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#https#data#years#standard#deviation#less#should#article#average#more

Discussion (90 Comments)Read Original on HackerNews

inigyou28 minutes ago
This website is making heavy use of IP range blocking. Here's an uncensored link: https://web.archive.org/web/20260713092155/https://www.lyreb...

Alternatively, since the link that was posted is just an AI copyright theft site, use the original instead: https://climatecasino.substack.com/p/some-monsters-are-real

Discussion: https://news.ycombinator.com/item?id=48890533

engineer_2220 minutes ago
> Turn the volume on the typical El Niño impacts up to eleven, then watch the collective infrastructure of modern industrial civilization crumble.

Lol

voidUpdateabout 2 hours ago
If it should be front-page news, shouldn't it also be at the top of the article, rather than right at the bottom?
Walf31 minutes ago
I thought it was quite effective. I read the whole thing in anticipation, and was still shocked by the graph.
zipy12441 minutes ago
That was my first reaction too. A perfect fit for a cover image of a story. Also generally when referencing something within an article you want to display a figure before talking about it.
Loquebantur20 minutes ago
You react to a serious article rightfully pointing at civilization-ending developments by nitpicking about design choices.

Your likely intent is to signal indifference and dismissiveness towards the actual content. To deflect from the actual topic and derail the conversation.

Your likely motivation is lack of a ready-made remedy compatible with your premise of leaving your lifestyle untouched.

voidUpdate7 minutes ago
That's a lot of assumptions about me based on "the important figure should be at the top of the page, not the bottom". Joe Average isn't going to want to read 14 paragraphs before getting to the actual graph the title mentions
PaulHoule12 minutes ago
If you want to to down that road the article reads like AI slop which cooks the planet itself with energy use. Or, alternately, if the message is that important it is all the more important that it be communicated effectively.
pyaamb20 minutes ago
the ignorance is a consequence of our societies system of incentives. everything keeps pointing back towards that each time theres an event like this. But if we aren't going to attach an economic price for emissions then it remains an externality and not a recognized reality to the economy. The current US administration is playing a leading role in keeping it that way. And voters keep voting for it. Incentives.
Loquebantur6 minutes ago
The economic system itself is incompatible with the physical reality of a finite planet.

The ones steering society choose to crash and ruin everything rather than to jeopardize their positions in power.

That obvious failure in morals and ethics, basic principles of adult responsibility really, is made possible by a lack of rational reflection in the populace.

Objective truth has to take precedence over subjective desires when it comes to existential questions. Currently it does not.

iDonabout 1 hour ago
Representing that as a "climate spiral" would make it unnecessary to adjust for the seasons, and the original data could be used instead of a statistical view. It makes it easy for anyone to see the trend. - https://en.wikipedia.org/wiki/Climate_spiral - https://www.theclimatebrink.com/p/visualizing-daily-global-t... - https://www.climate-lab-book.ac.uk/spirals/
_kulang14 minutes ago
These are nice if you are scientifically literate but I suspect not so great for the lay
HPsquaredabout 1 hour ago
Polar coordinates are such a nice way to visualise periodic data.
RetroTechie15 minutes ago
Tend to follow climate-related news closely. But even then: eyebrows raised.

Heh.. Maybe in future we'll see wars being fought not over access to fossil fuels, but over attempts to stop other countries from pumping more fossils out of the ground.

"What the planet is going to experience over the next 12 months is just a preview of the movie that’s coming. Godzilla is going to return, and return, and return and return … and as bad as the movie gets, we won’t be able to walk out of the theater."

That's the scary bit: no escape hatch. We're all in this together.

That's why international co-operation on climate change should NOT be opt-in. Your countries' freedom to emit greenhouse gasses ends where my countries' (future) safety is at stake.

exe346 minutes ago
War is one of the biggest emitter of co2 though.
deadeye13 minutes ago
The mean is created using 29 years of data. Why those particular 29 years? IDK.

