Tag Archives: data source

What’s New at sustainabilitymath?

In a follow up to last week’s graph, I have added a demographic graph of New York State, which provides the number of students in each grade in the 2017-2018 school year by race. The hover information includes percentages for each group. The data comes from the National Center for Education Statistics Elementary/Secondary Information System (ELSi). The link will take you to various table generators and it is easy enough to get data for your state and even data at the district level is available.

How much has spring snow cover changed?

This graph shows average area covered by snow in the Northern Hemisphere during March and April as the difference from the 1981-2010 average.

The Climate.gov article Climate Change: Spring Snow Cover by LuAnn Dahlman and Rebecca Lindsey (2/14/2020) provides the answer as seen in their graph here.

This change is another example of a feedback loop.

About one-third of Earth’s land surface is covered by snow for some part of the year. The bright white covering affects global conditions by reflecting solar energy away from surfaces that would otherwise absorb it. Therefore, the earlier decrease in snow cover increases the amount of sunlight absorbed by Earth, and in turn, surface temperatures.

The article includes the data for the graph shown here.

Who is in high-poverty schools?

The EPI article Schools are still segregated, and black children are paying a price by Emma García (2/12/2020) provides an overview of inequities in secondary schools. Figure B in the article is copied here and speaks clearly to issues of inequality by race. There is also a political perspective that the percentages hide. According to Table 2 on the Census Bureau page School Enrollment in the United States: October 2018 – Detailed tables, there were 1,214,00 13 and 14 year old black students and 6,058,000 white students. (Note 13 and 14 years of age is approximately 8th grade and the Census Bureau is 2018 data while the EPI graph here is 2017. ) What this means is that there are 1,214,000*0.724=878,936 black eighth graders in high-poverty schools and 6,058,000*0.313=1,896,154 white eighth graders in high-poverty schools, or over twice as many white student in high-poverty schools.

The EPI article has a total of four graphs with available data.

How hot was 2019?

From the NOAA Global Climate Report – Annual 2019:

The year 2019 was the second warmest year in the 140-year record, with a global land and ocean surface temperature departure from average of +0.95°C (+1.71°F). This value is only 0.04°C (0.07°F) less than the record high value of +0.99°C (+1.78°F) set in 2016 and 0.02°C (0.04°F) higher than the now third highest value set in 2015 (+0.93°C / +1.67°F). The five warmest years in the 1880–2019 record have all occurred since 2015, …

The report contains summaries by region and has abundance of quantitative information such as:

North America was the only continent that did not have an annual temperature that ranked among its three highest on record. Overall, North America’s temperature was 0.90°C (1.62°F) above the 1910–2000 average, marking the 14th warmest year in the 110-year continental record. The yearly temperature for North America has increased at an average rate of 0.13°C (0.23°F) per decade since 1910; however, the average rate of increase is more than twice as great (+0.29°C / +0.52°F per decade) since 1981.

The graphic here is from NASA, NOAA Analyses Reveal 2019 Second Warmest Year on Record (1/15/2020). Time series data can be obtained from Climate at a Glance Global Time Series.


Who ranks countries by levels of perceived corruption?

Transparency International has a yearly corruption perceptions index. The graph here is for 2019 (high score – lighter colors – clean, low score – darker colors – corrupt).

The Corruption Perceptions Index ranks 180 countries and territories by their perceived levels of public sector corruption, according to experts and business people. This year’s analysis shows corruption is more pervasive in countries where big money can flow freely into electoral campaigns and where governments listen only to the voices of wealthy or well-connected individuals.

At the bottom of the page is a link to download an extensive data set including a timeseries from 2012 – 2019.  Each country has a designated region and so one could compare corruptions by region in a stats course.


What are American’s view on economic inequality?

The PEW article Most Americans Say There Is Too Much Economic Inequality in the U.S., but Fewer Than Half Call it a Top Priority by Juliana Menasce Horowitz, Ruth Igielnik, and Rakesh Kochhar (1/9/2020)  is a thorough review of income and wealth inequality, as well as American’s views of inequality.  For example, the graph copied here shows the responses to if there is too much economic inequality by political affiliation.  A few highlights from the article:

From 1970 to 2018, the share of aggregate income going to middle-class households fell from 62% to 43%. Over the same period, the share held by upper-income households increased from 29% to 48%. The share flowing to lower-income households inched down from 10% in 1970 to 9% in 2018.

As of 2016, the latest year for which data are available, the typical American family had a net worth of $101,800, still less than what it held in 1998.

While a majority of Republicans overall (60%) say that people’s different choices in life contribute a great deal to economic inequality, lower-income Republicans (46%) are significantly less likely than Republicans with middle (63%) or higher (74%) incomes to say this.

There are numerous graphs in the article and a methodology section which points to the data sources.

What are EPI’s top charts of 2019?

To find the top charts of 2019 according to EPI see their Top charts of 2019 post.  The graph here is #5 on their list.

The figure shows that the real value of the federal minimum wage has dropped 17% since 2009 and 31% since 1968. A full-time worker earning the federal minimum wage today has about $6,800 less per year to spend on food, rent, and other essentials than did his or her counterpart 50 years ago.

There are 13 charts in all with data and links to the original article (for some charts you have to go to the original article to get the data).


How much has sea level risen?

The Climate.gov post Climate Change: Global Sea Level by Rebecca Lindsey (11/19/2019) notes:

Global mean sea level has risen about 8–9 inches (21–24 centimeters) since 1880, with about a third of that coming in just the last two and a half decades. The rising water level is mostly due to a combination of meltwater from glaciers and ice sheets and thermal expansion of seawater as it warms. In 2018, global mean sea level was 3.2 inches (8.1 centimeters) above the 1993 average—the highest annual average in the satellite record (1993-present)

There are other graphs and information in the post. For example, What’s causing sea level to rise?

Global warming is causing global mean sea level to rise in two ways. First, glaciers and ice sheets worldwide are melting and adding water to the ocean. Second, the volume of the ocean is expanding as the water warms. A third, much smaller contributor to sea level rise is a decline in the amount of liquid water on land—aquifers, lakes and reservoirs, rivers, soil moisture. This shift of liquid water from land to ocean is largely due to groundwater pumping.

There are links to data at the end of the post and NOAA also has sea level data that is accessible.

How hot was Australia in 2019?

The graph here is from the Australian Bureau of Meteorology Climate changes – trends and extremes page.  In 2019, the temperature was 1.52 deg C (2.7 deg F) above the 30 year average from 1961-1990, which is a new record. The second highest year is 2013 at  1.33 deg C above the average. The data is available on the page (there is a link in the box above the graph) and other attributes can be plotted. For instance, the maximum temperature for 2019 was 2.09 deg C (3.76 deg F) above the 30 year average, which is a new record with the second highest in 2013 at 1.59 deg C above the average.

How hot was November 2019?

From the NOAA Global Climate Report – November 2019:

The November 2019 global land and ocean surface temperature was 0.92°C (1.66°F) above average and the second highest November temperature in the 140-year record. Only November 2015 was warmer at +1.01°C (+1.82°F). The five warmest November global land and ocean surface temperature departures from average have occurred since 2013.

The Data can be obtained from the Climate at a Glance page.