Distributed Solar: The Democratizaton of Energy
Blogroll
- Higgs from AIR describing NAO and EA Stephanie Higgs from AIR Worldwide gives a nice description of NAO and EA in the context of discussing “The Geographic Impact of Climate Signals on European Winter Storms”
- Why "naive Bayes" is not Bayesian Explains why the so-called “naive Bayes” classifier is not Bayesian. The setup is okay, but estimating probabilities by doing relative frequencies instead of using Dirichlet conjugate priors or integration strays from The Path.
- Brendon Brewer on Overfitting Important and insightful presentation by Brendon Brewer on overfitting
- All about ENSO, and lunar tides (Paul Pukite) Historically, ENSO has been explained in terms of winds. But recently — and Dr Paul Pukite has insisted upon this for a long time — the oscillation of ENSO has been explained as a large-scale slosh due to lunar tidal forcing.
- "Talking Politics" podcast David Runciman, Helen Thompson
- Leverhulme Centre for Climate Change Mitigation
- Pat's blog While it is described as “The mathematical (and other) thoughts of a (now retired) math teacher”, this is false humility, as it chronicles the present and past life and times of mathematicians in their context. Recommended.
- Earth Family Beta MIchael Osborne’s blog on Science and the like
- In Monte Carlo We Trust The statistics blog of Matt Asher, actually called the “Probability and Statistics Blog”, but his subtitle is much more appealing. Asher has a Manifesto at http://www.statisticsblog.com/manifesto/.
- Patagonia founder Yvon Chouinard on how businesses can help our collective environmental mess Patagonia’s Yvon Chouinard set the standard for how a business can mitigate the ravages of capitalism on earth’s environment. At 81 years old, he’s just getting started.
- "Consider a Flat Pond" Invited talk introducing systems thinking, by Jan Galkowski, at First Parish in Needham, UU, via Zoom
- WEAPONS OF MATH DESTRUCTION, reviews Reviews of Cathy O’Neil’s new book
- Fear and Loathing in Data Science Cory Lesmeister’s savage journey to the heart of Big Data
- Team Andrew Weinberg Walking September 8th for the Jimmy Fund!
- Risk and Well-Being
- "Perpetual Ocean" from NASA GSFC
- Mark Berliner's video lecture "Bayesian mechanistic-statistical modeling with examples in geophysical settings"
- The Alliance for Securing Democracy dashboard
- AP Statistics: Sampling, by Michael Porinchak Twin City Schools
- Slice Sampling
- Brian McGill's Dynamic Ecology blog Quantitative biology with pithy insights regarding applications of statistical methods
- International Society for Bayesian Analysis (ISBA)
- John Kruschke's "Dong Bayesian data analysis" blog Expanding and enhancing John’s book of same title (now in second edition!)
- Ted Dunning
- Karl Broman
- NCAR AtmosNews
- Hermann Scheer Hermann Scheer was a visionary, a major guy, who thought deep thoughts about energy, and its implications for humanity’s relationship with physical reality
- Tony Seba Solar energy, electric vehicle, energy storage, and business disruption professor and visionary
- Tim Harford's “More or Less'' Tim Harford explains – and sometimes debunks – the numbers and statistics used in political debate, the news and everyday life
- SASB Sustainability Accounting Standards Board
- South Shore Recycling Cooperative Materials management, technical assistance and networking, town advocacy, public outreach
- Beautiful Weeds of New York City
- John Cook's reasons to use Bayesian inference
- The Keeling Curve: its history History of the Keeling Curve and Charles David Keeling
- Ives and Dakos techniques for regime changes in series
- Charlie Kufs' "Stats With Cats" blog “You took Statistics 101. Now what?”