But I tend to dismiss findings like this that don't explain why they chose a very specific dates as the baseline.

VladVladikoff2 minutes ago
Yes I was wondering the same. Why is the mean using a different set of years than the total data set? There also seems to be a year where the swing was equally as extreme in the other direction, what year was this? Would be worth mentioning at least in the post.
yellow_leadabout 2 hours ago
Lots of AI tells in this article. Ironic?

> It's not a forecast. It's not a simulation of what might happen decades from now. These are...

DivingForGold36 minutes ago
Conspicuous that the X axis is missing numbers ... weeks, days, or months ....
Walf32 minutes ago
It's one year, from left to right. The termination of the red line is in the middle because it's the middle of the year.
jph0030 minutes ago
The range is provided in the title. Presumably it's just regularly sampled over that range.
cbdevidal29 minutes ago
I couldn’t help but notice that there was an equally cold spike at the bottom.
pmnelson31 minutes ago
It is labelled "Day of Year".
turtleyachtabout 6 hours ago
jones89176about 2 hours ago
Shouldn't the y-axis better be called "Standard DeviationS"?

According to one comment on the site, the 3.5 means "3.5 times the SD", which makes much more sense to me.

I initially tried to make sense of "SD being 3.5 on that day of the year", which seems to be a wrong interpretation.

frumiousirc40 minutes ago
I think you are right.

The title of the figure is ambiguous about what "SD" really means but I guess it is plotting the number of standard deviations of the 1991-2020 data measured from the mean of that data and plotted per day for the 1982-2026 data.

Here's the link that I read off the figure.

https://climatereanalyzer.org/clim/sst_daily/json_2clim/oiss...

Going up the URL path I get redirected to here:

https://climatereanalyzer.org/clim/sst_daily/?dm_id=world2

That shows measured temperature and 2026 as very hot (surprise) and in fact is the hottest to date for June+July. The standard deviation of that data is not 3.5 C but something less than 1.0 C. It is plausible that current temperature is about 3.5 sigma from the selected mean.

It's worth recognizing that the analysis is applying a biased conclusion prior to making the plot. It singles out post 2020 data to compare to pre-2020 data. and then concluding the held out data is a significant deviation with a cause. It almost certainly is but this is not a proper way to analyze data (unless one is pushing an agenda, be that for good or bad).

I think the sst_daily plot stands on its own without crafting this SD plot to emphasize the point. Especially when the accompanying text doesn't even explain it. It's a disingenuous message.

edwinjmabout 2 hours ago
No. The (standard) deviation is 3.5.
stymaarabout 2 hours ago
> No. The (standard) deviation is 3.5.

3.5 what, according to you?

You're reading this graph wrong: we're currently 3.63 standard deviation above the mean.

It's clearer on the original article[1] that this AI-generated blog is taking the graph from, the average temperature on the period at this time of the year is around 27.5°, the ocean is almost at 29.5°, just short of 2°C above average, and the standard deviation is 0.55°C.

[1]: https://climatecasino.substack.com/p/some-monsters-are-real

Edit: note that the original article is 6 days old, and we've unfortunately crossed the 2°C threshold right after it was posted, so the situation of even direr than described: https://climatereanalyzer.org/clim/sst_daily/?dm_id=nino3.4

stymaarabout 2 hours ago
This blog post is pure slop, stealing from this one: https://climatecasino.substack.com/p/some-monsters-are-real the submission should be updated to link to the original instead.
lambdaoneabout 1 hour ago
That article is vastly superior and is the one that should be being discussed, not this.
engineer_2213 minutes ago
> Turn the volume on the typical El Niño impacts up to eleven, then watch the collective infrastructure of modern industrial civilization crumble. Watch as flooding storms wash away roads and cities. Watch as trailing storms create new inland lakes, swamping farmland. Watch as fires raze forests and grasslands. Watch as heatwaves turn temperate regions into unsurvivable hellscapes. Watch as crops fail and dams burst. Watch as the shelves of your local grocery store gradually, then suddenly, go empty.

