[HN Gopher] Climate change and the 1991-2020 U.S. Climate Normals
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       Climate change and the 1991-2020 U.S. Climate Normals
        
       Author : ctk_brian
       Score  : 102 points
       Date   : 2021-04-26 17:02 UTC (5 hours ago)
        
 (HTM) web link (climate.gov)
 (TXT) w3m dump (climate.gov)
        
       | Hammershaft wrote:
       | Interesting... judging from this pic the 1960s seemed to be
       | unusually cool. I wonder why.
       | 
       | https://www.climate.gov/sites/default/files/30yrNormal_Temp_...
        
         | Diederich wrote:
         | Only slightly educated guess forthcoming.
         | 
         | Air pollution was pretty bad in the United States from the
         | 1950s through the late 1980s, and we know that
         | https://en.wikipedia.org/wiki/Global_dimming has kept
         | temperatures down a bit.
         | 
         | So basically from the early 1970s through the 1990s in the
         | United States, the amount of 'global dimming' type air
         | pollution decreased tremendously, because of a number of
         | factors, including all sorts of clean air mandates and
         | regulation.
        
           | kossTKR wrote:
           | The dimming factor seems a bit frightening.
           | 
           | I don't know how sound the theory is, but i remember
           | listening to the climate podcast Radio Ecoshock where a
           | scientist talked about aerosols in general and that there
           | could be a negative feedback loop that would disappear if we
           | stop polluting heavily, ironically then raising temperatures
           | significantly - this could mean that an extremely agressive
           | decrease towards 2030 could increase temperature weirdly
           | enough.
           | 
           | The effect was seen over the US after 9/11 as far as i
           | remember.
           | 
           | A damned if you do and don't situation.
        
             | ip26 wrote:
             | Well, we can always spray sulphur aerosols in the
             | stratosphere without all the CO2 and acid rain.
        
             | pedrocr wrote:
             | > The effect was seen over the US after 9/11 as far as i
             | remember.
             | 
             | There was a study that claimed that but there's a second
             | study that claims general cloud cover was a confounding
             | factor not controlled for that explains the actual result:
             | 
             | https://en.wikipedia.org/wiki/Global_dimming#Contrails_and_
             | c...
             | 
             | Even with a full set of airplanes in the air contrails are
             | a tiny minority of the cloud cover. Seems pretty hard for
             | them to have any visible impact. Aerosols in general are
             | another matter all together. Those are all over the
             | atmosphere and it wouldn't be surprising if they had a
             | large effect as they accumulate.
        
               | kossTKR wrote:
               | Thanks for the clarification. Always seemed a bit too
               | quick and neat a causation.
               | 
               | But as you say the bigger picture is still worrying - and
               | i am not sure that disregarding cloud formation there
               | isn't still certain aerosols hanging around changing
               | things for the worse after heavy air traffic - it's hard
               | to gauge from the Abstracts of papers i just skimmed, but
               | something seems to be happening :
               | https://link.springer.com/article/10.1023/A:1006600107117
               | https://www.researchgate.net/publication/279155481_Impact
               | _of...
        
               | kobieyc wrote:
               | Related to cloud cover: one of the biggest uncertainties
               | in climate models is how to cater for the albedo effect
               | also known as cloud feedback. It goes something like
               | this:
               | 
               | 1) The most potent greenhouse gas is water vapor (not
               | CO2) 2) Increased temperatures result in more water vapor
               | (simple evaporation) 3) Water vapor forms clouds 4)
               | Clouds are white and reflect incoming solar radiation
               | 
               | A lot of models have to make big assumptions about the
               | strength of this negative feedback loop, and the
               | assumptions have a big impact on the output of the
               | models.
               | 
               | https://en.wikipedia.org/wiki/Cloud_feedback
        
               | Retric wrote:
               | Conversely, further increased evaporation > even more
               | water vapor > increased precipitation > fewer clouds.
               | 
               | Also, clouds reflect sunlight > less warming, but clouds
               | reflect IR > less cooling.
               | 
               | It's a really complex interaction that doesn't have a
               | clear global maximum as each region has a slightly
               | different impact and they all interact. Atmosphere dust
               | is one of the biggest impacts here and dust alone
               | involves a lot of non linear feedback loops.
        
