Pennsylvania’s Population Shifts

Last month the US Census Bureau published their first batch of 2018 population estimates for states and counties. Pennsylvania is one of those states that is growing, but rather slowly. It will likely lose out to southern and western states in the 2020 census after which House seats will be reapportioned and electoral college votes subtracted.

From 2018 to 2010, the Commonwealth has grown 0.8%. Like I said, not a whole lot. But unlike some states (Illinois), it is at least growing. But Pennsylvania is a very diverse state. It has very rural agricultural communities and then also one of the densest and largest cities in the entire country with the whole lot in between . Where is the growth happening—or not—throughout the state? Fortunately we have county-level data to look at and here we go.

Some definite geographic patterns here…
Some definite geographic patterns here…

The most immediate takeaway is that the bulk of the growth is clearly happening in the southeastern part of the state, that is, broadly along the Keystone Corridor, the Amtrak line linking Harrisburg and Philadelphia. It’s also happening up north of Philadelphia into the exurbs and satellite cities.

We see two growth outliers. The one in the centre of the state is Centre County, home to the main campus of Pennsylvania State University. And then we have Butler County in the west, just north of Pittsburgh.

The lightest of reds are the lowest declines, in percentage terms. And those seem to be clustered around Scranton and Pittsburgh, along with the counties surrounding Centre County.

Everywhere else in the state is shrinking and by not insignificant amounts. Of course this data does not say where people are moving to from these counties. Nor does it say why. But come 2020, if the pattern holds, the state will need to take a look at its future planning. (Regional transit spending, I’m looking at you.)

How Does the UK View Their Political Parties?

The United Kingdom crashes out of the European Union on Friday. That means there is no deal to safeguard continuity of trading arrangements, healthcare, air traffic control, security and intelligence deals, &c. Oh, and it will likely wreck the economy. No big deal, Theresa. But what do UK voters think about their leading political parties in this climate? Thankfully Politico is starting to collect some survey data from areas of marginal constituencies, what Americans might call battleground districts, ahead of the eventual next election.

And it turns out the Tories aren’t doing well. Though it’s not like Labour is performing any better, because polling indicates the public sees Corbyn as an even worse leader than Theresa May. But this post is more to talk about the visualisation of the results.

Of course I naturally wonder the perception of the smaller parties like the Liberal Democrats or Change UK (the Independent Group)
Of course I naturally wonder the perception of the smaller parties like the Liberal Democrats or Change UK (the Independent Group)

The graphics above are a screenshot where blue represents the Conservatives (Tories) and red Labour. The key thing about these results is that the questions were framed around a 0–10 scale. But look at the axes. Everything looks nice and evenly spread, until you realise the maximum on the y-axis is only six. The minimum is two. It gives the wrong impression that things are spread out neatly around the midpoint, which here appears to be four. But what happens if you plot it on a full axis? Well, the awfulness of the parties becomes more readily apparent.

Neither party looks very good here…
Neither party looks very good here…

Labour might be scoring around a five on Health, but its score is pretty miserable in these other two categories. And don’t worry, the article has more.  But this quick reimagination goes to show you how important placing an axis’ minimum and maximum values can be.

Credit for the piece goes to the Politico graphics department.

Demanding the Impossible

The key problem in the Brexit deal remains what to do with the Irish border. In essence, the UK faces the same trilemma it has since the beginning. It wants three things it cannot have at the same time: exiting the EU single market and customs union, so it can create a free and independent trade policy; no hard border between Ireland and Northern Ireland, per the Good Friday Agreement that ended the Troubles; and territorial integrity, i.e. no hard border between Northern Ireland and the rest of the UK in the Irish Sea.

Essentially, the UK can choose two of these three options. Below, I have attempted to show how they relate and what the result is once two of the options have been chosen.

Choose two and only two.
Choose two and only two.

Credit for the piece is mine.

Amazon’s Selection for HQ2

Well this week Amazon finally chose not just one city for its HQ2, but two—New York and Washington. Of course Philadelphia had been angling for the site. Alas, it was not to be. So let’s work with that for this Friday post.

No Amazon in Philadelphia
No Amazon in Philadelphia

Credit for this one is mine.

Government Officials Using Private Devices

Earlier this week the news broke that President Trump refuses to use his government-issued iPhone for all his communications and prefers his private, unsecured device. This of course means, and reports indicate is happening, that Chinese and Russian intelligence agencies can listen in on his calls.

So how about those private e-mail servers?

Happy Friday, all.

Just saying…
Just saying…

Swedish Election Results

Sweden went to the polls this past weekend and the results are mostly in, with overseas ballots left to be counted. But the results are clear, a stark rise for the nationalist Sweden Democrats, though not as high as some had feared late last week.