I think this kind of writing is low quality.

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l1chorpeabout 5 hours ago
Looking at the graph left me wondering just what it means exactly. I'm not well versed in statistics so "the standard deviation is 3.5°C" doesn't mean much. Also, what's up with that other line going down to -3.5°C? And what do the colors mean? In the sense that I'm not sure whether a darker blue means closer to or further from today.
blaze33about 2 hours ago
You can go to the source website https://climatereanalyzer.org/clim/sst_daily/?dm_id=nino3.4

There's is an interactive chart that's easier to understand

2b3a51about 2 hours ago
Thanks for posting that link.

The graph has a key on the right hand side that clearly labels each colour of line, and the horizontal axis is scaled in months of each year. Scrolling down gets you notes and links to data sources.

In answer to another poster in this thread, the dataset only reaches back to 1983, I'm assuming because that is when they started monitoring these temperatures?

camillomillerabout 2 hours ago
Check out 2015, it had way hotter temperatures in November, with higher temperatures than the average in this period, but I would like a climatologist to explain this, draw correlations etc. The original post is a weird LLM-mediated mix of vague scaremongering with some easy piling on journalism "just because". So what am I supposed to with it? Nothing, because it's written by an LLM, I guess.
danhauabout 2 hours ago
I'm not an authority on this, but here's is my understanding - I'd appreciate if someone could correct my mistakes.

The baseline of 0.0 represents the average of all years. Anything above / below the baseline is a (standard) deviation from the average. The blue lines are the individual years since 1991 [1] while the red line is the year 2026.

If a line is above the baseline, then the sea-surface temperature was hotter on that day than average. If below, it was cooler than average.

The year 2026 is an outlier, dwarfing all the others starting around June / July. The Nino 3.4 sea-surface temperature is significantly hotter than any previous year during that time. New record, I guess?

[1]: I'm confused about the two date ranges given: 1982-2026 and 1991-2020. I'm assuming this graph is based on measurements from 1982-2026 to calculate the average, but the lines shown are only from 1991-2020, for some statistical reason I don't understand.

ploughabout 2 hours ago
I think it is the other way around: SD is calculated from 1982-2020, while all measurement readings in the plot are 1982-2026. I believe this is meant to not introduce an unwanted shift but compare to sort of a 'stable process'. However, that should have been described and argued somewhere.
bitter_michaelabout 2 hours ago
I had the same concerns and think the chart would benefit from color grading the individual years by age. If the other outlier in the opposite direction is equally likely then it should also be concerning (obviously it is not). My understanding is the deviation is from the 1991-2020 subset avg, so a warming trend would be indicated by relative drift towards positive in the std dev across years from 82-present
bestouffabout 2 hours ago
> Each blue line represents a different year since 1982. The red line is this year. It doesn't just set a new record. It has departed entirely from the range of previous observations.
ArnoVWabout 2 hours ago
my layman understanding, a real statistician will surely intervene.

standard deviation is a measure that informs about the distribution. A high standard deviation means a "wide bell curve". A low standard deviation means that all values are closely clustered around the middle of the curve.

So if your value is 2 x standard deviation (for example) that means it is a relatively rare outlier, since 2 x standard deviation covers 95% of the bell curve. In particle physics I believe they require 5 standard deviations to confirm an observation.

retubeabout 2 hours ago
You also need to ask what is the likelihood you get this move just by chance
gpderettaabout 1 hour ago
According to https://climatecasino.substack.com/p/some-monsters-are-real, this is a 1 in 7000 years event (i.e. 3.5 sigmas).
yorwbaabout 1 hour ago
Assuming the measurements are independent samples from a normal distribution. Which they of course aren't, as measurements of adjacent days are obviously correlated (if they were independent, a 1-in-7000 event could be expected to happen on about 2 days within a 44-year span). Now the question is what the nature of the deviation is.

- How independent are measurements of different years?