         | btilly wrote:
         | My best guess is some natural cycle tied to the
         | https://en.wikipedia.org/wiki/Atlantic_multidecadal_oscillat...
         | is involved. You'll note that the 1960s correspond to the point
         | where the Atlantic was cooling most rapidly, which would be
         | suggestive that the air above the Atlantic was relatively cold
         | at that time.
         | 
         | That said I'm not a climatologist, nor do I play on on TV.
        
           | counters wrote:
           | It's worth pointing out that there likely is no such thing as
           | the AMO. The scientist who coined the term in some pioneering
           | work in 2000 has, over the past few years, been extremely
           | outspoken that it was probably an errant interpretation of
           | the data available at the time (e.g.
           | https://michaelmann.net/content/rise-and-fall-atlantic-
           | multi...) and even just a year ago published an article in
           | Nature which more or less thoroughly eliminates the
           | possibility of such a mode of multi-decadal variability
           | actually existing
           | (https://www.nature.com/articles/s41467-019-13823-w).
        
             | btilly wrote:
             | Whether or not the variation is a predictable cycle
             | notwithstanding, there is a substantial natural variation,
             | and the 1960s coincided with a drop in Atlantic sea
             | temperatures of the right order of magnitude. Which
             | suggests that natural variation could have caused the 1960s
             | to be unusually cool relative to overall warming trends.
        
         | nanis wrote:
         | > 1960s seemed to be unusually cool
         | 
         | Note that the set of thermometers and temperatures that make it
         | into the GHCN comprise repeated convenience samples. The
         | techniques used to smear individual observations over vast
         | swathes of territory tend to leave much to be desired.
         | 
         | Here's an animation[1] I made way back when I thought maybe
         | thinking scientifically about how to evaluate the existing
         | climate record for the recent past was acceptable.
         | 
         | I have not touched the GHCN recently nor have I updated the
         | analyses, but it did not take much time to produce the videos
         | many years ago. Anyone curious should be able to repeat the
         | same thing of plotting coordinates of temperature stations with
         | fresh data with no trouble.
         | 
         | So, for the original question, the answer is we do not know.
         | However, data are subject to selection bias and that affects
         | what kind of inferences you can make.
         | 
         | But do compare the distribution of observation sources in the
         | 60s to periods before and after.
         | 
         | [1]: https://www.youtube.com/watch?v=h95uvT67bNg GHCNv3
         | (20141118 qca) Temperature Station Locations 1702-2014
        
         | at-fates-hands wrote:
         | Interesting to note that in the 1970's the talk of another ice
         | age was really more of a conversation about a rapidly changing
         | planet. The real anxiety was over pollution and its effect on
         | the climate - not that the planet was cooling naturally or
         | going through a cooling phase:
         | 
         | 1974 TIME "Another Ice Age?"
         | https://www.sott.net/article/271592-Time-magazine-1974-Anoth...
         | 
         |  _As they review the bizarre and unpredictable weather pattern
         | of the past several years, a growing number of scientists are
         | beginning to suspect that many seemingly contradictory
         | meteorological fluctuations are actually part of a global
         | climatic upheaval._
         | 
         | They thought it was due to pollution (man made) even back then:
         | 
         |  _Man, too, may be somewhat responsible for the cooling trend.
         | The University of Wisconsin 's Reid A. Bryson and other
         | climatologists suggest that dust and other particles released
         | into the atmosphere as a result of farming and fuel burning may
         | be blocking more and more sunlight from reaching and heating
         | the surface of the earth._
         | 
         | Interesting to note they speculate the trend might be temporary
         | - which makes sense because as we've reduced pollution by leaps
         | and bounds since then, you've started to see more of a warming
         | trend:
         | 
         |  _Climatic Balance. Some scientists like Donald Oilman, chief
         | of the National Weather Service 's long-range-prediction group,
         | think that the cooling trend may be only temporary. But all
         | agree that vastly more information is needed about the major
         | influences on the earth's climate._
         | 
         | This article was never an indictment on the scientists
         | believing we were heading for another ice age. Quite the
         | opposite. They started seeing rapid changes in the planet's
         | climate and wanted to try and explain what the consequences
         | were. They even say they need more data and more research to
         | figure out exactly what's going on.
        