- WEAPONS OF MATH DESTRUCTION Cathy O’Neil’s WEAPONS OF MATH DESTRUCTION,
- Gavin Simpson
- distributed solar and matching location to need
- What If
- London Review of Books
- "The Expert"
- BioPython A collection of Python tools for quantitative Biology
- Nadler Strategy, LLC, on sustainability Thinking about business, efficient and effective management, and business value
- Carl Safina's blog One of the wisest on Earth
- Earle Wilson
- Earth Family Alpha Michael Osborne’s blog (former Executive at Austin Energy, now Chairman of the Electric Utility Commission for Austin, Texas)
- Awkward Botany
- Why It’s So Freaking Hard To Make A Good COVID-19 Model Five Thirty Eight’s take on why pandemic modeling is so difficult
- Harvard's Project Implicit
climate change
- "Lessons of the Little Ice Age" (Farber) From Dan Farber, at LEGAL PLANET
- Skeptical Science
- David Appell's early climate science
- Wally Broecker on climate realism
- “The Irrelevance of Saturation: Why Carbon Dioxide Matters'' (Bart Levenson)
- Tamino's Open Mind Open Mind: A statistical look at climate, its science, and at science denial
- Ray Pierrehumbert's site related to "Principles of Planetary Climate" THE book on climate science
- All Models Are Wrong Dr Tamsin Edwards blog about uncertainty in science, and climate science
- Wind sled Wind sled: A zero carbon way of exploring ice sheets
- “The discovery of global warming'' (American Institute of Physics)
- Eli on the spectroscopic basis of atmospheric radiation physical chemistry
- Climate model projections versus observations
- Rabett Run Incisive analysis of climate science versus deliberate distraction
- And Then There's Physics
- Jacobson WWS literature index
- Berkeley Earth Surface Temperature
- "Impacts of Green New Deal energy plans on grid stability, costs, jobs, health, and climate in 143 countries" (Jacobson, Delucchi, Cameron, et al) Global warming, air pollution, and energy insecurity are three of the greatest problems facing humanity. To address these problems, we develop Green New Deal energy roadmaps for 143 countries.
- Climate change: Evidence and causes A project of the UK Royal Society: (1) Answers to key questions, (2) evidence and causes, and (3) a short guide to climate science
- Mrooijer's Global Temperature Explorer
- SolarLove
- The great Michael Osborne's latest opinions Michael Osborne is a genius operative and champion of solar energy. I have learned never to disregard ANYTHING he says. He is mentor of Karl Ragabo, and the genius instigator of the Texas renewable energy miracle.
- ATTP summarizes all that stuff about Committed Warming from AND THEN THERE’S PHYSICS
- The Sunlight Economy
- Agendaists Eli Rabett’s coining of a phrase
- weather blocking patterns
- SOLAR PRODUCTION at Westwood Statistical Studios Generation charts for our home in Westwood, MA
- James Powell on sampling the climate consensus
- Simple models of climate change
- Risk and Well-Being
- “Ways to [try to] slow the Solar Century''
- Simple box models and climate forcing IMO one of Tamino’s best posts illustrating climate forcing using simple box models
- The net average effect of a warming climate is increased aridity (Professor Steven Sherwood)
- Climate Communication Hassol, Somerville, Melillo, and Hussin site communicating climate to the public
- Climate Change: A health emergency … New England Journal of Medicine Caren G. Solomon, M.D., M.P.H., and Regina C. LaRocque, M.D., M.P.H., January 17, 2019 N Engl J Med 2019; 380:209-211 DOI: 10.1056/NEJMp1817067
- Earth System Models
- Ellenbogen: There is no Such Thing as Wind Turbine Syndrome
- On Thomas Edison and Solar Electric Power
- Reanalyses.org
- HotWhopper: It's excellent. Global warming and climate change. Eavesdropping on the deniosphere, its weird pseudo-science and crazy conspiracy whoppers.
- World Weather Attribution
- Climate at a glance Current state of the climate, from NOAA
- The Green Plate Effect Eli Rabett’s “The Green Plate Effect”
- Isaac Held's blog In the spirit of Ray Pierrehumbert’s “big ideas come from small models” in his textbook, PRINCIPLES OF PLANETARY CLIMATE, Dr Held presents quantitative essays regarding one feature or another of the Earth’s climate and weather system.
- Updating the Climate Science: What path is the real world following? From Professors Makiko Sato & James Hansen of Columbia University
- Climate Change Reports By John and Mel Harte
- Spectra Energy exposed
- Andy Zucker's "Climate Change and Psychology"
- CLIMATE ADAM Previously from the Science news staff at the podcast of Nature (“Nature Podcast”), the journal, now on YouTube, encouraging climate action through climate comedy.
- History of discovering Global Warming From the American Institute of Physics.
