The Rain In Spain Stays Mainly The Same

Guest Post by Willis Eschenbach

Part 1. The Study.

I came across a study that’s been getting some play in the usual climatastrophist circles. The study is entitled

Impact of land use changes and global warming on extreme precipitation patterns in the Maritime Continent

And here’s the abstract:

Abstract

Land use changes (LUC) and global warming (GW) significantly impact the Maritime Continent’s (MC) hydro-climate, but their effects on extreme precipitation events are underexplored. … We find that LUC-induced deforestation increases surface warming, enhancing atmospheric instability and favoring local convection, leading to more frequent heavy precipitation. Meanwhile, GW amplifies the atmosphere’s water-holding capacity, further intensifying wet extremes. Our findings reveal a “wet-get-wetter, dry-get-drier” pattern driven by different mechanisms: dynamic processes primarily influence wet extremes under LUC, while changes in evapotranspiration control dry extremes. In contrast, under GW, wet extremes are driven by dynamic processes, while dry extremes are influenced by reduced moisture availability and weakened atmospheric circulation. This highlights the need for land management to address rising extreme risks.

And what is the “Maritime Continent” when it’s at home, sez I? Good question, never heard of it. Foolish me, I thought there were only seven continents. Here’s what I found out.

Figure 1. The “Maritime Continent”.

Not sure why the Solomon Islands (in gray at the lower right) isn’t included in the “Maritime Continent”. The Solos are always kind of the overlooked country in the region. I lived and worked in the Solomons for eight years, so I have some familiarity with the weather patterns. It has the same weather as the others.

In any case, the area being studied is about a third of one percent of the earth’s surface. In addition, it’s in the midst of an unusual part of the planet called the Pacific Warm Pool, with some of the highest rainfalls amounts found anywhere.

Figure 2. Average rainfall, 1979-2021. Atlantic and Pacific centered views. The red boxes mark the general area of the Maritime Continent discussed above.

Note the blue line of heavy rainfall above the equator. This is the rainfall from the semi-permanent band of thunderstorms at what’s called the “Inter Tropical Convergence Zone” (ITCZ). The ITCZ marks the boundary between the separate circulations of the northern and southern halves of the atmosphere.

Of particular interest is the large blue area in the western Pacific Ocean and the eastern Indian Ocean. This is the area of the “Pacific Warm Pool”. It’s the warmest area of the open ocean, as well as the wettest. It’s also the area chosen by the researchers for their study. For a discussion of the nature of the Pacific Warm Pool, see the post below.

The conclusion of their study is that in the Maritime Continent (which they don’t mention is only a third of a percent of the surface and is in the middle of the Pacific Warm Pool), the wet is getting wetter and the dry is getting dryer.

And how do they know this? Intensive study of the rainfall records? Analysis of patterns of rainfall? Correlation of rainfall amounts with El Nino/La Nina alterations?

Nah. That “observations” and “evidence” stuff is soooo 20th Century.

They just ran a couple of climate models, performed modern haruspicy on the entrails of the model results, and the answer popped out … modern science at its finest.

Sadly, despite the study only covering a tiny area in the middle of a unique climate region, the authors couldn’t resist declaring that we are faced with “rising extreme risks“.

Be still, my beating heart.

Part 2. The Hype

So that’s the study. Then there are the popular reports of the study, wherein it has grown markedly in the telling. There’s a typical one below. Following the unbreakable rules for such articles, the headline claims that some scientists somewhere are worried. And not just ordinary worried. Existentially worried. Ringing the bells worried. The headline says:

Scientists sound alarm after making disturbing discovery about Earth’s rainfall: ‘Urgent need’

The article, basically quoting the study’s abstract without attribution, says:

Researchers say their findings have revealed a “wet-get-wetter, dry-get-drier” pattern driven by different mechanisms. Dynamic processes largely control wet extremes under land use changes, while changes in evapotranspiration control dry extremes. However, in a warming world, dynamic processes amplify wet extremes, while a reduction in moisture and weakened atmospheric circulation influence dry extremes.