       | tryonenow wrote:
       | In my day to day work, if you showed me a noisy graph of a
       | periodic signal measured over some 1/10th to 1/10000th of a
       | typical cycle period, I would tell you that you don't have nearly
       | enough data to establish a trend. Especially when the underlying
       | phenomena are chaotic, complex, impossible to model accurately,
       | and incompletely understood.
       | 
       | I also believe that the orthodoxy is overly negative. Who's to
       | say that earth won't be better off with the newly arable northern
       | latitudes? The OP seems to indicate a trend toward increasing
       | rainfall as well - and plants thrive in increased CO2
       | environments.
       | 
       | Then there is the supposed looming socioeconomic catastrophy as
       | sea levels rise and displace coastal inhabitants. That also
       | sounds like positive economic churn to me, especially if you go
       | by the metric of GDP. This will be a gradual migration over
       | 50-100 years and potentially a boon for various economies - jobs
       | for infrastructure and construction.
       | 
       | I'm just not sold on the idea that the world is ending (literally
       | or figuratively) if we don't act.
        
         | nerdponx wrote:
         | _This will be a gradual migration over 50-100 years_
         | 
         | This is wishful thinking.
         | 
         |  _potentially a boon for various economies - jobs for
         | infrastructure and construction._
         | 
         | This is the broken window fallacy.
        
           | betwixthewires wrote:
           | Is it wishful thinking though? How exactly?
           | 
           | Also how is the idea that this _may_ be good for some
           | economies a broken window fallacy?
        
             | allturtles wrote:
             | You seem to be imagining that the sea level will smoothly
             | rise mm by mm over a century and that people will gradually
             | and peacefully abandon the shoreline and move inland.
             | 
             | It seems to me that a more likely outcome is that people
             | will build defenses to protect existing cities (which are
             | after all massive investments) and and that those defenses
             | will work well right up until they catastrophically fail in
             | a major storm (e.g. see Katrina).
        
               | xienze wrote:
               | > It seems to me that a more likely outcome is that
               | people will build defenses to protect existing cities
               | 
               | Honestly, this part right here is what makes me very
               | skeptical about the magnitude of the problem as it's
               | communicated to the proles. We've heard countless times
               | how Manhattan will essentially be underwater in XX years,
               | a foregone conclusion, yet no one has made a serious
               | proposal to build sea walls around it or other valuable
               | coastal areas.
               | 
               | That and the fact that the US is obsessed with importing
               | countless numbers of foreign citizens who doubtless would
               | produce far lower carbon footprints in their home
               | countries than they would in the US. I mean it would only
               | make sense to limit third world immigration to first
               | world countries as long as possible if we're concerned
               | about carbon footprint, wouldn't it? The population
               | decrease in first world countries would be an added bonus
               | as far as climate change goes. Yet we do the complete
               | opposite. Curious!
        
               | exporectomy wrote:
               | How is it that you can predict the defenses are likely to
               | fail catastrophically but the people building them won't?
               | Is your concern really that other people don't know as
               | much as you about how to build sea walls?
        
               | allturtles wrote:
               | I didn't actually say it was likely, just more likely
               | than a gradual upslope migration in advance of any
               | danger, which seems contrary to all human social behavior
               | that I've ever witnessed. When major storms come through
               | and wreck places that are bound to be wrecked every time
               | the water rises, the political drumbeat is to rebuild. To
               | give up on those places would be to show weakness (See
               | "Jersey Strong / Stronger than the Storm" slogan after
               | Hurricane Sandy).
               | 
               | If we could somehow build strong enough defenses to
               | protect all the major coastal population centers from
               | rising waters indefinitely, that would be great, though
               | obviously very expensive. I'm doubtful though. Lots of
               | money and effort was poured into protecting New Orleans,
               | and, in the long run, it didn't work.
        
               | betwixthewires wrote:
               | I'm not imagining anything, I'm only asking questions.
               | Which you have not answered BTW.
        
               | twiddling wrote:
               | Sealioning...
        