- Professor Robert Strom's compendium of resources on climate change Truly excellent
Archives
Jan Galkowski
Category Archives: astrophysics
Why I care about and study mosses
For a guy who has spent most of his professional career developing, studying, and improving engineered systems, software, and applying mathematics to them, the idea of devoting a substantial part of the rest of his life to the study of … Continue reading
Posted in American Association for the Advancement of Science, astrophysics, bryology, bryophytes, carbon dioxide, climate, Cosmos, Ecological Society of America, icesheets, longitudinal study of mosses, longitudinal survey of mosses, National Phenology Network, Neill deGrasse Tyson, science
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Congratulations China!
No practice runs. Designed. Built. Worked first time out. That’s impressive.
Posted in astronomy, astrophysics, basic research, China, engineering, Moon
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cdetools package for R: Dalmasso, et al [updated]
Just hit the “arXiv streets”: N. Dalmasso, T. Pospisil, A. B. Lee, R. Izbicki, P. E. Freeman, A. I. Malz, “Conditional Density Estimation Tools in Python and R with applications to photometric redshifts and likelihood-free cosmological inference”, arXiv.org > astro-ph … Continue reading
Is the answer to the democratization of Science doing more Citizen Science?
I have been following, with keen interest, the post and comment thread pertaining to “Democratising science” at the blog I monitor daily, … and Then There’s Physics. I think the core subject being discussed is a little different from my … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, astronomy, astrophysics, biology, citizen data, citizen science, citizenship, data science, ecology, education, environment, evidence, life purpose, local self reliance, marine biology, mathematics, mathematics education, maths, moral leadership, new forms of scientific peer review, open source scientific software, science, science education, statistics, the green century, the right to know
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The first really scary really stupid anti-science prospect from the Trumpistas
They want to shut down and defund DSCOVR: DSCOVR’s cameras are intended to monitor changes in earth’s climate and weather patterns, from ozone and aerosols to temperature and deforestation. One of the scientists involved in developing the satellite told Air … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, Anthropocene, anti-science, astronomy, astrophysics, civilization, climate, climate change, climate data, climate disruption, energy flux, geophysics, global warming, Hyper Anthropocene, ignorance, meteorology, National Center for Atmospheric Research, NCAR, obfuscating data, oceanography, radiative forcing, risk, science, science denier, Spaceship Earth, the problem of evil, the right to be and act stupid, the tragedy of our present civilization
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Yes, I will be marching for Science in Boston
Like many, including Eli Rabett, I will be marching for Science in April, on Earth Day. My march will be part of the Boston march. Why? Because Science has been and is my life, and it always has been, and … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, astronomy, astrophysics, Carl Sagan, climate, Climate Lab Book, ecology, Eli Rabett, engineering, fluid dynamics, geophysics, hydrology, marine biology, meteorology, physics, population biology, Principles of Planetary Climate, reason, science, Scripps Institution of Oceanography, theoretical physics, thermodynamics, WHOI, Woods Hole Oceanographic Institution, XKCD
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`Anecdotes don’t make reliable evidence’
From Katharine Hayhoe, who I deeply respect, and from John Cook (*), scientists and the quantitative community have been scolded that the reason they don’t make headway with the public and the science denier community is because their explanations are too … Continue reading
Posted in American Association for the Advancement of Science, American Meteorological Association, American Statistical Association, AMETSOC, Antarctica, Anthropocene, Arctic, astrophysics, bridge to nowhere, changepoint detection, climate, climate change, climate disruption, disingenuity, ecology, Ecology Action, environment, flooding, floods, fossil fuel divestment, geophysics, glaciology, global warming, greenhouse gases, Hyper Anthropocene, ice sheet dynamics, ignorance, leaving fossil fuels in the ground, meteorology, Minsky moment, Neill deGrasse Tyson, NOAA, oceanography, planning, reason, reasonableness, science, shorelines, the right to be and act stupid, the tragedy of our present civilization, the value of financial assets
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Happy Newtonmas!
When knowledge conquered fear … And, what better way to celebrate than watching the National Geographic Cosmos episode, When knowledge conquered fear, hosted by the great Dr Neil deGrasse Tyson, Director of the Hayden Planetarium in New York City.