So, are they right that the wet is getting wetter and the dry is getting dryer, either in the Maritime Continent or globally? We actually have the data to determine that. A 1° latitude by 1° longitude satellite-based rainfall record since 1979 is available from Copernicus here.

Upon reflection I realized that this is actually two different questions.

• Are wet areas getting wetter and dry areas getting drier?

• Are wet times of year getting wetter and dry times of year getting drier?

Since we are considering the question of trends, let me take a slight digression. My hypothesis is that a main one of the emergent phenomena that thermoregulate the planet are the tropical thunderstorms. Thunderstorms cool the surface in a variety of ways. They keep the temperature in the Pacific Warm Pool from ever exceeding around 30° – 31°C. So per my hypothesis, the recent global warming should have been accompanied by an increase in cooling rainfall in the tropics and particularly in the area of very frequent thunderstorms, the intertropical convergence zone (ITCZ) just above the equator. Here is a look at where it’s been getting wetter and where it’s getting drier since 1979.

Figure 3. Rainfall trend. The two panels are the Pacific and Atlantic views of the same data. Red lines enclose areas which are drying at the rate of -3 mm/decade or faster. White lines enclose areas getting wetter at the rate of 3 mm/decade or more.

Note that this bears out my hypothesis, in that there is increasing thunderstorm-driven cooling in the Pacific Warm Pool and the ITCZ. But I digress into theory. Let me return to observations.

There are some fascinating and surprising things about Figure 3. The overall trend is zero. Land is drying slightly, while the ocean is growing slightly wetter. Tropical land is drying the fastest, tropical ocean is getting wetter the fastest.

Rainfall in New Zealand is decreasing. Around the equator, the largest area of decreasing rain is in between two of the largest areas of increasing rain. North America is mostly unchanged, except for some drying in the Northwest Coast. The Southern Ocean has two areas getting drier and two areas getting wetter. Most of the world’s landmass is pretty neutral, neither getting much wetter nor much dryer, except for the southern Amazon which is getting drier.

Not seeing much pattern in all of that. Well, except for the fact that the actual observations agree with my hypothesis that global warming is opposed by increasing numbers, earlier daily emergence, and greater duration (lifespans) of cooling tropical thunderstorms.

Moving on, regarding the first question about wet and dry areas, here’s a scatterplot of the decadal trend in rainfall (vertical axis) versus the average annual rainfall (horizontal axis) for each 1° latitude by 1° longitude gridcell (n = 64,800).

Figure 4. Scatterplot, rainfall trend versus average rainfall in individual 1°latitude by 1°longitude surface gridcells. Global average rainfall is ~ one meter, so “wet” and “dry” areas are based on that threshold.

As you can see in Fig. 4 above, in areas where the rainfall is less than about two meters per year, there’s no “wet gets wetter, dry gets dryer” at all. It’s only in areas of very heavy rain, more than about two meters per year, that the wet is getting wetter. Here are the areas we’re talking about.

Figure 5. The only areas of the world that are getting wetter overall are the areas where the average rainfall is over 2 meters per year..

Note that, while most of this “wet gets wetter” area is over the ocean, by a peculiar coincidence, the Maritime Continent area in the study above is also in that area.

This would tend to indicate that no matter what they discovered by aiming their models at the 0.3% of the planet that is the Maritime Continent, their conclusions are not widely applicable to the rest of the planet.

Next question is, on the Maritime Continent are the wet times of year getting wetter and the dry times of year getting drier? To investigate that, we can look at the standard deviation of the rainfall dataset. If wet gets wetter and dry gets drier, the standard deviation will increase.

So let’s start with the actual monthly rainfall on the Maritime Continent.

Figure 6. Monthly average rainfall on the Maritime Continent.

When people ask what the weather In the Solomon Islands is Iike, I say “There’s the hot wet season, followed by the hotter wetter season”. The Copernicus dataset says that is true in the Maritime Continent as well, no surprise. Note that even the driest months in the Maritime Continent record are wetter than the global average monthly rainfall of 82 mm or so.