               | allturtles wrote:
               | Surely when you say "This will be a gradual migration
               | over 50-100 years" you are imagining a process by which
               | this will happen.
               | 
               | You didn't ask me any questions, you asked nerdponx, and
               | I chose to join the conversation. What I posted above was
               | my answer to "Is it wishful thinking though? How
               | exactly?"
               | 
               | But given the way are responding, I'm not sure you're
               | interested in having an honest conversation.
        
         | randomopining wrote:
         | Throws stuff out of equilibrium that our fragile human world
         | depends on. Could stack with unleashing the trapped methane
         | gases in Siberia, to form a positive feedback loop.
         | 
         | Your response is so sophomoric, but not funny. You clearly
         | don't understand the tight relations of human systems to the
         | environmental ecosystems.
        
         | porb121 wrote:
         | Have you read a single page of any IPCC report or any major
         | climate science publication?
         | 
         | The rhetoric you're spewing is uninformed and dangerous. Even
         | if you are exactly right (and well-founded scientific arguments
         | would suggest you are definitely not), you are speaking
         | completely out of turn without any evidentiary basis.
         | 
         | Like, "plants like CO2 so more CO2 might be good" is naive,
         | elementary school reasoning. You might as well say "cardio
         | exercise is good for the heart, so maybe medically inducing
         | tachycardia is good for me". It's a complete non-sequitur with
         | no empirical grounding.
        
           | alea_iacta_est wrote:
           | > The rhetoric you're spewing is uninformed and dangerous.
           | 
           | The self righteous people like you are way more dangerous in
           | my humble opinion...
        
             | tjr225 wrote:
             | Unfortunately for you we don't have time to care about your
             | feelings. I've got a daughter who is going to have to live
             | in this mess.
        
           | sintaxi wrote:
           | The IPCC doesn't produce scientific research as you are
           | implying. The purpose of the IPCC is to justify the basis of
           | "global climate action" so their opinion has no relevancy
           | when it comes to debating the scientific upsides and
           | downsides of rising CO2.
           | 
           | What few people seem to realize is that during the last ice
           | age CO2 levels @180ppm was so low life on earth for mankind
           | nearly collapsed - and we know CO2 levels on earth have
           | reached 8000ppm in the past - so there is significant reason
           | to be at ease with a rising CO2 considering how close to
           | extinction level CO2 was a short while ago.
        
           | tryonenow wrote:
           | >Have you read a single page of any IPCC report or any major
           | climate science publication?
           | 
           | As a matter of fact I have, though not in a few years. The
           | papers and the commentary are both far less certain in their
           | assertions than you would ever guess judging by the common
           | fervor against "denialists".
           | 
           | >Like, "plants like CO2 so more CO2 might be good" is naive,
           | elementary school reasoning. You might as well say "cardio
           | exercise is good for the heart, so maybe medically inducing
           | tachycardia is good for me". It's a complete non-sequitur
           | with no empirical grounding.
           | 
           | No, it's based on studies of modern [0] and prehistoric
           | plants. The Carboniferous period for example had CO2 levels
           | comparable to today's and an explosion of coal forming plant
           | growth.
           | 
           | >The rhetoric you're spewing is uninformed and dangerous.
           | Even if you are exactly right (and well-founded scientific
           | arguments would suggest you are definitely not), you are
           | speaking completely out of turn without any evidentiary
           | basis.
           | 
           | The rhetoric I'm spewing is scientifically rational
           | skepticism. The current science _as practiced_ is one sided,
           | primarily because of reactions like yours, which equate
           | differing opinions with heresy. Climate science is far from
           | settled and so called denialism is nowhere near the same
           | level as flat earth /chemtrails/antivax skepticism to which
           | it is dismissively compared.
           | 
           | Also you haven't made a single argument against my point that
           | we are looking at a tiny fraction of a periodic signal and
           | presuming a trend - and that's because there fundamentally is
           | no argument against it.
           | 
           | 0. https://www.noaa.gov/news/study-global-plant-growth-
           | surging-...
        
       | potatoman22 wrote:
       | Is 0.16 F increase in average temperature per decade a legitimate
       | cause for concern? From my (unlearned) perspective, It seems
       | barely statistically significant.
        
