Tag Archives: data source

From Our World in Data’s post Data Update: We’ve just updated all of our global CO2 emissions data by Pablo Rosado, Hannah Ritchie, and Edouard Mathieu (11/11/2022):

There is one major update in this year’s carbon budget.

National emissions data was only available for CO₂ emissions from fossil fuels and industrial processes (such as cement production). It did not include emissions from land use change.

This year’s update – for the first time – now includes land use estimates for countries, extending back to 1750.

The CO2 Data Explorer is a great tool.  Users can select countries, different emission types (cement is interesting), total or per capita, etc. The data can also be downloaded. Go explore.

An interesting post by the eia and the title answers the question: Most U.S. coal is mined in the West, but most coal mining jobs are in the East by Elesia Fasching (11/8/2022).

In 2021, 60% of the country’s coal was produced in the western United States, but only 28% of workers in the coal mining industry worked there, based on data from our Annual Coal Report. This difference is related to the technologies used in the East and West; surface mines in the West can use massive mining equipment to extract large amounts of coal with relatively fewer workers.

Another interesting fact:

In the United States, coal is primarily used for electricity generation. The Clean Air Act of 1970, and subsequent amendments in 1977 and 1990, restricted sulfur emissions from coal-fired power plants. One way for plants to meet the emissions regulations was to burn low-sulfur coal, most of which is found in the West. The resulting growth in demand for low-sulfur coal expanded western coal production, especially in the Powder River Basin.

There is another graph and links to data in the article.

The UNESCO press release, UNESCO finds that some iconic World Heritage glaciers will disappear by 2050 by François Wibaux (11/3/2022) provides a list of glaciers likely to be gone by 2050. For example,

According to available data, glaciers in all World Heritage sites in Africa will very likely be gone by 2050, incl. Kilimanjaro National Park and Mount Kenya

Glaciers in Yellowstone National Park (United States of America) – very likely to disappear by 2050

Glaciers in Yosemite National Park (United States of America) – very likely to disappear by 2050

The graph here is from the full report (link in the press release) which also contains some useful tables of data. A quote  speaking calculus in the press release:

But a new study by UNESCO, in partnership with IUCN, shows these glaciers have been retreating at an accelerated rate since 2000 due to CO₂ emissions, which are warming temperatures. They are currently losing 58 billion tons of ice every year – equivalent to the combined annual water use of France and Spain– and are responsible for nearly 5% of observed global sea-level rise.

Why does this all matter:

Half of humanity depends directly or indirectly on glaciers as their water source for domestic use, agriculture, and power. Glaciers are also pillars of biodiversity, feeding many ecosystems.

How we answer this questions depends on what we mean by best and the comparison group. For today we’ll look at the share of income by the top 1% and compare mostly western Europe countries. The graph here is from the world income database. It is good to be in the top 1% in the U.S. where they take home home 19% of the countries income in 2021. China is next at 14%. Note that this is a statement of the share of income and not what the income is.

The link will take you to the page where the graph is from. There is also a map colored by ranges of income by the top 1% and if you click on the country in the map it is added to the time series. The U.S. just missed the top color of 19-31% (I’m assuming it starts at greater than 19). Try to guess the countries in the top category and which one is tops at 31%. There is also a link to download the data, as well as other indicators to choose from.

Some good news today. NOAA has an update on the Antarctic ozone hole in the article Antarctic ozone hole slightly smaller in 2022 (10/26/2022).

The hole in the ozone layer — the portion of the stratosphere that protects our planet from the sun’s ultraviolet rays — is continuing to decrease. The hole over Antarctica had an average area of 8.91 million square miles (23.2 million square kilometers). That measurement is slightly smaller than the extent of 8.99 million square miles (23.3 million square kilometers) reached last year, and well below the average seen in 2006 when the hole size peaked.

And

“Over time, steady progress is being made and the hole is getting smaller,” said Paul Newman, chief scientist for Earth Sciences at NASA’s Goddard Space Flight Center. “We see some wavering as weather changes and other factors make the numbers wiggle slightly from day to day and week to week. But overall, we see it decreasing through the last two decades. Eliminating ozone-depleting substances through the Montreal Protocol is shrinking the hole.”

Ozone hole data can be found at NASA Ozone Watch and there is a project on the Calculus Projects page.