Prescience and Response
I have a foreboding of an America in my children’s or grandchildren’s time — when the United States is a service and information economy; when nearly all the manufacturing industries have slipped away to other countries; when awesome technological powers … Continue reading
“All models are wrong. Some models are useful.” — George Box
(Image courtesy of the Damien Garcia.) As a statistician and quant, I’ve thought hard about that oft-cited Boxism. I’m not sure I agree. It’s not that there is such a thing as a perfect model, or correct model, whatever in … Continue reading
Posted in abstraction, American Association for the Advancement of Science, astronomy, astrophysics, mathematics, model-free forecasting, numerics, perceptions, physical materialism, physics, rationality, reason, reasonableness, science, spatial statistics, splines, statistics, the right to know, theoretical physics, time series
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Our uncontrolled experiment with Earth as an Astrophysics problem set
Hat tip to And then there’s Physics …: On climate change and Astrobiology , by Adam Frank.
Posted in adaptation, American Association for the Advancement of Science, Anthropocene, astrophysics, bacteria, bollocks, Carl Sagan, civilization, climate, climate disruption, conservation, consumption, cynicism, Daniel Kahneman, David Archer, David Suzuki, denial, destructive economic development, Eaarth, ecology, environment, environmental law, Equiterre, fossil fuels, games of chance, geophysics, global warming, greenhouse gases, Hyper Anthropocene, James Hansen, leaving fossil fuels in the ground, mass extinctions, meteorology, NASA, Neill deGrasse Tyson, oceanography, Our Children's Trust, physics, Principles of Planetary Climate, quantitative ecology, random walks, Ray Pierrehumbert, risk, Robert Young, science, sustainability
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“Understanding Climate Change with Bill Nye”, on Dr Neil deGrasse Tyson’s “Star Talk”
Bill Nye hosts Dr Neil deGrasse Tyson‘s Star Talk Radio, featuring climate change and NASA’s Dr Gavin Schmidt. (See also RealClimate.)
Bayesian blocks via PELT in R
Notice of Update I have made some changes to the Bayesian Blocks code linked from here, on 24th November 2021. Also I note the coming and going of a “BayesianBlocks” package on CRAN which contained an optinterval function also based upon … Continue reading
Posted in American Statistical Association, AMETSOC, anomaly detection, astrophysics, Cauchy distribution, changepoint detection, engineering, geophysics, multivariate statistics, numerical analysis, numerical software, numerics, oceanography, population biology, population dynamics, Python 3, quantitative biology, quantitative ecology, R, Scargle, spatial statistics, square wave approximation, statistics, stepwise approximation, time series, Woods Hole Oceanographic Institution
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Six cases of models
The previous post included an attempt to explain land surface temperatures as estimated by the BEST project using a dynamic linear model including regressions on both quarterly CO2 concentrations and ocean heat content. The idea was to check the explanatory … Continue reading
Posted in AMETSOC, anemic data, Anthropocene, astrophysics, Bayesian, Berkeley Earth Surface Temperature project, BEST, carbon dioxide, climate, climate change, climate data, climate disruption, climate models, dlm package, dynamic linear models, dynamical systems, environment, fossil fuels, geophysics, Giovanni Petris, global warming, greenhouse gases, Hyper Anthropocene, information theoretic statistics, maths, maximum likelihood, meteorology, model comparison, numerical software, Patrizia Campagnoli, Rauch-Tung-Striebel, Sonia Petrone, state-space models, stochastic algorithms, stochastic search, SVD, time series
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Absorption of long wave, or thermal radiation by CO2 at 667 per cm
From time to time, I engage with science deniers on the Web, typically in Comment sections, and primarily regarding aspects of climate science or physics. Some think this to be a waste of time, but, as I enjoy debating (have … Continue reading
Posted in Anthropocene, astrophysics, atmosphere, Bill Nye, carbon dioxide, chemistry, citizen science, climate, climate change, climate data, climate disruption, climate education, denial, evidence, geophysics, global warming, Hyper Anthropocene, ignorance, physics, rationality, reasonableness, science, science denier, science education, spectra, SuperCorrector1, Svante Arrhenius
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“Number density, not mixing ratio”, from Eli
From this post: There is a cute little number called Loschmidt, the number of molecules in a cubic meter of air at 1 atm and 0° C, 2.6867774(47) x 1025 molecules/m3 … Eli Rabett provides a neat way to see … Continue reading
Posted in astrophysics, Boltzmann, carbon dioxide, chemistry, climate, climate change, climate disruption, climate education, Eli Rabett, environment, evidence, geophysics, global warming, Loschmidt, meteorology, methane, physics, Principles of Planetary Climate, science, theoretical physics, thermodynamics
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Gavin Simpson updates his temperature analysis
See the very interesting discussion at his blog, From the bottom of the heap. It would be nice to see some information theoretic measures on these results, though.
