You’ve heard the com­plaints. You may even have uttered them your­self. “What hap­pened to sum­mer?” “Call this a sum­mer!?” “Bloody Welling­ton sum­mer.” And the half of offi­cial sum­mer that Welling­ton’s had so far is def­i­nite­ly sig­nif­i­cant­ly less warm than usu­al. But is it real­ly that unusu­al, and are we per­haps expect­ing too much from a Welling­ton sum­mer?

I decid­ed to visu­al­ly com­pare the tem­per­a­tures for the 2016/17 sum­mer so far against the pre­vi­ous 5 years of data. The chart below shows the tem­per­a­ture every hour at Welling­ton air­port between August 2011 and the end of Novem­ber 2016 as grey dots (they’re trans­par­ent, so they build up over the years to show the most com­mon tem­per­a­tures as dark­er regions). The orange curve shows smoothed aver­age tem­per­a­tures for 2011–2016, and the red dots show every hour of this sum­mer so far, ani­mat­ed by day [tech­ni­cal notes are at the end of the post]. Click the ani­ma­tion for a larg­er ver­sion.

summer_anim_jitter

What does this show? It’s just pos­si­ble to see that this sum­mer is on aver­age a bit cool­er than the last 5 sum­mers, par­tic­u­lar­ly in ear­ly Jan­u­ary, but the dif­fer­ence isn’t strik­ing. We had a few days when tem­per­a­tures plunged into sin­gle dig­its, which is uncom­mon for this time of year, but not unheard of. We’ve only had a cou­ple of days that reached the mid 20s, and we had noth­ing like that scorch­ing Christ­mas Day in 2012 when it near­ly reached 30°C.

But I think what’s most notice­able is that the weath­er has been changeable…just as it is every sum­mer, and pret­ty much all of the time in Welling­ton. We have a mid-lat­i­tude mar­itime cli­mate, not a sub­trop­i­cal or a con­ti­nen­tal one, so we don’t get extreme dif­fer­ences between sea­sons, or long, reli­able stretch­es of hot fine weath­er. The chart shows that the dif­fer­ence between one day and the next is often more than the dif­fer­ence between sea­sons. Tem­per­a­ture isn’t the only thing that indi­cates a fine day, and I’ll get around to look­ing at oth­er aspects, but for now here are some detailed charts of Welling­ton cli­mate that show that the sea­son­al dif­fer­ence in windi­ness, cloudi­ness and pre­cip­i­ta­tion aren’t that mas­sive either.

On that basis, some would argue that Welling­ton does­n’t get a prop­er sum­mer at all. But what is “sum­mer” any­way? I have a the­o­ry that we’ve come to expect (or even demand) sev­er­al months of reli­able bar­beque weath­er, because our media and adver­tis­ing are increas­ing­ly dom­i­nat­ed by Auck­land, Aus­tralia and South­ern Cal­i­for­nia, and we’re sold an impos­si­ble vision of “sum­mer” as a three-month-long Coke ad fea­tur­ing pret­ty peo­ple cavort­ing on beach­es. For much of the world, sum­mers either don’t exist as such (as in the trop­ics) or are as change­able as Welling­ton’s (in the mid-lat­i­tude west­er­ly belts, par­tic­u­lar­ly on west­ern coasts) or are even less clement (in the high lat­i­tudes). If you say that Welling­ton does­n’t get a prop­er sum­mer, you might as well argue that we don’t get a prop­er win­ter either since we don’t get snowed in for months at a time.

Sum­mer in Welling­ton means longer days, more intense sun­shine, and on aver­age a bit more warmth and a bit less rain, cloud and wind. We still haven’t reached the nor­mal peak of sum­mer, which as the chart shows, is usu­al­ly in Feb­ru­ary and ear­ly March, so we might get some bar­beque weath­er yet. But you can nev­er guar­an­tee any­thing here, and as I sus­pect the next few days will show, we can get pret­ty much any sort of weath­er at any time of year. For some, that will be a con­stant source of dis­ap­point­ment, but some of us appre­ci­ate the mete­o­ro­log­i­cal dynamism. It keeps us alert, and watch­ing the ever-chang­ing skies. You can’t live here by chance.


Tech­ni­cal notes:

The hourly data for my chart comes from this archive of METARs, which only goes back as far as 2011 for Welling­ton at the moment. A longer dataset would enable com­par­i­son to a cli­mat­ic norm, but with just five years we can get a sense of how this sum­mer com­pares to recent mem­o­ry. Tem­per­a­tures are record­ed to the near­est degree, but to spread them out on the chart I’ve added some jit­ter to the ver­ti­cal dimen­sion. Dates are in UTC (GMT), which will only mat­ter if you’re paus­ing the GIF to look at indi­vid­ual days. The “aver­age” tem­per­a­ture curve isn’t strict­ly an aver­age, but is cre­at­ed by apply­ing LOESS smooth­ing to the whole dataset.

Welling­ton air­port isn’t that rep­re­sen­ta­tive of many parts of the city and region: it’s windi­er, cool­er, and lacks the extreme high and low tem­per­a­tures you can get in shel­tered val­leys (e.g. Karori or Wainuioma­ta). How­ev­er, there’s a lot of cal­i­brat­ed hourly data avail­able for it, and it’s use­ful for show­ing whether there’s any dif­fer­ence between years.

The data was cleaned, trans­formed and plot­ted with the open-source sta­tis­ti­cal lan­guage R, most­ly using the pack­ages ggplot and ggan­i­mate.