All posts by Mitch Tobin

Mitch Tobin, the editor of, is owner of Sea to Snow Consulting and was previously communications director at California Environmental Associates. Prior to joining CEA, Mitch was a newspaper reporter at the Napa Valley Register, Tucson Citizen, and Arizona Daily Star, where he covered water, environmental, and border issues for five years. He was also a contributor to High Country News. Mitch's first book, Endangered (Fulcrum 2010), evaluates the effectiveness of the Endangered Species Act and received a gold medal in the 2011 Independent Publisher Book Awards.

14 compelling graphics from new National Climate Assessment

The federal government’s new National Climate Assessment paints a grim portrait of climate change’s impacts on the United States.

The 841-page report is full of graphics explaining how the rise of greenhouse gas emissions is already transforming the American West and the rest of the country. I’ve extracted the 14 images that I found most striking and organized them into 10 topics below. You’ll find the original captions and sources below the images, minus the footnotes. Click on images to enlarge them.

1) It’s getting hotter

Virtually every part of the country has gotten warmer in recent decades, but compare Alaska to the Southeast region.

US Temperature Change

Caption: The colors on the map show temperature changes over the past 22 years (1991-2012) compared to the 1901-1960 average, and compared to the 1951-1980 average for Alaska and Hawai‘i. The bars on the graphs show the average temperature changes by decade for 1901-2012 (relative to the 1901-1960 average) for each region. The far right bar in each graph (2000s decade) includes 2011 and 2012. The period from 2001 to 2012 was warmer than any previous decade in every region. (Figure source: NOAA NCDC / CICS-NC).

2) Precipitation trends differ by region

Looking back at the 1991-2012 period, some parts of the country have been relatively wet, but Arizona has been especially dry. Very heavy precipitation events have been on the rise.

Precipitation changesCaption: The colors on the map show annual total precipitation changes for 1991-2012 compared to the 1901-1960 average, and show wetter conditions in most areas. The bars on the graphs show average precipitation differences by decade for 1901-2012 (relative to the 1901-1960 average) for each region. The far right bar in each graph is for 2001-2012. (Figure source: adapted from Peterson et al. 2013).

Heavy precip heavy precipCaption: One measure of heavy precipitation events is a two-day precipitation total that is exceeded on average only once in a 5-year period, also known as the once-in-five-year event. As this extreme precipitation index for 1901-2012 shows, the occurrence of such events has become much more common in recent decades. Changes are compared to the period 1901-1960, and do not include Alaska or Hawai‘i. (Figure source: adapted from Kunkel et al. 2013).

3) Season variations in precipitation projections

Looking ahead, models predict that some parts of the nation will be wetter overall, and others will be drier. There are also strong seasonal differences.

US Precipitation

Caption: Projected change in seasonal precipitation for 2071-2099 (compared to 1970-1999) under an emissions scenario that assumes continued increases in emissions (A2). Hatched areas indicate that the projected changes are significant and consistent among models. White areas indicate that the changes are not projected to be larger than could be expected from natural variability. In general, the northern part of the U.S. is projected to see more winter and spring precipitation, while the southwestern U.S. is projected to experience less precipitation in the spring. (Figure source: NOAA NCDC / CICS-NC).

4) Drought becoming more common in West

The fraction of the West experiencing summer drought has been trending upward.

DroughtCaption: The area of the western U.S. in moderately to extremely dry conditions during summer (June-July-August) varies greatly from year to year but shows a long-term increasing trend from 1900 to 2012. (Data from NOAA NCDC State of the Climate Drought analysis).

5) Bleak outlook for West’s snowpack

Even in places that are expected to get wetter overall, precipitation may be more likely to fall as rain than snow, causing major declines in the West’s vital snowpack.

Snow water equivalent

Caption: Snow water equivalent (SWE) refers to the amount of water held in a volume of snow, which depends on the density of the snow and other factors. Figure shows projected snow water equivalent for the Southwest, as a percentage of 1971-2000, assuming continued increases in global emissions (A2 scenario). The size of bars is in proportion to the amount of snow each state contributes to the regional total; thus, the bars for Arizona are much smaller than those for Colorado, which contributes the most to region-wide snowpack. Declines in peak SWE are strongly correlated with early timing of runoff and decreases in total runoff. For watersheds that depend on snowpack to provide the majority of the annual runoff, such as in the Sierra Nevada and in the Upper Colorado and Upper Rio Grande River Basins, lower SWE generally translates to reduced reservoir water storage. (Data from Scripps Institution of Oceanography).