Posted in AMETSOC, Anthropocene, astrophysics, Berkeley Earth Surface Temperature project, carbon dioxide, changepoint detection, climate, climate change, climate data, climate disruption, climate models, ecology, environment, evidence, Gavin Simpson, Generalize Additive Models, geophysics, global warming, HadCRUT4, hiatus, Hyper Anthropocene, information theoretic statistics, Kalman filter, maths, meteorology, numerical analysis, R, rationality, reasonableness, splines, time series
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on the exquisitely fragile, blue ball, with all the life we know everywhere, and ever was
(Click image for an astonishingly wonderful large photo. Use browser Back button to return.) It’s just Earth. And Earth will be okay, completely fine, with or without us. As will the biosphere, our companions. It cannot be worse than the … Continue reading
“No – no words. No words to describe it.”
Some celestial event. No – no words. No words to describe it. Poetry! They should’ve sent a poet. So beautiful. So beautiful… I had no idea. (From Carl Sagan’s Contact, the movie version.) Hat tip to Climate Denial Crock of … Continue reading
Posted in AMETSOC, Anthropocene, astronomy, astrophysics, Bill Nye, carbon dioxide, Carbon Worshipers, Carl Sagan, citizenship, civilization, climate, climate change, climate disruption, conservation, consumption, COP21, Disney, ecology, education, energy, environment, ethics, forecasting, fossil fuel divestment, geophysics, global warming, greenhouse gases, Hyper Anthropocene, investment in wind and solar energy, IPCC, James Hansen, meteorology, NASA, NCAR, NOAA, oceanography, physics, Principles of Planetary Climate, rationality, reasonableness, science, science education, Spaceship Earth, sustainability, Walt Disney Company, zero carbon
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Admiral David Titley (USN, retired), oceanographer, on climate models and satellite temperature data
(Hat tip to Peter Sinclair’s Climate Denial Crock of the Week.) More: Still more: And a 22 minute lecture at TEDx Pentagon:
Pale Blue Dot
Compassion, yes. Love, no.
Posted in astronomy, astrophysics, atheism, Bill Maher, Bill Nye, bollocks, Boston Ethical Society, Carl Sagan, citizenship, civilization, compassion, ecology, geophysics, humanism, NASA, physical materialism, physics, population biology, Sankey diagram, Spaceship Earth, statistics, stochastics
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El Nino In A Can – Dan’s Wild Wild Science Journal – AGU Blogosphere
Click the image above to see a video from the GFDL CM2.6 climate model. This is NOT this year’s El Nino. When you start a climate model in which the ocean and the land and atmosphere can inte… Source: El … Continue reading
Posted in AMETSOC, astrophysics, climate, climate change, climate models, computation, Dan Satterfield, differential equations, diffusion, diffusion processes, dynamical systems, ENSO, environment, forecasting, geophysics, global warming, Hyper Anthropocene, Kerry Emanuel, mathematics, maths, mesh models, meteorology, model comparison, NASA, NCAR, NOAA, numerical analysis, oceanography, physics, Principles of Planetary Climate, rationality, Ray Pierrehumbert, reasonableness, science, Spaceship Earth, stochastics, supercomputers, the right to know, thermodynamics, time series
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On infrared radiation and Earth temperature
Good to review the basics once again. Professors Dave Archer and Ray Pierrehumbert do, in my opinion, some of the best introductions: Infrared radiation and planetary temperature.