- Has there been a systematic change in the distribution mean?

- Has there been a systematic change in the distribution variance?

- Was there a good reason to assume that the temperature distribution would be normally distributed to begin with? (Maybe there are strong non-additive effects.)

In any case, it's clear that assuming the observed temperatures in the 1991-2020 range follow a normal distribution and temperatures outside that date range will follow the same distribution is a bad model of reality.

noosphrabout 1 hour ago
I'm not sure how you can make that claim with only 29 years of data without making some pretty big assumptions about the underlying distribution.
sphabout 1 hour ago
We have ways to determine the past climate without having access to direct measurements.
jgalt21212 minutes ago
I see a negative outlier equal in magnitude to the positive outlier the author is drawing our attention to. What should we make of that data point?
nixonaddictionabout 1 hour ago
“wahhhh this is bad” ok sure but how. what will the downstream effects be. how can we model increased ocean temperatures and how they will affect weather patterns or whatever? gives me no info on the implications, let alone info on the implications with rigor.
tramcabout 1 hour ago
It’s not spelled in nursery rhyme, but it literally does give info on the implications. As the article states, they are not as simple as A => B, so it provides general idea of the implications. The general idea being ecosystem destabilisation and intensification of extremes and their frequency.
dudefelicianoabout 1 hour ago
> How they will affect weather patterns or whatever?

> This is why graphs like this matter. Not because they prove that catastrophe is inevitable, and not because they predict the precise sequence of events over coming years. Science rarely deals in absolutes. What they show is that Earth is moving beyond the range within which modern human civilisation developed. We’re entering climatic conditions that our infrastructure, ecosystems, economies and institutions were never designed to accommodate.

Reading helps. Also it's pretty clear from the "waaaaah" that you are not asking a good faith question but rather dismissing the article, without bringing any information or sources to back whatever point you are trying to make - ironic.

camillomillerabout 2 hours ago
I believe this post was written with some heavy help of an LLM. I hope the irony is not lost on the author, nor the readers here.
ericd28 minutes ago
Their daily shower used more energy than generating the article, it doesn’t invalidate the article.
SideburnsOfDoom34 minutes ago
This happened a couple of El Niño cycles ago, in the 2015-2016 one:

> The City of Cape Town began experiencing a drought in 2015, the first of three consecutive years of dry winters brought on possibly by the El Niño weather pattern and perhaps by climate change

https://en.wikipedia.org/wiki/Cape_Town_water_crisis

It's quite possible that this one could worse.

KingOfCodersabout 2 hours ago
There are many thing people could do, eat less meat, smaller homes, electric cars, green energy, no flights etc. but the vast majority of people does exactly nothing.
Hoodedcrowabout 2 hours ago
"Eat less meat, smaller homes, no flights"? Sounds like an average person to me because of poverty, lol. Even my family, well above the threshold for poverty, has to do this.

"Electric cars" is less likely tho because having a car at all is a money drain.

arrrgabout 1 hour ago
Changing your own behavior is certainly not wrong but also not a solution.

Policy changes are needed to address this problem. It’s a political problem that needs a political solution.

embedding-shapeabout 2 hours ago
> eat less meat, smaller homes, electric cars, green energy, no flights etc.

How much % of the world's population would have to do those things, for the graph to show a reversal of the trend? 10%? 50%? Everyone?

sphabout 1 hour ago
Yes, I should recycle more. Meanwhile, it’s OK for politicians to invest in coal and build gas-powered datacenters, while the ultrabillionaires buy groceries in a private jet.

Don’t worry about that, just recycle more!

It is about time we stop blaming the individual at the bottom of the ladder for the problems of society. And let me preempt you: society isn’t made up of individuals, but it is much greater than the sum of its parts.

danparsonson41 minutes ago
Why does it have to be one or the other? 7+ billion small actions add up; power plants and datacenters are still at least partly about fulfilling consumer demand.