6) Less runoff and greater water stress

Melting snowpack accounts for the bulk of water in many Western rivers. Higher evaporation rates and greater water use by plants will contribute to steep declines in runoff and greater risks to the water supply

RunoffCaption: These projections, assuming continued increases in heat-trapping gas emissions (A2 scenario; Ch. 2: Our Changing Climate), illustrate: a) major losses in the water content of the snowpack that fills western rivers (snow water equivalent, or SWE); b) significant reductions in runoff in California, Arizona, and the central Rocky Mountains; and c) reductions in soil moisture across the Southwest. The changes shown are for mid-century (2041-2070) as percentage changes from 1971- 2000 conditions (Figure source: Cayan et al. 2013).

StreamflowCaption: Annual and seasonal streamflow projections based on the B1 (with substantial emissions reductions), A1B (with gradual reductions from current emission trends beginning around mid-century), and A2 (with continuation of current rising emissions trends) CMIP3 scenarios for eight river basins in the western United States. The panels show percentage changes in average runoff, with projected increases above the zero line and decreases below. Projections are for annual, cool, and warm seasons, for three future decades (2020s, 2050s, and 2070s) relative to the 1990s. (Source: U.S. Department of the Interior – Bureau of Reclamation 2011; Data provided by L. Brekke, S. Gangopadhyay, and T. Pruitt)

Water riskCaption: Climate change is projected to reduce water supplies in some parts of the country. This is true in areas where precipitation is projected to decline, and even in some areas where precipitation is expected to increase. Compared to 10% of counties today, by 2050, 32% of counties will be at high or extreme risk of water shortages. Numbers of counties are in parentheses in key. Projections assume continued increases in greenhouse gas emissions through 2050 and a slow decline thereafter (A1B scenario). (Figure source: Reprinted with permission from Roy et al. 2012. Copyright American Chemical Society).

7) Altered timing of spring snowmelt

Climate change will cause the annual surge of snowmelt to occur earlier in the year, which will force changes in how dams and irrigation are managed. Altered timing of the snowmelt will also pose challenges for aquatic species and ecosystems.

Northwest runoffCaption (Left): Projected increased winter flows and decreased summer flows in many Northwest rivers will cause widespread impacts. Mixed rain-snow watersheds, such as the Yakima River basin, an important agricultural area in eastern Washington, will see increased winter flows, earlier spring peak flows, and decreased summer flows in a warming climate. Changes in average monthly streamflow by the 2020s, 2040s, and 2080s (as compared to the period 1916 to 2006) indicate that the Yakima River basin could change from a snow-dominant to a rain-dominant basin by the 2080s under the A1B emissions scenario (with eventual reductions from current rising emissions trends). (Figure source: adapted from Elsner et al. 2010).

Caption (Right): Natural surface water availability during the already dry late summer period is projected to decrease across most of the Northwest. The map shows projected changes in local runoff (shading) and streamflow (colored circles) for the 2040s (compared to the period 1915 to 2006) under the same scenario as the left figure (A1B). Streamflow reductions such as these would stress freshwater fish species (for instance, endangered salmon and bull trout) and necessitate increasing tradeoffs among conflicting uses of summer water. Watersheds with significant groundwater contributions to summer streamflow may be less responsive to climate change than indicated here.

8) Greater wildfire activity expected

Higher temperatures and a thinner snowpack would be enough to increase wildfire risks, but climate change is also contributing to the spread of insects and diseases in Western forests and woodlands.

Northwest Forest
Caption: (Top) Insects and fire have cumulatively affected large areas of the Northwest and are projected to be the dominant drivers of forest change in the near future. Map shows areas recently burned (1984 to 2008) or affected by insects or disease (1997 to 2008). (Middle) Map indicates the increases in area burned that would result from the regional temperature and precipitation changes associated with a 2.2°F global warming across areas that share broad climatic and vegetation characteristics.101 Local impacts will vary greatly within these broad areas with sensitivity of fuels to climate. (Bottom) Projected changes in the probability of climatic suitability for mountain pine beetles for the period 2001 to 2030 (relative to 1961 to 1990), where brown indicates areas where pine beetles are projected to increase in the future and green indicates areas where pine beetles are expected to decrease in the future. Changes in probability of survival are based on climate-dependent factors important in beetle population success, including cold tolerance,102 spring precipitation, and seasonal heat accumulation.