         | gameswithgo wrote:
         | It is enough to change weather patterns, raise sea levels
         | significantly, its a pace of temperature change that causes
         | extinction events, when it has happened this fast in the past.
        
         | schemescape wrote:
         | It probably is, yes. This link (which is _not_ directly related
         | to NOAA 's article) has more information:
         | 
         | https://skepticalscience.com/few-degrees-global-warming.htm
         | 
         | > A few degrees of global warming has a huge impact on ice
         | sheets, sea levels and other aspects of climate.
        
           | potatoman22 wrote:
           | I wish that article had citations, but thanks; that helps
           | clear up some avenues in which this can have other impacts.
        
         | rhodozelia wrote:
         | Since precipitation that falls as snow is released much later
         | in the spring but precipitation that falls as rain causes
         | additional melting and immediate runoff exactly where the
         | freezing level is can have a dramatic effect on glacial melt
         | And how dry forests get in the summer, with the ensuing forest
         | fires.
        
         | ArkanExplorer wrote:
         | CO2 also has an impact on human cognitive function, and
         | acidifies the ocean.
         | 
         | Air pollution - usually linked to CO2 emissions - has a whole
         | slew of other problems.
         | 
         | We absolutely have the technology to get rid of coal and oil
         | for transport and electricity production - we need to start
         | banning the production of new ICE cars and new coal power
         | plants now, and tariffing any nations who don't follow.
        
           | nerdponx wrote:
           | OK, but the question was about temperatures, not about CO2.
           | 
           | Has there _ever_ been a concern that we could put so much CO2
           | into the atmosphere as to impair cognitive function?
        
         | [deleted]
        
         | Afforess wrote:
         | > _average temperature_
         | 
         | It's not the average temperature change that is significant,
         | its the effect of the temperature that is significant. For
         | example, 33F vs 32F is very significant... If there are more
         | days above freezing, which leads to extra ice melt, it doesn't
         | matter if the average is up only a tiny bit.
        
           | potatoman22 wrote:
           | That makes a lot of sense, thanks.
        
         | zosima wrote:
         | I think some kind of error bars would have been very
         | enlightening, yes.
         | 
         | I find it quite hard to evaluate what is being shown, when the
         | total change in temperature over a century is smaller than the
         | temperature difference between different parts of the room I'm
         | currently sitting in.
        
         | melling wrote:
         | When there were only 22 American Coronavirus deaths on March 9,
         | 2020, was there a cause for concern?
         | 
         | Many people said no.
        
           | Pyramus wrote:
           | Your comment may sound unrelated - but it's exactly at the
           | heart of the problem.
           | 
           | Both climate change and viral growth increase exponentially.
           | Not only do we release more CO2 into the atmosphere every
           | year, but also the growth rate accelerates.
        
             | potatoman22 wrote:
             | Why does climate change increase exponentially? For reasons
             | other than our collective output increasing exponentially?
        
               | MarkLowenstein wrote:
               | This is an excellent question. It is a very popular idea
               | that there is some "tipping point", plus positive
               | feedback loops, that are definitely going to make this
               | problem worse, someday. That they are popularly imagined
               | by non-scientists, and that the effects are always
               | promised for the future rather than identified in the
               | past, are cause for skepticism.
               | 
               | Judging by the fact that for the billion years after life
               | has dominated, Earth climate has always stayed decidedly
               | non-Martian and non-Venusian, the evidence is strong that
               | negative feedback loops are more powerful than the
               | positive ones that people may publicize. I would like to
               | see more substantiation behind such assertions.
        
               | addison-lee wrote:
               | From what I understand it is feedback loops that cause
               | concern for exponential climate change. For example, snow
               | reflects a large amount of the sun's energy back into
               | space. As you lose the snow cover you absorb more heat
               | causing more snow to melt, leading to snow melting
               | faster, etc. etc.
               | 
               | Another example is in the Arctic tundra. The top layer of
               | the ground was always frozen, i.e. a permafrost. However
               | now that layer is melting and it releases a ton of
               | methane. Methane causes the temperatures to rise, leading
               | to the permafrost melting faster and more methane being
               | released.
        