Using my Mark I eyeball, I’m not seeing any “wet gets wetter, dry gets drier” going on. Looks like the biggest swings are in the middle of the record. But let’s look to the measurements. Here is the 10-year trailing standard deviation of the rainfall on the Maritime Continent. Each monthly data point in Figure 7 below shows the standard deviation of the previous ten years (120 months) of rainfall.

Figure 7. Ten-year trailing standard deviation of the Maritime Continent rainfall data shown in Figure 6. Each point on the yellow line shows the standard deviation of the 120 months of rainfall data prior to that time.

Again, I’m not seeing any indication of “wet gets wetter, dry gets drier”. There are changes, but no overall trend.

Finally, what’s happening with the rainfall overall? Well … nothing. Here’s the global rainfall record.

Figure 8. Monthly global average rainfall, 1979-2024. The trend of the data is 0.05 mm of increasing rainfall per decade, basically zero.

A final oddity highlighting the curious stability of the climate system is that rainfall in the northern and southern hemispheres are in opposition — even after removing the seasonal variations, when one hemisphere is wetter, the other tends to be drier, and vice versa.

Figure 9. Monthly global average rainfall (black), along with northern hemisphere rainfall (blue) and southern hemisphere rainfall (red).

And that’s what I learned about the rainfall this week. Plus now I know what the Maritime Continent is. And here in the generally dry Northern California coast, it’s raining outside my window as I write this.

What an astounding planet!

w.

It Bears Repeating: When you comment, please quote the exact words you are discussing. I choose my words with care, and I’m happy to explain and defend them. But I can’t explain or defend your restatement of what you think I meant.

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Tom Halla
March 2, 2025 10:11 am

Computer models as haruspices? At least one avoids animal rights activists.

Rud Istvan
March 2, 2025 10:12 am

WE, there you go again, spoiling modeled alarm about a ‘maritime continent’ that does not exist with actual observational data showing no alarm at all. Well done.

Alexander Mentes
March 2, 2025 10:32 am

Haruspicy. Thanks, my goal is to use that word at least once in the next month.

don k
Reply to  Alexander Mentes
March 3, 2025 4:03 am

Well, you seem to have met that goal. Going to try again in April?

strativarius
March 2, 2025 10:34 am

Madness remains on the increase. From the Conversation:

Understanding the cultural experience of keeping warm can help us embrace clean energy

Artists were appointed in each country to create artworks that highlighted various aspects of the oral histories. This included Finnish painter and textiles artist Henna Aho, Romanian photographer Denise Lobont and video artist Ram Krishna Ranjan, who lives in Sweden. I am both the project UK artist and co-ordinator of the other artists. All were selected because they had an existing interest in home heating and had experience of collaboration.

Some of our UK oral histories documented how coal provided people with a sense of security because they could control how long the fuel would last.

Monumentally mental.

March 2, 2025 11:00 am

Great stuff Willis.
A comment that is NOT a complaint..
Mollwiede projections don’t give a very good sense of just how huge the Pacific Ocean is, thus how the surface temperatures there affect the entire planet with resultant prevailing wind changes and over decades, deep current patterns, and every few years with El and La Niña. And weekly cloud cover changes. Here’s a Pacific-centric view of the planet. Try it on Google Earth yourself.

IMG_0523
Reply to  DMacKenzie
March 2, 2025 11:36 am

Flying across the Pacific must be a bit nerve wracking.

Erik Magnuson
Reply to  Joseph Zorzin
March 2, 2025 12:09 pm

Sydney NSW (Australia) is further away from Southern California than northwest Europe.

Reply to  Joseph Zorzin
March 2, 2025 12:17 pm

Darn tootin’ – have you seen ‘Plane’ [2023]?

strativarius
Reply to  Frank from NoVA
March 2, 2025 1:15 pm

Tooting in South London or Tooting on Mars (Amazonis Planitia)?