Or to put it another way - which of those things is under our control? If one can do something more, then why not? Because billionaires? The climate doesn't blame anyone, it just exists; being to blame or not, doesn't matter when we're all in the same boat together.

JoshTriplett5 minutes ago
> power plants and datacenters are still at least partly about fulfilling consumer demand.

Consumer demand doesn't determine whether to build coal vs solar vs nuclear. Public policy does. No new oil/gas/coal plants, period, and start working to shut down the ones we have. Electricity generation is the source of about a third of all CO2 emissions.

Consumer demand doesn't determine whether we do carbon capture, or reforestation. Those require public policy.

criddell24 minutes ago
It’s a tough sell. The impact of you turning your AC a little bit colder or having a bigger car is almost unmeasurable on a global basis yet the benefits to you personally are probably pretty big.
sph23 minutes ago
The reality is that what is in our control is very, very little, and we’re squabbling like mad among ourselves because I had a piece of beef for lunch.

I’m the first to recycle, so you’re preaching to the choir. What I’m saying if we could do better than self-flagellating. Or rather, there is nothing our self-flagellation will achieve in the end.

We keep focusing on things that are easy to measure like how much meat does one person eat, rather than the real numbers that are effectively immeasurable. Am I a worse person for eating beef, yet not using LLMs nor driving a car, than a vegan would might do all those things? Only for my conscience to know. In the end, it all amounts to hypocrisy, and squabbling among the plebes, while the rich keep polluting the planet.

walthamstowabout 1 hour ago
I agree that we should but rational individuals are not going to voluntarily lower their standard of living at any noticeable scale. Simply not going to happen.
kalxabout 1 hour ago
That’s because those who (our countries that enforce it) eat less, have smaller properties, less productive cars and infrastructure etc, those are the countries that will have the short end of the stick in 10-20 years time - just look at Europe. The tragedy of the commons at a global scale.
Snafuhabout 1 hour ago
> less productive cars

How does enforcing emissions regulations result in less productive cars?

Cars move about 1.5 people per trip on average. A big pickup or SUV is not any more productive doing this task than a mid sized car.

gherkinnnabout 1 hour ago
Individual action is not the solution
______22 minutes ago
What is the collective if not a collection of individuals?
inigyou36 minutes ago
It can be, but not in the usual way.
cynicalsecurityabout 1 hour ago
Chinese and Indian CO2 emissions dwarf anything you mentioned. You can stop eating meat altogether and move to a small doghouse, it won’t make any global impact at all.
zaikabout 1 hour ago
If the factory is in China but the product is consumed in the US who should the CO2 emissions be attributed to?
inigyou36 minutes ago
Irrelevant anyway, because USA consumption is on the decline and China consumption is on the rise.
isoprophlexabout 1 hour ago
This line of "hurrr but they are doing it too so why should I stop!" reasoning constitutes a logical fallacy that a motivated 9 year old is probably already able to reason themselves out of
voidUpdateabout 1 hour ago
How many people living in doghouses does it take to offset emissions from large industry?
cynicalsecurity31 minutes ago
This is not what I'm saying. Telling people to eat less meat or live in smaller houses is not only inefficient, but a counterproductive way to protect environment. This is environmental protection theatre, if not circus. It makes environmental protection measures look laughable and ridiculous. Unless something is done against the biggest pollutors, eating less meat (now think about how dangerous this advice looks without taking into account who it's addressed at - stupid parents can stop feeding their children meat and cause them lifelong health problems) won't prevent environmental problems. Sorry, I'm interested in participating or endorsing environmenal protection circus.
modo_marioabout 1 hour ago
> eat less meat

Eat less and different meat with a smaller footprint. Mostly poultry, eggs, also more organ meats, etc. Also combat fertiliser runoff, etc.

The methane output of a field of cattle isn't that dramatically different from a forest with deer, decomposing wood, etc. Methane is also a potent but temporary actor and tackling it primarily just buys us very little time which will be used as an excuse to keep pumping co2.

