Tag Archives: charts and graphs

The Pew article Republicans increasingly critical of several major U.S. institutions, including big corporations and banks by Ted Van Green (8/20/2021) includes the chart copied here.  The charts show clearly that republicans are more critical than in 2019, but it would seem that gaps are more concerning.  Republicans are more critical of banks and corporations than two years ago but that puts them right around democrats.  In other instances viewpoints are diverging. The 76 to 34 positive viewpoint difference on college and universities seems concerning and from the article:

The survey finds that partisan differences extend to views of K-12 public schools: 77% of Democrats say they have a positive effect, compared with 42% of Republicans. A 57% majority of Republicans, including nearly two-thirds of conservative Republicans (65%), say public elementary and secondary schools have a negative effect.

Discussion of the data as well as the reporting of the data and ramifications of the results would seem to fit into many a course. Pew has a methodology section and the data.

The eia article U.S. natural gas net trade is growing as annual LNG exports exceed pipeline exports by Kristen Tsai (8/16/2021) has the chart here that answers the question.

In our August 2021 Short-Term Energy Outlook (STEO), we forecast that U.S. natural gas exports will exceed natural gas imports by an average of 11.0 billion cubic feet per day (Bcf/d) in 2021, or almost 50% more than the 2020 average of 7.5 Bcf/d. Increases in liquefied natural gas (LNG) exports and in pipeline exports to Mexico are driving this growth in U.S. natural gas exports. For the first time since U.S. LNG exports from the Lower 48 states began in 2016, annual LNG exports are expected to outpace pipeline exports—by an estimated 0.6 Bcf/d—this year.

We roughly export 10-15 billion cubic feet per day of natural gas. Is this a good idea from a sustainability perspective or national security perspective?

eia has links to their data.

From NOAA’s Global Climate Report – July 2021:

As a whole, the July 2021 global surface temperature was the highest for July since global records began in 1880 at 0.93°C (1.67°F) above the 20th-century average of 15.8°C (60.4°F). This value surpassed the previous record set in 2016 (and subsequently matched in 2019 and 2020) by only 0.01°C (0.02°F). Because July is the warmest month of the year from a climatological perspective, July 2021 was more likely than not the warmest month on record for the globe since 1880. Nine of the 10 warmest Julys have occurred since 2010, with the last seven Julys (2015-2021) being the seven warmest Julys on record.

The data is available at the top of the page under Additional Resources.

Did CEOs take a pay hit like many workers did during the pandemic? The article CEO pay has skyrocketed 1,322% since 1978 by Lawrence Mishel and Jori Kandra (8/10/2021) suggests CEOs did just fine last year. Their chart shows that realized CEO compensation grew during 2020 compared to the average worker.

Details on the metric:

We focus on the average compensation of CEOs at the 350 largest publicly owned U.S. firms (i.e., firms that sell stock on the open market) by revenue. Our source of data is the S&P ExecuComp database for the years 1992 to 2020 and survey data published by the Wall Street Journal for selected years back to 1965. We maintain the sample size of 350 firms each year when using the ExecuComp data.

The realized measure of compensation includes the value of stock options as realized (i.e., exercised), capturing the change from when the options were granted to when the CEO invokes the options, usually after the stock price has risen and the options values have increased. The realized compensation measure also values stock awards at their value when vested (usually three years after being granted), capturing any change in the stock price as well as additional stock awards provided as part of a performance award.

The granted measure of compensation values stock options and restricted stock awards by their “fair value” when granted (Compustat estimates of the fair value of options and stock awards as granted determined using the Black Scholes model).

Well maybe CEO pay just went down less than worker pay and that is why the ratio went up. In table 1, realized pay for 2019 is $20,351,000 with 2020 projected as $24,194,00. There are other graphs in the article and data available for download.

The IPCC sixth assessment report was just released. The graph here is from the summary for policymakers.  The 42 page summary could be used as part of a sustainability or QL type course as there are plenty of graphs.  Page 15 starts the discussion on the different scenarios, which is an opportunity to talk about modeling and assumptions. For a sense of the long term consequences:

In the longer term, sea level is committed to rise for centuries to millennia due to continuing deep ocean warming and ice sheet melt, and will remain elevated for thousands of years (high confidence). Over the next 2000 years, global mean sea level will rise by about 2 to 3 m if warming is limited to 1.5°C, 2 to 6 m if limited to 2°C and 19 to 22 m with 5°C of warming, and it will continue to rise over subsequent millennia (low confidence). Projections of multi-millennial global mean sea level rise are consistent with reconstructed levels during past warm climate periods: likely 5–10 m higher than today around 125,000 years ago, when global temperatures were very likely 0.5°C–1.5°C higher than 1850–1900; and very likely 5–25 m higher roughly 3 million years ago, when global temperatures were 2.5°C–4°C higher (medium confidence).