Not surprisingly we had the standard parliamentary seat chart, seen below by the BBC. The nice twist this time is the annotations stating the seat change. (More on that later.)

An unnerving amount of yellow
An unnerving amount of yellow

It does a good job of showing the parties and how they are laid out, though I am sometimes more partial to a straight-up bar chart like below at Reuters.

Here the Sweden Democrats are grey.
Here the Sweden Democrats are grey.

However, both do not do a great job in showing what would traditionally be a kingmaker result for Sweden Democrats. When stacked at each end, neither the centre-left bloc, led by the Social Democrats, nor the centre-right, led by the Moderates, are in control of a majority of seats in the Riksdag. Imagine that neutral colour straddling a 50% benchmark line or sitting in the middle of the seats. It makes it far clearer just how pivotal the Sweden Democrats would usually be. Because, usually, Sweden Democrats or parties like it—in the sense of it won a large number of seats—that help the main coalition cross that 50% threshold would have an enormous sway in the next governing coalition. But here, the Sweden Democrats are an anti-immigrant, nationalist party that both the centre-left and centre-right have said with whom they will not enter talks.

Here the Sweden Democrats are brown.
Here the Sweden Democrats are brown.

But graphically, the thing I always find lacking in charts like those above are just how dramatic the rise of the Sweden Democrats has been. And so for that, we have this little piece of mine that complements the two. Because not all members of the coalitions experienced the declines of their major parties, the Social Democrats and the Moderates. In fact, with the exception of the Green Party, all others rose or, in the case of the Liberals, stayed flat. A more thorough defeat would have probably seen the whole of the coalition falling in the number of seats. Unfortunately for Sweden, in this case, the nationalists took the lion share of the seats lost by the top two parties.

Credit for the BBC piece is mine.

Credit for my work is mine.

Most Liveable Cities Ranking

There is nothing super sophisticated in these charts, but I love them all the same. The Economist Intelligence Unit (EIU) published its rankings of the world’s most liveable cities and this year Vienna knocked off Melbourne for top spot. But what about the rest of the list?

Thankfully the Economist, a related company, put together a graphic highlighting important or noteworthy cities among the entire dataset. It is a wonderful tangle of light grey lines that have select cities highlighted in thicker strokes and brighter colours. Labelling each city would be too tricky at this scale.

I'm okay with the occasional rainbow spaghetti

I’m okay with the occasional rainbow spaghettiThat said about labelling each city, a few years back I worked on a similar top cities in a category datagraphic for Euromonitor International. We took a similar approach and coloured lines by region, but we presented the entire dataset and then complemented it by some additional charts to the side.

These were always fun pieces on which to work
These were always fun pieces on which to work

What is really nice about the Economist piece, however, is that they opted not to show the whole dataset. This could be a business decision, if people want to find where a particular city they could be persuaded to either outright subscribe or otherwise provide contact information in exchange for access to the data. Either way, the result is a piece that has space to provide textual context about why cities rose or fell over the years.

I think I like these types of pieces because there is so much to glean from getting lost in the chart. And this one from the Economist does not disappoint.

Credit for the liveability piece goes to the Economist Data Team.

Credit for the destinations piece goes to me.

Ohio 12th Results

Last week parts of Ohio voted for a special election in the 12th Congressional District. Historically it has been a solidly Republican district by margins in the double digits. However, last week Republicans barely managed to hold the seat by, at the latest count I saw, less than one percentage point. Why? Well, it turns out that Republican support is bleeding away from one of the traditional strongholds: suburban counties.

I saw this data set late last week on Politico and I knew instinctively that it needed to be presented in another form than a table. Consequently I sketched out how it could work as small multiples of area charts to highlight just how Republican the district is. This is the digitisation of that take. Unfortunately my original sketch also featured a map of the district to show how this falls to the north and east of the city of Columbus. But I did not have time for that. Instead, I sketched up something else, but I need time to work on that. So for now, this concept will have to suffice.

That flip to the Democrats in Franklin County could be  a problem come November
That flip to the Democrats in Franklin County could be a problem come November

Credit for the piece is mine.

Radiohead in Philadelphia

A week and a half ago my favourite band, Radiohead, played two shows in Philadelphia to close out their 2018 North America tour. I got to see the final of the two shows. And I decided to make this little piece over the weekend. Because it was totally fantastic.

The data shows that the band played a good mix of songs from across their discography. Admittedly they played nothing from Pablo Honey, but with the exception of Creep and Anyone Can Play Guitar along with some of the era’s b-sides, I really do not listen to that album all that often. They also skipped over Amnesiac, but did play five songs from my favourite album, Kid A, so, yeah, again, totally fantastic. Especially those final three songs to close the main setlist. Just brilliant.

Two hours of amazing
Two hours of amazing

Credit for this work is mine.