However we grow a good bhunch of the feed for that cattle and for ourselves with fossil fuel based fertilisers. We need to quit that. If we get rid of both that 8% co2 output for fertilisers and get rid of the manure as well because we ditch meat too much...

Well we'll solve a lot of related problems by drastically reducing the world's population with a gigantic famine.

Arodexabout 2 hours ago
The Forest of Fontainebleau, just 50 km south of Paris, is burning, with Canada it's on the scene trying to contain it. Nearby highways and trains - some of the busiest of France - are cut. It is a temperate European forest, oak trees and beech.

No AC is going to save European from that. In fact, it is American AC which is the main cause of it. They dumped all that energy and greenhouse gases and Europeans are the one impacted by these externalities.

ericd26 minutes ago
That’s tragic, I love Fontainebleau. But it’s industrial civilization as a whole, not American AC. Cement is a larger contributor, for example.
iamacyborg14 minutes ago
Shit, I missed that my home town was burning
anakaine34 minutes ago
AC?
sdevonoes16 minutes ago
In a world where we have people like Trump, Musk, Thiel, et al, with extreme power and resources, why would we hope for something like climate change to be addressed?

What can scientists do? Even if they are 100% right and can prove it, they have no power to do anything. Governments of the top countries are puppets of the US, so there’s not much to do. Other governments are dealing with more mundane problems. And the “A fucked up planet affects everyone equally” is just not true. Billionaires can live in a fucked up planet just fine. They don’t even need people (as demonstrated by AI and its goal of replacing workers). They truly don’t care about us. And if the worst forecast for the planet is to come, they also won’t care (they would just live to their fullest while they can)

RecycledEleabout 1 hour ago
I make this prediction: In 5 years, we will have learned that the red line was in error, and the temperatures will be in the bottom half of the graph.

I know this because every prediction of climate doom turned out to be false.

Entire nations were going to disappear under rising sea levels. It has not happened. I'm not saying no land sinks, but sea levels are not rising rapidly enough to prevent Al Gore (author of "An Inconvenient Truth") from buying an ocean-front home. The same applies to John Kerry and dozens of other outspoken prophets of doom who warned us that rising sea levels would submerge entire nations. They used the proceeds of their fear-mongering to buy oceanfront homes.

I remember signs in Glacier National Park telling us the glaciers would be gone by the year 2,000. It has not happened.

This "signal" too will pass.

anakaine28 minutes ago
Others have corrected your confusion between prediction and observation. Lets instead show what we have already seen, today, that was previously predicted.

Kiribati and Tuvalu have measurable loss of land due to rising sea levels that is impacting people today. About 80% of the Maldives Islands will likely be uninhabitable within the next 25 years. The Marshall Islands have lost 18 out of their average 200cm above mean sea level height - roughly 6% of its land.

We have seen massive glacial retreat even in just the past 10 years, let alone the past 50. This is happening the world over, and at a rate that is not previously seen in the geological record (happy to argue this, thats my background). We are seeing large ice loss and lack of matching accumulation over Antarctica and Greenland - two great places to observe large scale processes. We just saw the Arctic stay largely unlocked for sea ice/shipping last season. The sum of these will take a moment to kick in, but the failure of conveyor currents will kick us all in the arse quite significantly and likely within our lifetime, and we have already seen hiccups.

zaikabout 1 hour ago
The red line is not a prediction, it is a measurement.
locknitpickerabout 1 hour ago
You seem to be deep in denial.

These are not projections. These are measurements.

These are known trends from the past century. The trend is accelerating in what seems to be an exponential pattern.

https://www.climate.gov/news-features/understanding-climate/...

We are experiencing record heat in northern Europe, with temperatures in line with what a couple of decades ago would be expected in north Africa during the summer.

Southern Europe is already experiencing massive droughts in major urban centers.

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anirudhak47about 3 hours ago
i have seen this couple of times here and there. with eu melting looks concerning. i guess build more data centers