9) Heat could hurt tourism

If it gets too hot, some parts of the country may become unappealing for tourists, which could have major economic implications.


Caption: Tourism is often climate-dependent as well as seasonally dependent. Increasing heat and humidity – projected for summers in the Midwest, Southeast, and parts of the Southwest by mid-century (compared to the period 1961-1990) – is likely to create unfavorable conditions for summertime outdoor recreation and tourism activity. The figures illustrate projected changes in climatic attractiveness (based on maximum daily temperature and minimum daily relative hu­midity, average daily temperature and relative humidity, precipitation, sunshine, and wind speed) in July for much of North America. In the coming century, the distribution of these conditions is projected to shift from acceptable to unfavorable across most of the southern Midwest and a por­tion of the Southeast, and from very good or good to acceptable conditions in northern portions of the Midwest, under a high emissions scenario (A2a). (Figure source: Nicholls et al. 2005).

10)  Carbon emissions are climbing

The report focuses on climate change impacts, but it includes a couple of good graphics showing the rise in carbon dioxide emissions. U.S. output of greenhouse gases have increased primarily due to our expanding population and growing affluence.CO2Caption: Air bubbles trapped in an Antarctic ice core extending back 800,000 years document the atmosphere’s changing carbon dioxide concentration. Over long periods, natural factors have caused atmospheric CO2 concentrations to vary between about 170 to 300 parts per million (ppm). As a result of human activities since the Industrial Revolution, CO2 levels have increased to 400 ppm, higher than any time in at least the last one million years. By 2100, additional emissions from human activities are projected to increase CO2 levels to 420 ppm under a very low scenario, which would require immediate and sharp emissions reductions (RCP 2.6), and 935 ppm under a higher scenario, which assumes continued increases in emissions (RCP 8.5). This figure shows the historical composite CO2 record based on measurements from the EPICA (European Project for Ice Coring in Antarctica) Dome C and Dronning Maud Land sites and from the Vostok station. Data from Lüthi et al. 2008 (664-800 thousand years [kyr] ago, Dome C site); Siegenthaler et al. 2005 (393-664 kyr ago, Dronning Maud Land); Pépin 2001, Petit et al. 1999, and Raynaud 2005 (22-393 kyr ago, Vostok); Monnin et al. 2001 (0-22 kyr ago, Dome C); and Meinshausen et al. 2011 (future projections from RCP 2.6 and 8.5).

driversCaption: This graph depicts the changes in carbon dioxide (CO2) emissions over time as a function of five driving forces: 1) the amount of CO2 produced per unit of energy (CO2 intensity); 2) the amount of energy used per unit of gross domestic product (energy intensity); 3) structural changes in the economy; 4) per capita income; and 5) population. Although CO2 intensity and especially energy intensity have decreased significantly and the structure of the U.S. economy has changed, total CO2 emissions have continued to rise as a result of the growth in both population and per capita income. (Baldwin and Sue Wing, 2013).

EcoWest’s mission is to analyze, visualize, and share data on environmental trends in the North American West. Please subscribe to our RSS feed, opt-in for email updates, follow us on Twitter, or like us on Facebook.

Sightsmap plots most photographed places on planet

Governments around the world protect places for a variety of reasons. There are landscapes set aside for critters and memorials to fallen warriors. In the United States and elsewhere, one of the biggest motivations for creating national parks and other preserves is that they’re pretty to look at and photograph.

Beauty may be in the eye of the beholder, but aesthetics and scenic vistas also figure prominently in things like environmental impact statements. Is there a way to quantify how photogenic or beautiful a spot is?

Sightsmap is the closest thing I’ve found. Using data from photos uploaded and geotagged in Panoramio, a popular photo sharing service acquired by Google in 2007, Sightsmap generates high-resolution heat maps that illustrate the number of photos snapped at sites around the world. Below are global and U.S. maps (click to enlarge, and see this gallery for more maps).

Sightsmap World
Sightsmap United States
United States

Panoramio already has more than 100,000,000 images, but its photos represent just a tiny fraction of the millions of images captured every day on Earth. Data from Panoramio’s sample isn’t representative. Among other biases, the service appears particularly popular in Europe, and there are data quality issues I note below. Despite these limitations, Sightsmap tells some interesting stories about how we travel and photograph the world around us.

