larger costs later.”
At COP29 in Baku, developed countries pledged to mobilise $300bn a year in public climate finance by 2035, while at UN biodiversity talks they have also pledged to raise $30bn per year by 2030. Yet several wealthy governments have announced cuts to green finance to increase defense spending, among them most recently the UK.
As for the US, despite Trump’s cuts to international climate finance, Congress approved a $150 million increase in its contribution to the GEF after what was described as the organisation’s “refocus on non-climate priorities like biodiversity, plastics and ocean ecosystems, per US Treasury guidance”.
The facility will only reveal how much each country has pledged when its assembly of 186 member countries meets in early June. The last period’s largest donors were Germany ($575 million), Japan ($451 million), and the US ($425 million).
The GEF has also gone through a change in leadership halfway through its fundraising cycle. Last December, the GEF Council asked former CEO Carlos Manuel Rodriguez to step down effective immediately and appointed Gascon as interim CEO.
Santa Marta conference: fossil fuel transition in an unstable world
New guidelines
As part of the upcoming funding cycle, the GEF has approved a set of guidelines for spending the $3.9bn raised so far, which include allocating 35% of resources for least developed countries and small island states, as well as 20% of the money going to Indigenous people and communities.
Its programs will help countries shift five key systems – nature, food, urban, energy and health – from models that drive degradation to alternatives that protect the planet and support human well-being by integrating the value of nature into production and consumption systems.
The new priorities also include a target to allocate 25% of the GEF’s budget for mobilising private funds through blended finance. This aligns with efforts by wealthy countries to increase contributions from the private sector to international climate finance.
Niels Annen, Germany’s State Secretary for Economic Cooperation and Development, said in a statement that the country’s priorities are “very well reflected” in the GEF’s new spending guidelines, including on “innovative finance for nature and people, better cooperation with the private sector, and stable resources for the most vulnerable countries”.
Aliou Mustafa, of the GEF Indigenous Peoples Advisory Group (IPAG), also welcomed the announcement, adding that “the GEF is strengthening trust and meaningful partnerships with Indigenous Peoples and local communities” by placing them at the “centre of decision-making”.
The post GEF raises $3.9bn ahead of funding deadline, $1bn below previous budget appeared first on Climate Home News.
GEF raises $3.9bn ahead of funding deadline, $1bn below previous budget
Climate Change
Marine heatwaves ‘nearly double’ the economic damage caused by tropical cyclones
Tropical cyclones that rapidly intensify when passing over marine heatwaves can become “supercharged”, increasing the likelihood of high economic losses, a new study finds.
Such storms also have higher rates of rainfall and higher maximum windspeeds, according to the research.
The study, published in Science Advances, looks at the economic damages caused by nearly 800 tropical cyclones that occurred around the world between 1981 and 2023.
It finds that rapidly intensifying tropical cyclones that pass near abnormally warm parts of the ocean produce nearly double – 93% – the economic damages as storms that do not, even when levels of coastal development are taken into account.
One researcher, who was not involved in the study, tells Carbon Brief that the new analysis is a “step forward in understanding how we can better refine our predictions of what might happen in the future” in an increasingly warm world.
As marine heatwaves are projected to become more frequent under future climate change, the authors say that the interactions between storms and these heatwaves “should be given greater consideration in future strategies for climate adaptation and climate preparedness”.
‘Rapid intensification’
Tropical cyclones are rapidly rotating storm systems that form over warm ocean waters, characterised by low pressure at their cores and sustained winds that can reach more than 120 kilometres per hour.
The term “tropical cyclones” encompasses hurricanes, cyclones and typhoons, which are named as such depending on which ocean basin they occur in.
When they make landfall, these storms can cause major damage. They accounted for six of the top 10 disasters between 1900 and 2024 in terms of economic loss, according to the insurance company Aon’s 2025 climate catastrophe insight report.
These economic losses are largely caused by high wind speeds, large amounts of rainfall and damaging storm surges.
Storms can become particularly dangerous through a process called “rapid intensification”.
Rapid intensification is when a storm strengthens considerably in a short period of time. It is defined as an increase in sustained wind speed of at least 30 knots (around 55 kilometres per hour) in a 24-hour period.
There are several factors that can lead to rapid intensification, including warm ocean temperatures, high humidity and low vertical “wind shear” – meaning that the wind speeds higher up in the atmosphere are very similar to the wind speeds near the surface.
Rapid intensification has become more common since the 1980s and is projected to become even more frequent in the future with continued warming. (Although there is uncertainty as to how climate change will impact the frequency of tropical cyclones, the increase in strength and intensification is more clear.)
Marine heatwaves are another type of extreme event that are becoming more frequent due to recent warming. Like their atmospheric counterparts, marine heatwaves are periods of abnormally high ocean temperatures.
Previous research has shown that these marine heatwaves can contribute to a cyclone undergoing rapid intensification. This is because the warm ocean water acts as a “fuel” for a storm, says Dr Hamed Moftakhari, an associate professor of civil engineering at the University of Alabama who was one of the authors of the new study. He explains:
“The entire strength of the tropical cyclone [depends on] how hot the [ocean] surface is. Marine heatwave means we have an abundance of hot water that is like a gas [petrol] station. As you move over that, it’s going to supercharge you.”
However, the authors say, there is no global assessment of how rapid intensification and marine heatwaves interact – or how they contribute to economic damages.
Using the International Best Track Archive for Climate Stewardship (IBTrACS) – a database of tropical cyclone paths and intensities – the researchers identify 1,600 storms that made landfall during the 1981-2023 period, out of a total of 3,464 events.