               | [deleted]
        
               | SAI_Peregrinus wrote:
               | Positive feedback loops.
               | 
               | For example, warming the climate tends to melt ice. Ice
               | reflects sunlight back to space better than liquid water
               | or dirt. So the reduced ice cover makes more sunlight get
               | absorbed by the Earth. Absorbed sunlight becomes heat,
               | which raises the temperature. The increased temperature
               | melts more ice.
               | 
               | Technically all of these loops can only result in a
               | sigmoid curve, not an exponential. The temperature won't
               | become arbitrarily large. Trivially it can't get any
               | hotter than the input (the sun). But in the ranges we
               | care about (temperatures suitable for human habitation
               | without massive adaptation and migration needed) it's
               | effectively exponential.
        
               | Pyramus wrote:
               | _Technically_ logistic growth is locally exponential
               | until it isn 't.
        
               | Diederich wrote:
               | > Why does climate change increase exponentially? For
               | reasons other than our collective output increasing
               | exponentially?
               | 
               | I'm a decades long 'climate change alarmist'.
               | 
               | We really don't know if the temperature is _really_
               | increasing exponentially, considering the proper
               | definition of exponential:  "a value increases in
               | proportion to its current value". Also consider that
               | "exponential growth" doesn't necessarily mean "extremely
               | fast"...at least in reasonable time horizons.
               | 
               | I and many others think that the amount of energy in our
               | planet's atmosphere is increasing, and we also believe
               | the rate of increase is increasing. This _might_ be
               | technically  'exponential', but it very well might not.
               | It could 'just' be quadratic...which, given the 'right'
               | constants, could be even worse.
               | 
               | > For reasons other than our collective output increasing
               | exponentially?
               | 
               | Humanity's greenhouse gas output was growing (something
               | like) exponentially (ie, 'very fast') for a good while,
               | but it's probably no longer:
               | https://ourworldindata.org/grapher/annual-co-emissions-
               | by-re...
               | 
               | To your underlying, fundamental question: why is the rate
               | of increase probably increasing? Feedback effects. To
               | seriously get into the weeds, look here:
               | https://en.wikipedia.org/wiki/Climate_change_feedback
               | 
               | In short, all chaotic but meta-stable systems, such as
               | our planet's climate, have built in many 'tipping
               | points', where a small change in input can have a very
               | large change in behaviour. Under ideal circumstances,
               | such tipping points are quite hard to identify with any
               | precision, and virtually impossible with the most complex
               | system in the world: earth's climate.
               | 
               | Even shorter: we don't know for certain, but there's a
               | large and ever growing pile of data that shows _here and
               | now_ impacts of a warming climate. Per my other comment,
               | for example: the rate at which 100, 500 and 1000 year
               | extreme weather events are occurring.
               | 
               | In summary: us not knowing with certainty does NOT mean
               | we should not make it a top priority to start reversing
               | the things we _do know_ are causing damage: enormous
               | releases of CO2 and CH4.
        
               | potatoman22 wrote:
               | Thanks!
        
             | [deleted]
        
             | zosima wrote:
             | No, the effect of a linear increase of CO2 on temperature
             | is logarithmic. Though the speculation is the there will be
             | catastrophic exponential feedback mechanisms.
             | 
             | I guess CO2 is increasing exponentially, so maybe
             | CO2-dependent temperature change is a somewhat linear with
             | respect to time.
        
           | Kenji wrote:
           | Many still say no.
        
           | potatoman22 wrote:
           | I understand the potential gravity of the situation, but this
           | example doesn't help to explain the significance of these
           | numbers.
        