Some popular unpopulated places

As you would expect, more populated places tend to have more photographs on Sightsmap, but there are plenty of hotspots in unpopulated parts of the American West (and other regions). The map below shows that Southern Utah, one of the least populated places in the continental United States, is also one of the most photographed because it’s home to so many national parks and tourist attractions.

Most photographed places Southern UtahSightsmap allows you to drill down and show the density of photographs at a very high resolution. Once you’re zoomed in close enough, you can also see thumbnails of the images. Below is the heat map for the area around Delicate Arch, in Arches National Park, plus a photo of me in that spot.

Sightsmap Delicate Arch, Utah
Delicate Arch, Utah


Delicate Arch, Utah.
The author at work. Delicate Arch, Utah.

National parks: most visitors stick to roads

Look at the photo heat maps for national parks and you’ll see a pattern familiar to any ranger or frequent visitor: people tend to stick to the roads and pavement. Below is the Sightsmap for Yellowstone National Park.

Sightsmap Yellowstone
Yellowstone National Park

Tourists and photographers also tend to concentrate in just a few parts of Western states and cities. Below is a map of the state of Wyoming. Virtually all of the activity on Sightsmap is focused in the northwest portion of the state, home to Yellowstone and Grand Teton national parks. Other hotspots are the Wind River Range and the Bighorn Mountains (where I photographed the sunset that appears in the EcoWest banner).

Sightsmap Wyoming

Even in a tourist mecca like the San Francisco Bay Area, where I suspect there are plenty of residents geotagging/uploading their photos, the heat maps show that certain areas are much more photogenic than others. A closeup of the 49-square-mile city of San Francisco reveals hotspots around sites such as the Golden Gate Bridge and Transamerica Pyramid, plus a fair number of shots taken on San Francisco Bay, but relatively few photos in the city’s western neighborhoods.

Sightsmap Bay Area
San Francisco Bay Area
Sightsmap SF
San Francisco

Restricted access: blank spots on the map

When I created human footprint maps, I was especially interested in the blank spaces where impacts were minimal. Likewise, I was instantly drawn to areas on Sightsmap where few or no photographs had been posted.

Below are two maps of the Korean Peninsula: I created the first using Sightsmap; the second was snapped by an astronaut aboard the International Space Station.

Sightsmap Korea
Photo heat map of Korean Peninsula

Night lights on the Korean Peninsula. Source: NASA/ISS
Night lights on the Korean Peninsula. Source: NASA/ISS

It’s easy to pick on North Korea, but we also have plenty of places in our own country where public access is prohibited. Below is a Sightsmap view of the area around Las Vegas, which includes a number of military installations to the northwest of the city that are annotated in the second map.

Sightsmap Las Vegas

Source: Wikipedia
Source: Wikipedia

I was curious if there were photos of the fabled Area 51, the military installation that is ground zero for UFO folklore and assorted conspiracy theories. Sightsmap shows some grainy images of the facility that legitimately look like they were captured by photographers zooming in from surrounding mountains, plus some photos that appear to be from a tour. But there’s also this garbage image below, which someone uploaded and geotagged at Area 51, so Sightsmap surely has some questionable data.

Area 51 Sightsmap

Like any crowdsourced endeavor, Sightsmap is only as good as the data that users share and tag. Despite its flaws, I found these heat maps fascinating to explore. I could imagine them being useful not only to photographers who are plotting where to set up their tripods, but also to city planners and land managers trying to understand patterns in visitor use.

Data sources

Here’s a description from Sightsmap:

The heatmap shows the places people like, based on the number of panoramio photos at each place in the world. The dark areas have few photos, the red areas have more and the yellow areas have a large number of photos geotagged. The hottest places have markers linking photos, Streetview, Wikipedia, Wikivoyage, Foursquare and Google Plus articles about the site. The place names are selected by the Wikipedia readership numbers and foursquare checkins. Area populations are based on the geonames database. Street level heatmaps are available for [the] top 15,000 places in the world, sorted by the number of photos in an area of a size of a few square kilometers around the place center. The popularity ranking of places in high-res area maps is computed by combining place hotness with popularity rankings from Wikipedia, Foursquare and real-time Google Places selection.

EcoWest’s mission is to analyze, visualize, and share data on environmental trends in the North American West. Please subscribe to our RSS feed, opt-in for email updates, follow us on Twitter, or like us on Facebook.