From the climate.gov article Western Drought 2021 Spotlight: Arizona by Tom Di Liberto (7/29/2021):

Looking back even farther by using a drought indicator known as the Standardized Precipitation Index, the current drought in Arizona is also the worst on record back to the late 1800s. Going back even farther than THAT by using tree rings across the Southwest as stand-ins for soil moisture, the current drought over the entire region is one of a handful of the worst droughts in the last 1200 years. Other especially bad droughts occurred in the late 1500s and late 1200s (known as the Great Drought). Basically, this is a long-winded way of saying the current drought in Arizona and the Southwest is bad no matter if you look back 10 years, 100 years, or 1,000 years.

The graph copied here shows that it has been 6 years since a wet year with 2020 precipitation the lowest since 1900. And, of course:

According to the Climate Science Special Report, temperatures across the Southwest have increased by 1.61 degrees Fahrenheit since the first half of the 20^th century. These increases in temperature contribute to aridification in the Southwest by increasing evapotranspiration, lowering soil moisture, reducing snow cover and impacting snowmelt.

Looking to the future, temperatures in the Southwest are projected to increase by the end of the century by around 5 degrees Fahrenheit if carbon dioxide emissions follow a lower path and up to 9 degrees if emissions follow a much higher path. Increasing temperatures can make soils even drier, amplifying drought.

There are other graph in the article but no direct links to data. Still, there is good information and plenty of material for a QL course.

The visual here is from the NASA feature How Much Carbon Dioxide Are We Emitting? by Matthew Conlen (7/15/2021) may help us all understand the change in CO2 emissions.

In 1900, almost 2 billion metric tons of CO₂ were released due to fossil fuel usage. By 1960, that number had more than quadrupled to over 9 billion metric tons.

The latest data from the Carbon Dioxide Information Analysis Center shows that over 35 billion metric tons of CO₂ were released in 2014. *

There is a link to CO2 data at the bottom of the article. If you’d like a graph this one is included on the page:

The answer to the question is correlated with party affiliation as Pew reports in their article Wide partisan divide on whether voting is a fundamental right or a privilege with responsibilities by Vianney Gomez and Carroll Doherty (7/22/2021) as their chart here shows.

Democrats and Democratic-leaning independents overwhelmingly say voting is a fundamental right that should not be restricted in any way – 78% hold this view, while fewer than a quarter (21%) say it is a privilege. Two-thirds of Republicans and Republican leaners say voting is a privilege that can be limited if requirements are not met, compared with about half as many (32%) who say it is a fundamental right.

On another question we have this:

Nearly all Americans (94%) – including 95% of both Republicans and Democrats – say it is important that people who are legally qualified to vote are able to cast a ballot, with 82% saying it is very important.

This makes me wonder if there is a different interpretation to “can be limited.”  There are three other charts and links to the questions used and the methodology. All great for a stats course.

From NOAA’s Global Climate Report – June 2021:

The June 2021 global surface temperature was the fifth highest for June in the 142-year record at 0.88°C (1.58°F) above the 20th century average. Only Junes of 2015 (fourth warmest), 2016 (second warmest), 2019 (warmest), and 2020 (third warmest) were warmer and had a global temperature departure above +0.90°C (+1.62°F). Nine of the 10 warmest Junes have occurred since 2010.

But June seemed hot you say? Yup:

The global land-only surface temperature for June 2021 was the highest on record at 1.42°C (2.56°F) above average. This value surpassed the previous record set in 2019 by +0.11°C (+0.20°F). The ten warmest June global land-only surface temperatures have occurred since 2010. The unusually warm June global land-only surface temperature was mainly driven by the very warm Northern Hemisphere land, which also had its highest June temperature departure at +1.69°C (+3.04°F). The now second highest June temperature for the Northern Hemisphere occurred in 2012 (+1.51°C / +2.72°F).

Time series data is available at the link near the top of the page.

From the NOAA STAR Center for Satellite Applications and Research page:

Global and Regional Vegetation Health (VH) is a NOAA/NESDIS system estimating vegetation health, moisture condition, thermal condition and their products.

It contains Vegetation Health Indices (VHI) derived from the radiance observed by the Advanced Very High Resolution Radiometer (AVHRR) onboard afternoon polar-orbiting satellites: the NOAA-7, 9, 11, 14, 16, 18 and 19 and VIIRS from Soumi-NPP satellite.

And

The VH products can be used as proxy data for monitoring vegetation health, drought, soil saturation, moisture and thermal conditions, fire risk, greenness of vegetation cover, vegetation fraction, leave area index, start/end of the growing season, crop and pasture productivity, teleconnection with ENSO, desertification, mosquito-borne diseases, invasive species, ecological resources, land degradation, etc.

The following indices and products are available:
Vegetation Health (VHI)
Vegetation Condition Index (VCI)
Temperature Condition Index (TCI)
Soil Saturation Index (SSI)
No noise Normalized Difference Vegetation Index (SMN)
No noise Brightness Temperature (SMT)
and more.

There is a page with maps (and links to shapefiles) and an interactive page with time series graphs for different states. The one for NY is copied here. It seems like there are some uses for stats courses tied to correlations with temperature (and you can add climate max/min to the graphs) and more. There is a page to download data (see left sidebar) but you’ll have to be able to handle netcdf files.