Of these 1,600 storms, they were able to match 789 individual, land-falling cyclones with economic loss data from the Emergency Events Database (EM-DAT) and other official sources.
Then, using the IBTrACS storm data and ocean-temperature data from the European Centre for Medium-Range Weather Forecasts, the researchers classify each cyclone by whether or not it underwent rapid intensification and if it passed near a recent marine heatwave event before making landfall.
The researchers find that there is a “modest” rise in the number of marine heatwave-influenced tropical cyclones globally since 1981, but with significant regional variations. In particular, they say, there are “clear” upward trends in the north Atlantic Ocean, the north Indian Ocean and the northern hemisphere basin of the eastern Pacific Ocean.
‘Storm characteristics’
The researchers find substantial differences in the characteristics of tropical cyclones that experience rapid intensification and those that do not, as well as between rapidly intensifying storms that occur with marine heatwaves and those that occur without them.
For example, tropical cyclones that do not experience rapid intensification have, on average, maximum wind speeds of around 40 knots (74km/hr), whereas storms that rapidly intensify have an average maximum wind speed of nearly 80 knots (148km/hr).
Of the rapidly intensifying storms, those that are influenced by marine heatwaves maintain higher wind speeds during the days leading up to landfall.
Although the wind speeds are very similar between the two groups once the storms make landfall, the pre-landfall difference still has an impact on a storm’s destructiveness, says Dr Soheil Radfar, a hurricane-hazard modeller at Princeton University. Radfar, who is the lead author of the new study, tells Carbon Brief:
“Hurricane damage starts days before the landfall…Four or five days before a hurricane making landfall, we expect to have high wind speeds and, because of that high wind speed, we expect to have storm surges that impact coastal communities.”
They also find that rapidly intensifying storms have higher peak rainfall than non-rapidly intensifying storms, with marine heatwave-influenced, rapidly intensifying storms exhibiting the highest average rainfall at landfall.
The charts below show the mean sustained wind speed in knots (top) and the mean rainfall in millimetres per hour (bottom) for the tropical cyclones analysed in the study in the five days leading up to and two days following a storm making landfall.
The four lines show storms that: rapidly intensified with the influence of marine heatwaves (red); those that rapidly intensified without marine heatwaves (purple); those that experienced marine heatwaves, but did not rapidly intensify (orange); and those that neither rapidly intensified nor experienced a marine heatwave (blue).

Dr Daneeja Mawren, an ocean and climate consultant at the Mauritius-based Mascarene Environmental Consulting who was not involved in the study, tells Carbon Brief that the new study “helps clarify how marine heatwaves amplify storm characteristics”, such as stronger winds and heavier rainfall. She notes that this “has not been done on a global scale before”.
However, Mawren adds that other factors not considered in the analysis can “make a huge difference” in the rapid intensification of tropical cyclones, including subsurface marine heatwaves and eddies – circular, spinning ocean currents that can trap warm water.
Dr Jonathan Lin, an atmospheric scientist at Cornell University who was also not involved in the study, tells Carbon Brief that, while the intensification found by the study “makes physical sense”, it is inherently limited by the relatively small number of storms that occur. He adds:
“There’s not that many storms, to tease out the physical mechanisms and observational data. So being able to reproduce this kind of work in a physical model would be really important.”
Economic costs
Storm intensity is not the only factor that determines how destructive a given cyclone can be – the economic damages also depend strongly on the population density and the amount of infrastructure development where a storm hits. The study explains:
“A high storm surge in a sparsely populated area may cause less economic damage than a smaller surge in a densely populated, economically important region.”
To account for the differences in development, the researchers use a type of data called “built-up volume”, from the Global Human Settlement Layer. Built-up volume is a quantity derived from satellite data and other high-resolution imagery that combines measurements of building area and average building height in a given area. This can be used as a proxy for the level of development, the authors explain.
By comparing different cyclones that impacted areas with similar built-up volumes, the researchers can analyse how rapid intensification and marine heatwaves contribute to the overall economic damages of a storm.
They find that, even when controlling for levels of coastal development, storms that pass through a marine heatwave during their rapid intensification cause 93% higher economic damages than storms that do not.
They identify 71 marine heatwave-influenced storms that cause more than $1bn (inflation-adjusted across the dataset) in damages, compared to 45 storms that cause those levels of damage without the influence of marine heatwaves.
This quantification of the cyclones’ economic impact is one of the study’s most “important contributions”, says Mawren.
The authors also note that the continued development in coastal regions may increase the likelihood of tropical cyclone damages over time.
Towards forecasting
The study notes that the increased damages caused by marine heatwave-influenced tropical cyclones, along with the projected increases in marine heatwaves, means such storms “should be given greater consideration” in planning for future climate change.
For Radfar and Moftakhari, the new study emphasises the importance of understanding the interactions between extreme events, such as tropical cyclones and marine heatwaves.
Moftakhari notes that extreme events in the future are expected to become both more intense and more complex. This becomes a problem for climate resilience because “we basically design in the future based on what we’ve observed in the past”, he says. This may lead to underestimating potential hazards, he adds.
Mawren agrees, telling Carbon Brief that, in order to “fully capture the intensification potential”, future forecasts and risk assessments must account for marine heatwaves and other ocean phenomena, such as subsurface heat.
Lin adds that the actions needed to reduce storm damages “take on the order of decades to do right”. He tells Carbon Brief:
“All these [planning] decisions have to come by understanding the future uncertainty and so this research is a step forward in understanding how we can better refine our predictions of what might happen in the future.”
The post Marine heatwaves ‘nearly double’ the economic damage caused by tropical cyclones appeared first on Carbon Brief.
Marine heatwaves ‘nearly double’ the economic damage caused by tropical cyclones
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