Reply to  strativarius
March 2, 2025 3:44 pm

I’ve been meaning to ask, any word as to when good King Richard plans to return from the Crusades and clean house in the UK?

hdhoese
Reply to  Joseph Zorzin
March 2, 2025 1:14 pm

Closest I ever got to Hawaii was when the pilot pointed it out at quite a distance on a non-stop Quantas trip from Los Angeles to Sydney. Seem to recall flying more than half a day but you could exercise walking the length of the plane and if close enough to the window watch the ocean. On the way back several islands below the new maritimes were noted, suspect that they didn’t know about the new definitions. Served good chocolates also.

All these poor uneducated guys and gals that are trying to kill history don’t do any homework so they don’t know any history. Maybe land increased from sea level there going down suddenly from the Equatorial Counter-Current totally reversing. PNAS, Science, and Nature might compete for such a paper or has it already been modeled?

Rud Istvan
Reply to  Joseph Zorzin
March 2, 2025 3:16 pm

Nah. Been to Japan, Singapore, and Australia literally probably a hundred times over my career. Long and boring, not nerve wracking. Nerve wracking is flying into DCA (Reagan).

Randle Dewees
Reply to  Joseph Zorzin
March 2, 2025 6:08 pm

Try crossing it on the oldest ship in the US Navy that keeps breaking down

Reply to  Joseph Zorzin
March 3, 2025 4:38 pm

… said Amelia Earhart.

Michael Flynn
Reply to  Willis Eschenbach
March 2, 2025 4:45 pm

So it’s slightly misleading. Check my math.”

What’s misleading? It’s a picture, Willis.

The comment was “Mollwiede projections don’t give a very good sense of just how huge the Pacific Ocean is . . . “, which appears to be true.

i can see why you refuse to quote what other commenters say, while demanding that others do. Poor form, Willis.

Adding CO2 to air does not make the air hotter, “Steel,Greenhouse” or no. Feel free to quote my exact words.

John Hultquist
March 2, 2025 11:13 am

Regarding the oxymoron “Maritime Continent” {MC} – – it isn’t working for me.
There are some things I have been able to get my head around. To name a few – jumbo shrimp, act natural, civil war, crash landing, freezer burn. MC, nawh!

Jeff Alberts
Reply to  John Hultquist
March 2, 2025 12:24 pm

Military Intelligence.

sherro01
Reply to  Jeff Alberts
March 2, 2025 1:00 pm

Gamble responsibly.
Very unique.

Mr.
Reply to  sherro01
March 2, 2025 2:39 pm

“Very unique” always makes me shout at the television.

Pedant that I am 🙁

Michael Flynn
Reply to  Willis Eschenbach
March 2, 2025 4:47 pm

But in the set in question, 10 Chevys and an airplane, the airplane is very unique …”

Don’t be silly, Willy.

Reply to  Willis Eschenbach
March 2, 2025 9:12 pm

Caught one one night fishing near Glen Innes (NSW) … quite a business getting the hook out and untangling the sod, and he was quite ungrateful too!

sherro01
Reply to  Mr.
March 3, 2025 1:49 pm

Mr,
Yes, unique is an absolute, a binary is or is not, like pregnancy. Geoff S

Bill Parsons
Reply to  John Hultquist
March 2, 2025 6:45 pm

John McPhee in his “Assembling California” says, “… if Australia and Africa and the Americas and Eurasia spread apart from their obvious fit, they had to have been together in the first place. The first place – according to the newly determined vectors of the lithospheric plates – was two hundred million years ago when Pangaea began to split into Laurasia and Gandwanaland.”