From NOAA’s September 2022 Global Climate Report:

The September 2022 global surface temperature departure tied September 2021 as the fifth highest for September in the 143-year record at 0.88°C (1.58°F) above the 20th century average of 15.0°C (59.0°F). The ten warmest Septembers on record have all occurred since 2012. September 2022 also marked the 46th consecutive September and the 453rd consecutive month with temperatures, at least nominally, above the 20th century average.

A few highlights:

North America had its warmest September on record, surpassing the previous record set in 2019 by 0.30°C (0.54°F). The Caribbean Islands region had its sixth-warmest September on record.

Hong Kong had an especially warm and sunny September, where the average temperature, mean maximum temperature, and mean minimum temperature were each the second highest on record for the month.

After an unusually cool summer, Greenland experienced record-breaking temperatures for September at multiple stations along the west coast, making for an exceptionally warm September. In Paamiut and Qaqortoq, this month’s average temperature exceeded any of the three previous summer temperature averages.

Times series data is available on the page.

The Economic Policy Institute article CEO pay has skyrocketed 1,460% since 1978 by Josh Bivens and Jori Kandra (10/2/2022) include the chart here. Definitions first:

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 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 are determined using the Black-Scholes model.)

CEO’s are doing better than the mere top 0.1%:

Over the last three decades, compensation grew far faster for CEOs than it did for other very highly paid workers (the top 0.1%, or those earning more than 99.9% of wage earners). CEO compensation in 2020 (the latest year for which data on top wage earners are available) was 6.88 times as high as wages of the top 0.1% of wage earners, a ratio 3.7 points greater than the 3.18-to-1 average CEO-to-top-0.1% ratio over the 1947–1979 period.

One outlier (he has the money to buy twitter I guess):

In 2021, Elon Musk (CEO of Tesla Motors) exercised $23.5 billion worth of stock options that would have expired in 2022. Under our “realized” methodology, this would have made his pay almost 1,000 times that of the average large-company CEO. Including him in our sample would have resulted in an increase of CEO pay in 2021 relative to 2020 of over 300% (the “average” for the sample would have been just under $100 million).

Because inclusion of this extreme outlier would have made this year’s numbers incomparable with previous years’ numbers, we opted to exclude Tesla and Musk from our sample entirely.

The article is excellent not just because of all the other graphs and access to data but they thoroughly explain their methodology.

According to the Our World in Data article Wild mammals are making a comeback in Europe thanks to conservation efforts by Hannah Ritchie (9/27/2022) many mammal populations have increased as the chart shows.  The Eurasian beaver is thrilled:

The Eurasian beaver has made the most remarkable recovery. It’s estimated to have increased 167-fold, on average. There were likely only a few thousand beavers left in Europe in first half of the 20th century.⁶ Today there are more than 1.2 million.

Obtaining these estimate is a challenge and interesting:

For example, the result for Eurasian beavers is based on studies of 98 different populations. The grey wolf is based on 86 studies. For the Iberian lynx, high-quality time series were only available for 7 populations.

This means, for example, that the value of 16,705% for the Eurasian beaver means that there was, on average, a 16,705% increase in the numbers of beavers in each of the 98 populations that were included in this study. This does not mean that there was a 16,705% increase in all populations. Nor can we say that there was this level of increase for Eurasian beavers as a whole because we do not know the change in unmonitored populations, and the number of beavers in different populations will be different.

From a QL perspective it would be nice if the available data included the starting population size. It is also worth noting.

There are more than 250 European mammal species, so the ones that we covered here represent just 10% of the continent’s mammals. The fact that these species are doing well does not mean that all species are.

This article seems like it could be the basis for many projects.

If you go to NOAA’s Coastal Inundation Dashboard you can navigate the map and choose a station site. For example, here is the graph we get from selecting Naples FL.

If you’d like more information click on the Station Hope Page link at the bottom of the window that pops up when you select a station. From there use the top menu to select Station Info and then Data Inventory. On the next page select one of the categories by clicking on a bar. That will then take you to a page where you can select a date range and download the data by clicking the Data Only button on the bottom right.

Note that this is one location and others, even nearby, have different surges.

Lake Mead saw a slight uptick in August after hitting a new low again in July. The graph clearly shows that the wet season, if we can call it that, is roughly November through March. Unfortunately a good year doesn’t even get 20 feet dating back to 2012. Lake Mead needs a 2011 year. I’ll check back in a few months. Data is from the Lower Colorado River Operation.  R code from the graph is linked on my July 2021 Lake Mead post.

Data here.