         | jfengel wrote:
         | Yes, because we're talking about a time frame of 200 years.
         | That amounts to 3.2F, and yeah, that's a lot.
         | 
         | It's enough to make a lot of marginally-livable places
         | completely unlivable. It's enough to throw off growing seasons,
         | costing a significant amount of agriculture. It will require
         | more water, already a tough squeeze in a lot of places. It will
         | melt a lot of ice, causing disruptions to sea level that will
         | make expensive storms more frequent. It will throw off rain
         | patterns, meaning that some places will become arable that
         | weren't, but forcing some existing farms to stop. That will be
         | hugely disruptive and expensive.
         | 
         | The real problem is that it likely won't just be 3.2F. That's
         | actually pretty much what the IPCC's target is: they want it to
         | be _just_ 3.2F (2C). But even that much involves drastically
         | cutting CO2 output: CO2 is very stable and will last for many
         | centuries. We will continue to get warmer for decades even if
         | we stopped burning fossil fuels utterly, right this instant.
         | 
         | Instead, the world as a whole has continued to increase its
         | CO2. (The US has actually gone back down to 1990 levels,
         | largely because of a shift from coal to natural gas, but partly
         | due to renewables.) That means we're on a track for more like
         | 6F to 8F by 2100, and that is pretty clearly a lot.
        
         | porb121 wrote:
         | Yes. The effects of increasing average temperature are highly
         | localized. It's not that at every place in the world, every day
         | is 0.16 F hotter, but that in some places, some days are much,
         | much hotter.
        
         | comte7092 wrote:
         | Effect size isn't what statistical significance refers to. It's
         | only in reference to whether or not the measured effect appears
         | to differ from zero. The effect itself may be minuscule to the
         | point where it's practically inconsequential in real life.
        
           | notafraudster wrote:
           | Right, the comment surely should have said "substantively
           | significant" and not statistically significant, since
           | statistical significance is a product of not just effect size
           | but also sample size and estimator efficiency (and, indeed,
           | chosen alpha -- anything can be significant if you make the
           | alpha large enough)
        
             | comte7092 wrote:
             | Yeah, one of my major frustrations is how poorly framed
             | statistical significance is in popular media.
        
           | potatoman22 wrote:
           | Thanks for clearing things up. How would we know if measured
           | climate change is statistically significant? It seems
           | difficult to measure these sorts of cyclical long-term
           | events.
        
             | comte7092 wrote:
             | There are a couple of ways to interpret your question, one
             | is purely statistical "is the climate/temperature actually
             | changing?" And the other is "does it matter?". I'm not
             | really equipped to answer the second one properly.
             | 
             | Re the first question, statistical hypothesis testing
             | requires a null state of the world that you want to test,
             | in this case "is the global temperature changing". What
             | that requires, more rigorously, is some sort of assumed
             | probability distribution that generates the data we
             | observe. We would probably assume a normal
             | distribution/bell curve with mean equal to the long term
             | average temperature during the last few thousand years, or
             | whatever period is relevant (again, im not a climate
             | scientist), and variance deduced the same way.
             | 
             | To test that null hypothesis: "the temperature over the
             | last decade isn't meaningfully different from the long term
             | average", you then take your recent data, say the last and
             | ask "what is the probability we'd see this data, assuming
             | the state of the world we assume given our null
             | hypothesis". If the observed data is sufficiently unlikely
             | to be generated by that null distribution, you say there is
             | a statistically significant difference.
             | 
             | Now, That's not the only way to analyze the data (putting
             | it into two buckets and asking if they differ). But I don't
             | want to get too into the weeds without better understanding
             | what your wondering about/where the disconnect is.
             | 
             | Edit: looking back on this answer, there are some glaring
             | issues that need to be addressed, because they're both bad
             | analysis and you hinted at it in your question.
             | 
             | Obviously the issue here is that cyclical data clumps
             | together so to speak. Sot he temporal binning i outlined
             | here is a big issue, because you are going to get data with
             | lower variance that you would expect.
             | 
             | This could conceivably be adjusted for by raising your
             | significance threshold, though off the top of my head I'm
             | not 100% sure how I would approach it personally.
        
               | potatoman22 wrote:
               | Thanks for the reply. It seems like a pretty complicated
               | subject, and I'm sure I'd need to learn more of climate
               | science if I want to feel good about interpreting data
               | like this.
        
         | chrisco255 wrote:
         | No. In fact in the grand scheme of earth's climate history it's
         | a normal cyclical perturbation.
        