Two hundred million years ago was during the Triassic Period, and at least here in the video of Christopher Scortese, looks like there was a continent there that slowly pulled apart. The islands that Willis shows above certainly do look like they were conjoined at one time – a good fit.

https://www.youtube.com/watch?v=uLahVJNnoZ4

Replete with music by Taco Bell and his famous canon.

don k
Reply to  Bill Parsons
March 3, 2025 4:14 am

Bill: If you want to pursue the subject, you might want to look into something called the “Wallace Line”. The Wikipedia article seems pretty clear. https://en.wikipedia.org/wiki/Wallace_Line

Westfieldmike
March 2, 2025 11:39 am

I’m hoping that utter boredom will kill global warming.

dk_
March 2, 2025 12:00 pm

Divination is the perfect metaphor for closed shop, secret code climate modeling. Great piece, Willis. Keep ’em coming.

Curious George
March 2, 2025 12:22 pm

I can’t find who paid for this study.

Rud Istvan
Reply to  Curious George
March 2, 2025 12:48 pm

I looked also. Since all the authors are Chinese, my guess is China in a continued effort to undermine the West via climate nonsense.

Reply to  Rud Istvan
March 2, 2025 4:37 pm

Rud:
Bingo!
Plus laugh all the way to the bank since China dominates much of the renewable industrial manufacturing capacity, rare earth processing and solar panel polysilicon production.

dk_
Reply to  Rud Istvan
March 2, 2025 8:44 pm

In other words, US taxpayers paid for it. A grant from USAID, paid to the UN, handed over to the CCP propaganda/academia wing.

Reply to  Rud Istvan
March 6, 2025 7:34 am

Just look in the Acknowledgements section: “This study was supported by the National Science and Technology Council grant 110-2628-M-002-004 MY4 to National Taiwan University.”
The National Science and Technology Council (NSTC; 國家科學及技術委員會) is a statutory agency of Executive Yuan of the Republic of China (Taiwan) for the promotion and funding of academic research, development of science and technology and science parks.

Reply to  Curious George
March 2, 2025 12:50 pm

Big Rain and Big Drought both provided significant funding.

Big Pharma sat this one out.

Bob
March 2, 2025 12:35 pm

Very nice Willis. I have a problem with this sentence.

“Meanwhile, GW amplifies the atmosphere’s water-holding capacity, further intensifying wet extremes.”

To me this implies that global warming is increasing the atmosphere’s ability to hold more water. My understanding is that global warming would cause more water vapor but the amount of water vapor the atmosphere can hold remains the same. Meaning it will rain earlier or more often. I think that sentence is misleading.

This study is useless.

Michael Flynn
Reply to  Bob
March 2, 2025 4:53 pm

The hottest air temperatures occur over the driest land. Death Valley, anyone? Or maybe the Lut Desert?

Burning fossil fuels produces, at a minimum, heat, CO2, and H2O. Where do these products go?

If measurements showed that atmospheric temperatures have increased, atmospheric CO2 and H2O levels have increased, since fossil fuel consumption increased, I wouldn’t be at all surprised!

Would anybody?

Derg
Reply to  Michael Flynn
March 3, 2025 3:37 am

So do volcanoes

Ed Bo
March 2, 2025 1:07 pm

Hi Willis,

Thanks for another enlightening post, and the emphasis on using actual data, not just simulations.

In several of your figures, you show trends with units of mm/decade. Since you are mostly talking about annual rainfall amounts (but these figures do not explicitly state it), are these technically (mm/year)/decade?

Henry Pool
March 2, 2025 1:14 pm

Maybe I should just mention again that there around Solomon – or a bit more east – we have one of the most volcanic areas in the world. And old Eddy and others would agree with me that every 1000 years or so there is more volcanic activity on earth….

D Sandberg
Reply to  Henry Pool
March 2, 2025 1:41 pm

Henry, as a former Solomon resident will you please comment on this:

Why El Niños Originate from Geologic, Not Atmospheric, Sources — Plate climatology

Written by James E. Kamis on 11SEPT2015

…the 1998 and 2015 El Niños are so similar. If the atmosphere has radically changed these El Niños should be different, not absolutely identical.