Posted in astrophysics, carbon dioxide, climate, climate change, climate models, David Archer, differential equations, diffusion, diffusion processes, environment, evidence, geophysics, global warming, greenhouse gases, meteorology, methane, oceanography, physics, Principles of Planetary Climate, rationality, Ray Pierrehumbert, reasonableness, science, Svante Arrhenius
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“Climate Science, 50 years later”
Hat tip to Peter Sinclair who let us all know about this symposium on his blog. The link is supposed to start at Dr John Holdren’s talk, but in case it does not, his talk begins at 35:00 into the … Continue reading
Posted in Anthropocene, astronomy, astrophysics, carbon dioxide, climate, climate change, climate disruption, climate models, environment, forecasting, fossil fuels, geophysics, global warming, Hyper Anthropocene, meteorology, oceanography, physics, Principles of Planetary Climate, rationality, reasonableness, risk, science, science education, Svante Arrhenius, zero carbon
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Rabett Run reprises the Carbon Cycle … and very well, too
Eli condenses the problem with the Carbon Cycle and excessive emissions of fossil fuel CO2 to a few paragraphs, a great figure, and a trio of linear differential equations.
Posted in astrophysics, Carbon Cycle, carbon dioxide, climate, climate disruption, conservation, differential equations, diffusion, dynamical systems, ecology, environment, fossil fuels, geophysics, global warming, meteorology, oceanography, physics, Principles of Planetary Climate, rationality, science, time series
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News Flash: “Warmer climate on the Earth may be due to more Carbon Dioxide in the air”
28th October 1956, The New York Times. Andy Dessler at TAMU Physics Department seminar, 24the September 2015.
Posted in Anthropocene, astrophysics, carbon dioxide, citizenship, climate disruption, compassion, denial, disingenuity, ecology, environment, forecasting, geophysics, global warming, Hyper Anthropocene, IPCC, physics, prediction, Principles of Planetary Climate, rationality, Ray Pierrehumbert, reasonableness, science, zero carbon
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“Too late to prevent climate change: Here’s how we adapt” (Alice Bows-Larkin)
Here’s how we adapt.
Posted in adaptation, Anthropocene, astrophysics, bridge to nowhere, capricious gods, carbon dioxide, chance, citizenship, civilization, climate, climate change, climate disruption, climate education, ecology, economics, environment, ethics, forecasting, fossil fuels, games of chance, geophysics, global warming, Hyper Anthropocene, ignorance, mathematics, maths, meteorology, mitigation, oceanography, physics, planning, prediction, probability, rationality, reasonableness, risk, science, statistics, sustainability, zero carbon
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Ahmed: arrested for having electronics in his possession simpler than a smart phone
I have made my comments at The Times news article on the subject. If I, as a youngster, brought my Newtonian telescope lens-in-progress into school, and because it looked like it was wrapped in putty, would I, in this day, … Continue reading
Posted in astronomy, astrophysics, atheism, Bill Nye, Boston Ethical Society, Carl Sagan, citizenship, civilization, Dan Satterfield, disingenuity, education, engineering, ethics, humanism, ignorance, physical materialism, physics, politics, rationality, reasonableness, risk, science, science education, Susan Jacoby, the right to know, Unitarian Universalism, UU Humanists
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+1 I.A.U.
Of course, from XKCD. (Click image to see bigger picture. Hat tip to Carl Safina for the joke.)
Posted in adaptation, Antarctica, Anthropocene, Arctic, astrophysics, carbon dioxide, civilization, climate, climate change, climate disruption, ecology, environment, geophysics, global warming, Hyper Anthropocene, maths, meteorology, physics, rationality, reasonableness, risk, science, sea level rise
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Alice Bell’s “A very short history of climate change research”
“A very short history of climate change research“, by Alice Bell. The story of scientists discovering climate change is longer than many of us tend to imagine. We’ve had a sense that what humans do might effect the climate since … Continue reading
Posted in astronomy, astrophysics, biology, carbon dioxide, civilization, climate, climate change, climate disruption, climate education, climate models, dynamical systems, ecology, environment, forecasting, fossil fuels, geophysics, global warming, IPCC, James Hansen, meteorology, Neill deGrasse Tyson, NOAA, oceanography, physics, population biology, Principles of Planetary Climate, rationality, Ray Pierrehumbert, reasonableness, risk, science, science education, Scripps Institution of Oceanography, sea level rise, spatial statistics, statistics, sustainability, temporal myopia, UNFCCC, WHOI
Tagged U.S. Clean Power Plan, U.S. Constitution
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ecoquant
667 per centimeter : climate science, quantitative biology, statistics, and energy policy 