Deep brain freeze: visualizing the polar vortex

For the second afternoon in a row, a potent cold front has swept across Denver, marking the return of a deep freeze for much of the country. Yesterday, my weather station recorded a 32-degree drop in less than 90 minutes (here’s a chart).

This latest cold snap is sure to revive talk about the polar vortex, a persistent upper-level cyclone that swirls high above the Arctic and Antarctica, so I thought I’d round up some visualizations that illustrate what’s happening.

The graphic below, from the National Weather Service, explains what the polar vortex is, and isn’t.

NWS polar vortex graphic

The polar vortex always remains above the poles, but sometimes the Arctic vortex weakens and allows some frigid air to move south into the United States. (CNN has a good piece explaining why the polar vortex is something of a misnomer for describing the weather we’re experiencing in the states.)

NASA has also produced a great little video describing how the polar vortex works:


Here’s a graphic from the CBC up in Canada, where they have even more experience with the polar vortex.

CBC polar vortex graphic


I also found the graphic below from Scientific American to be helpful in understanding the concept.



Although the polar vortex has been portrayed by some as disproving global warming, there is actually evidence that climate change is playing some role in the cold air descending south. The thinking is that warming in the Arctic is messing with the vortex and associated jet stream. Brian Walsh has a nice summary in Time and Eric Holthaus has a good explainer at Quartz.

There’s also some research linking heavy autumn snows in Siberia to the polar vortex and abnormally cold weather in the Eastern United States and Europe, according to an NSF-funded study.

Source: Nicolle Rager Fuller, National Science Foundation
Source: Nicolle Rager Fuller, National Science Foundation

Here’s how NSF describes the graphic above:

Researchers have validated a new weather prediction model that uses autumn snowfall to predict winter cold in the United States and Europe. When snowfall is high in Siberia, the resultant cold air enhances atmospheric disturbances, which propagate into the upper level of the atmosphere, or stratosphere, warming the polar vortex. When the polar vortex warms, the jet stream is pushed south leading to colder winters across the eastern United States and Europe. Conversely, under these conditions the Arctic will have a warmer than average winter.

It’s amazing how the snowpack in Siberia can affect the temperature in New York, and it almost sounds like an example of the butterfly effect, the notion coined by chaos theory pioneer Edward Lorenz that small perturbations in a system can theoretically have large effects down the line (e.g., a butterfly flapping its wings causing a hurricane halfway around the globe).

Just as fascinating to me is how the term “polar vortex” has roared onto the scene this winter like an Arctic cold front sweeping down the High Plains. I’m something of a weather nerd, but I hadn’t heard much about the polar vortex before it caught hold during the January cold snap.

But this is not some newfangled scientific concept. The term was used as early as 1853, and the apparent trigger for the cold wave in early 2014, a phenomenon called sudden stratospheric warming, was discovered in 1952. Rush Limbaugh claimed that the polar vortex was a “hoax” created by the liberal media. NBC weatherman Al Roker set the record straight with a tweet:

I’d love to see an analysis of how this term took hold and was used/misused as a case study in science communications and journalism. The word “vortex” has a certain mystical quality; for me, it instantly conjures Sedona, where supposed vortices of spiritual energy are located among the red rock formations. If you ask Google to define vortex, the second definition, after the physics stuff, is “something regarded as a whirling mass” with the example of “the vortex of existence.” So perhaps vortex captures the American zeitgeist.

According to Wikipedia, the polar vortex is also known both as the “polar low,” which sounds to me like a term a psychiatrist would use to describe a depressed patient, and “circumpolar whirl,” which makes me think of a dance step or frosted decoration on a cake. I wouldn’t expect to see “polar low” or “circumpolar whirl” getting as much ink or scrolling on cable news.

Whatever the reason, the polar vortex has entered the American consciousness, and the exceptionally cold temperatures in some of the country for a portion of the winter have become part of the whole climate change narrative. It takes some mental jujitsu to yield to the counter-intuitive notion that global warming can actually cause cold waves to plunge deeper and increase the frequency of epic snow storms while also threatening the snowpack overall.

For all the talk of Arctic air masses in the states, January was the fourth-warmest year on record for the globe, as shown in the NOAA map below, so it’s important to remember that a piece of the polar vortex is influencing a temporary weather pattern on just one portion of the planet.
Bg7evj2CUAAGjfL.jpg large

EcoWest’s mission is to analyze, visualize, and share data on environmental trends in the North American West. Please subscribe to our RSS feed, opt-in for email updates, follow us on Twitter, or like us on Facebook.