In an attempt to somehow explain this giant disconnect, climate scientists have been furiously modifying their computer-generated climate models. To date the updated climate models have failed to spit out a believable explanation for this disconnect. Why? Their computer models utilize historical and current day atmospheric El Niño data. This atmospheric data is an “effect” of, and not the “cause” of El Niños.

  • All El Niños have originated at the same deep ocean fixed heat point source located east of the Papua New Guinea / Solomon Island area. Recent deep-ocean temperature data from publications by Kessler et al proves that such a hot spot exists in this area. Additionally, very new data from a National Science Foundation-funded ESA Satellite study shows that thousands of heretofore unrecognized seamounts (deep-ocean volcanoes) have been identified in the Papua New Guinea / Solomon Island area.
  • The geology of deep ocean regions in the Papua New Guinea / Solomon Islands area is known to be complex and active deep-ocean geological region. In fact it is one of the most complex and unique deep-ocean areas on earth. It is known to emit huge amounts of heat energy into the overlying ocean.
  • The shape of El Niño sea surface temperature anomalies are unique / one of a kind.
  • La Ninas originate from same point source as El Niños.
  • Atmospherically based El Niño prediction models consistently fail, likely because they are modelling the “effects” of geologically warmed oceans and not the “cause” of the El Niños.
  • Historical records indicate that the first “recorded” El Niño occurred in 1525 as observed by Spanish explorers. Other studies suggest strong ancient El Niños ended Peruvian civilizations. The main point here is that strong El Niños are natural, and that they are not increasing in relationship to man-made atmospheric global warming as contended by many climate scientists.
sherro01
Reply to  D Sandberg
March 3, 2025 1:57 pm

D Sandberg,
Thank you for the Kamis reference. It helps explain why the Pacific warm pool is warm, while most research I have seen models air/land interactions.
For 20 years I have kept an eye on the literature for stories of the vertical sea temperature profiles there, to see if temperatures connect with the sea floor. My search method has been undirected, so I ask if readers have more links to this matter of submarine volcanism there. Geoff S

Henry Pool
Reply to  D Sandberg
March 4, 2025 12:40 am

I agree with Kamis….

Arjan Duiker
March 2, 2025 1:26 pm

Really interesting stuff. Very much appreciated.

davidmckvr@gmail.com
March 2, 2025 2:01 pm

The answer pooped out or popped out?

Michael Flynn
March 2, 2025 4:36 pm

Since we are considering the question of trends, . . . “

Excellent. The only thing you get by following a trend is the knowledge that you are getting closer to an inflection point, in general.

When you write “A final oddity highlighting the curious stability of the climate system . . .”, I presume by “climate system”, you mean the complex and chaotic interactions between the atmosphere, aquasphere and lithosphere?

It seems fairly obvious that the NH and SH have the seasons occurring in opposition, due to the Earth’s orbital inclination, so the NH summer is the SH winter, etc. If the NH winter is wetter, or colder, or windier than the summer, I see no reason why the SH winter should not be likewise with respect to its summer. You can’t just “remove” seasonal variations – the season reflects the weathers. Any “adjustments” will obviously show you what you want to see.

The weather in one hemisphere should be roughly opposite to that of its brother.

Why would anybody find this surprising?

It is not possible to predict future climate states (IPCC), and adding CO2 to air does not make the air hotter (duh!).

March 2, 2025 7:00 pm

Brilliant critique. Congratulations.
Paraphrasing Dickens character Ebenezer Scrooge in A Christmas Carol: “Models! Bah, Humbug.”

March 5, 2025 9:53 am

A 1° latitude by 1° longitude satellite-based rainfall record since 1979 is available from Copernicus here.

NB : People have probably moved on from this article by now, but any feedback within 48 hours (when I’ll give up checking for updates) would be greatly appreciated.

Following the link, out of curiosity, led me to the following contradiction :

Horizontal resolution : 1.0°x1.0° for daily mean values, 2.5°x2.5° for monthly mean values

Temporal coverage : January 1979 to present for monthly mean values, October 1996 to present for daily mean values

NB : For this dataset it turns out “present” = “March 2024” for the monthly time resolution option.