         | crispyporkbites wrote:
         | You missed a key point here- this data is USA only- which is
         | not a very big part of the world.
         | 
         | The poles are heating up much faster! Eg the North Pole rose
         | 2-4c in the last 50 years:
         | 
         | https://en.m.wikipedia.org/wiki/Climate_change#/media/File%3...
         | 
         | The change is accelerating. Projections that held true in the
         | 80s and 90s are being revised. We're talking about 6-12 degrees
         | Celsius warmer on Average globally in 100 years.
         | https://en.m.wikipedia.org/wiki/Climate_change#/media/File%3...
         | That means some days/months will be significantly warmer and
         | our crops, food supply, water supplies and other industries
         | won't have adapted quickly enough to survive.
         | 
         | The worst case scenarios are the breakdown of civilisation and
         | human extinction.
        
         | esalman wrote:
         | It seems significant if you live in a coastal area prone to
         | tidal flooding.
         | 
         | https://www.virginiamercury.com/2020/07/17/virginias-coast-s...
        
         | gilbetron wrote:
         | It's misleading, since it sounds like everywhere is just going
         | to be a tiny bit warmer, basically unnoticeable. However, it's
         | really about the massive amount of energy required to warm the
         | atmosphere up by that much, and how that energy isn't equally
         | distributed.
         | 
         | One analogy I use is: imagine sitting in a pool with friends,
         | and one person starts pushing one of those floating lounge
         | chairs up and down. They might only increase the average height
         | of the water by a millimeter or so, but the whole pool starts
         | getting more wavy and chaotic. That's how it is with our
         | atmosphere - more extreme events (both "hot" and "cold") occur
         | and in general more chaotic weather as that energy is spread in
         | waves and troughs throughout the world.
        
           | mdiesel wrote:
           | Great way I had it explained to me was that if we imagine
           | weather follows some kind of normal distribution called
           | climate, then a shift of of the distribution makes those
           | extreme weather events far more likely much quicker than it
           | affects the mean weather.
        
         | Diederich wrote:
         | However much temperature is increasing, I find the frequency of
         | extreme weather events far more problematic. How many
         | 100/500/1000 year storms has the United States dealt with over
         | the past few years?
         | 
         | Even more to the point, is it possible that the rate at which
         | these extreme weather events is increasing is also increasing?
         | 
         | Without getting into the weeds about particular numbers, it's
         | known that given a global temperature increase, the poles
         | experience the majority of that change. One reason the United
         | States has experienced so much extreme weather of late is
         | because the northern hemisphere polar jet stream has gotten a
         | lot more erratic, in large part because of a declining
         | temperature delta between the north pole and its adjacent
         | temperature bands.
        
       | learn_more wrote:
       | I wonder how much warming and change in precipitation is related
       | to greening of the country from additional CO2 in the atmosphere
       | and resulting changes in the albedo.
        
       | thanatos519 wrote:
       | I'm happy to see unmuzzled reporting from US government funded
       | scientists again. Welcome back!
        
       | betwixthewires wrote:
       | So one thing to keep in mind, showing 20 year averages every 10
       | years and comparing them to century long averages for the same
       | time period is a really good idea, it shows that there is a trend
       | and it can show shorter temporal anomalies.
       | 
       | One thing I found very interesting is the information on
       | precipitation. I've heard it said "a warmer world is a wetter
       | world" and that would appear to be supported by this data.
        
         | chrisco255 wrote:
         | We don't have a century of homogenous temperature data. We
         | didn't have weather satellites until the late 70s, early 80s.
         | And temps were only recorded in some cities and some towns,
         | with uneven coverage, with inconsistent global quality
         | practices. Sea temps were also inconsistently recorded.
        
           | shoto_io wrote:
           | This should be the top comment. The images suggest a level of
           | detail and accuracy that can't be correct.
        
           | newacct583 wrote:
           | So... we have a half century of homogenous high quality
           | temperature then. Does the good data we do have not support
           | the same conclusion? Seems like it does to me.
        
       | [deleted]
        
       | NotChina wrote:
       | The universal constant of climate is what?
        
       | crispyporkbites wrote:
       | This is a bit misleading as the data is US only but the climate
       | and weather doesn't care about our made up borders. So to get a
       | real picture of climate change you need to look at global weather
       | patterns and temperature changes.
        
         | exporectomy wrote:
         | So? Isn't its purpose it to show American farmers what the
         | climate is like to help them plan their planting?
        
       | [deleted]
        
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