Do the graphs actually have 2.5-degree resolution, or are they 1-degree resolution (as labelled, in which case where did you get your data from ?!?) ?

.

Re-creating an expired account and getting the dataset via their web interface gave me a 61 MB ZIP file containing 543 separate netCDF (V4 / HDF5 format) files … not exactly “user-friendly” …

Checking one extracted file gave me :

– – – – – – – – – – – – – – – – – – – – –

$ h5ls gpcp_v02r03_monthly_d202112.nc
lat_bounds Dataset {72, 2}
latitude  Dataset {72}
lon_bounds Dataset {144, 2}
longitude Dataset {144}
nv Dataset {2}
precip Dataset {1, 72, 144}
precip_error Dataset {1, 72, 144}
time Dataset {1}
time_bounds Dataset {1, 2}
$

– – – – – – – – – – – – – – – – – – – – –

A 72 x 144 grid has 2.5° resolution, with “latitude” going from -88.75 (South pole) to 88.75 (North pole), and ‘longitude” going from 1.25 (°E) to 358.75 (= 1.25°W).

So far, so reasonable.

What is not “reasonable”, for me at least, is “pre-processing” 543 such files so I can check trends etc. per gridcell.

.

Trying to use their API I was unable to get the CDS website to produce a single netCDF file with all 543 monthly average “precip” values.

The python script I ended up with was :

– – – – – – – – – – – – – – – – – – – – –

import cdsapi

client = cdsapi.Client()

dataset = “satellite-precipitation”
request = {
“variable”: “all”,
“time_aggregation”: “monthly_mean”,
“year”: [
“1979”, “1980”, “1981”,
“1982”, “1983”, “1984”,
“1985”, “1986”, “1987”,
“1988”, “1989”, “1990”,
“1991”, “1992”, “1993”,
“1994”, “1995”, “1996”,
“1997”, “1998”, “1999”,
“2000”, “2001”, “2002”,
“2003”, “2004”, “2005”,
“2006”, “2007”, “2008”,
“2009”, “2010”, “2011”,
“2012”, “2013”, “2014”,
“2015”, “2016”, “2017”,
“2018”, “2019”, “2020”,
“2021”, “2022”, “2023”,
“2024”
],
“month”: [
“01”, “02”, “03”,
“04”, “05”, “06”,
“07”, “08”, “09”,
“10”, “11”, “12”
],
“data_format”: “netcdf”,
“download_format”: “unarchived”
}
target = “Precipitation_050325.nc”

client.retrieve(dataset, request, target)

– – – – – – – – – – – – – – – – – – – – –

but trying to run this — or a variant with “variable”: “precip” instead — just gave me the same ZIP file and the following run-time messages :

– – – – – – – – – – – – – – – – – – – – –

$ python3 read_Precipitation_1.python

2025-03-05 17:41:27,999 INFO [2024-09-26T00:00:00] Watch our [Forum](https://forum.ecmwf.int/) for Announcements, news and other discussed topics.
2025-03-05 17:41:28,000 WARNING [2024-06-16T00:00:00] CDS API syntax is changed and some keys or parameter names may have also changed. To avoid requests failing, please use the “Show API request code” tool on the dataset Download Form to check you are using the correct syntax for your API request.
2025-03-05 17:41:28,207 INFO [2022-04-01T00:00:00] Information on the current issues afflicting the data of this dataset is provided under the Known issues in the Documentation tab.
2025-03-05 17:41:28,208 INFO Request ID is …
2025-03-05 17:41:28,293 INFO status has been updated to accepted
2025-03-05 17:41:36,756 WARNING Download format not supported for this dataset. Defaulting to zip.
2025-03-05 17:41:36,757 INFO status has been updated to running
2025-03-05 17:44:20,672 INFO status has been updated to successful
$

– – – – – – – – – – – – – – – – – – – – –

Any suggestions on how to persuade CDS to give me the data as a single netCDF file ?