{"id":4162,"date":"2021-09-05T18:36:41","date_gmt":"2021-09-05T17:36:41","guid":{"rendered":"https:\/\/marriott-stats.com\/nigels-blog\/?p=4162"},"modified":"2022-12-04T18:55:35","modified_gmt":"2022-12-04T18:55:35","slug":"uk-weather-trends-summer-2021","status":"publish","type":"post","link":"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-summer-2021\/","title":{"rendered":"UK Weather Trends #18 &#8211; Summer 2021"},"content":{"rendered":"<p>The UK summer in 2021 was warmer and dryer than normal but when looked at using principal components, the summer cannot be defined as a good one.\u00a0 I am not expecting 2022 to be a good one either!<\/p>\n<p><!--more--><\/p>\n<p>Meteorologists define summer in the UK to be the period from June to August so summer is now over and we are officially in autumn.<\/p>\n<p>I analyse the long term trends in the UK weather using a statistical tool known as <a href=\"https:\/\/en.wikipedia.org\/wiki\/Standard_score\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Standardisation<\/strong><\/a>.\u00a0 This means that the 3 key variables of Temperature, Sunshine and Rainfall are recalculated so that they all have the same units, which is number of standard deviations above or below the mean.\u00a0 Such variables are known as <strong>Z-Scores<\/strong>\u00a0which by definition will have a mean value of 0 and a standard deviation of 1.\u00a0 For more information on how I have done this, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-2-summer-2017\/\" target=\"_blank\" rel=\"noopener noreferrer\">please read my post on trends in the UK summer of 2017.<\/a><\/p>\n<p>&nbsp;<\/p>\n<h4><span style=\"color: #008000;\"><strong>Latest Z-Scores<\/strong><\/span><\/h4>\n<p>The Z-Scores for Temperature, Sunshine and Rainfall are shown in the 3 charts below.\u00a0 Each chart also contains an 11-year centred moving average which gives an idea of the underlying trend.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4152\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1.png\" alt=\"\" width=\"2700\" height=\"1192\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1.png 2700w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-300x132.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-1024x452.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-768x339.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-1536x678.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-2048x904.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-450x199.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM1-1320x583.png 1320w\" sizes=\"auto, (max-width: 2700px) 100vw, 2700px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4151\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2.png\" alt=\"\" width=\"2700\" height=\"1191\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2.png 2700w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-300x132.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-1024x452.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-768x339.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-1536x678.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-2048x903.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-450x199.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM2-1320x582.png 1320w\" sizes=\"auto, (max-width: 2700px) 100vw, 2700px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4150\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3.png\" alt=\"\" width=\"2700\" height=\"1191\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3.png 2700w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-300x132.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-1024x452.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-768x339.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-1536x678.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-2048x903.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-450x199.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM3-1320x582.png 1320w\" sizes=\"auto, (max-width: 2700px) 100vw, 2700px\" \/><\/p>\n<p>Standardised variables aid interpretation of data in many ways.\u00a0 If the standardised value is positive, it means that the value is above your average or expected value.\u00a0 If it is negative, then the value is below your expected value. \u00a0If the original variable is approximately normal in its distribution then the vertical scale gives us an idea of how typical or atypical each year is.\u00a0 Z-Scores in the range -1 to +1 are considered typical values and completely unremarkable.\u00a0 Z-scores in the ranges -2 to -1 and +1 to +2 are considered to be uncommon values but still entirely plausible and such values should not cause us concern.\u00a0 When Z-Scores get into the ranges -3 to -2 and +2 to +3, we should start paying closer attention and asking ourselves if something has changed especially if we get a sequence of successive points in these ranges. Finally, if the Z-scores are less than -3 or greater than +3, that is normally regarded as a clear call to action.\u00a0\u00a0There are in fact many ways of interpreting Z-Scores and\u00a0what I have said so far\u00a0merely a gives an overview of the most basic interpretations.\u00a0 A whole field of study known as <a href=\"https:\/\/en.wikipedia.org\/wiki\/Statistical_process_control\">Statistical Process Control (SPC) <\/a>is dedicated to building and interpreting such charts (known as Control Charts).<\/p>\n<p><span style=\"float: none; background-color: transparent; color: #333333; cursor: text; font-family: Georgia,'Times New Roman','Bitstream Charter',Times,serif; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 400; letter-spacing: normal; text-align: left; text-decoration: none; text-indent: 0px;\">For the summer of 2021, the z-scores for temperature, sunshine and rainfall were respectively +1.2, 0 and -1.0.\u00a0 This tells us that whilst the season was above average on temperature and below average on rainfall, it was not unusual.\u00a0\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4><span style=\"color: #008000;\"><strong>Long Term Climate Trends<\/strong><\/span><\/h4>\n<p>Since the 3 moving averages in the above 3 charts all use the same units, they can be plotted onto the same chart as below.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4149\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4.png\" alt=\"\" width=\"2693\" height=\"1191\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4.png 2693w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-300x133.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-1024x453.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-768x340.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-1536x679.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-2048x906.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-450x199.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM4-1320x584.png 1320w\" sizes=\"auto, (max-width: 2693px) 100vw, 2693px\" \/><\/p>\n<p>This clearly shows a shift in our summer climate over the last 100 years of roughly 1 standard deviation.\u00a0 Recall that the baseline for the z-score calculation is based on the idea of &#8220;living memory&#8221; which I have defined to be the last 50 years of 1970 to 2019. \u00a0 We can characterise our summers broadly as follows:<\/p>\n<ul>\n<li>1915-1970 &#8211; we had cold and damp summers.<\/li>\n<li>1970-1995 &#8211; we had dryer and almost normal temperature summers.<\/li>\n<li>1995-today &#8211; a clear shift in our climate occurred to warm and wet summers.<\/li>\n<\/ul>\n<p>2021 is consistent with the recent climate period in terms of sunshine and temperature but the dryness was somewhat unusual.<\/p>\n<p>&nbsp;<\/p>\n<h4><span style=\"color: #008000;\"><strong>How many dimensions does summer have?<\/strong><\/span><\/h4>\n<p>The long term trends chart above suggests that the z-scores for temperature, sunshine and rainfall all appear to be correlated.\u00a0 In fact this can be illusory as the above chart uses moving averages.\u00a0 If we look at the actual z-scores, we can see what the correlations are in the 3 scatter plots below.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4148\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5.png\" alt=\"\" width=\"4490\" height=\"1066\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5.png 4490w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-300x71.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-1024x243.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-768x182.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-1536x365.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-2048x486.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-450x107.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM5-1320x313.png 1320w\" sizes=\"auto, (max-width: 4490px) 100vw, 4490px\" \/><\/p>\n<p>The brown square in each chart is 2021.\u00a0 Scatter plots can be useful to identify unusual years that do not follow the normal relationships.\u00a0 Here we see that 2021 was on the edge of typical historical scatter in the temperature v sunshine plot and broadly in line with the normal scatter in the other 2 plots.\u00a0 In other words, relative to the amount of rain &amp; sun we had, it was warmer than usual.<\/p>\n<p>When we examine the 3 scatter plots, we see that all 3 variables are correlated with each other.\u00a0 A statistician would look at these charts and observe that what appears to be 3-dimensional data (temperature, sunshine and rainfall being the 3 dimensions) is in fact closer to be being 1 dimensional.\u00a0 By using <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-5-spring-2018\/\" target=\"_blank\" rel=\"noopener noreferrer\">the method of PCA (Principal Components Analysis)<\/a> which takes our 3-dimensional data set and calculates 3 new components that are statistically uncorrelated with each other, we see from the scree plot that the 1st component accounts for 2.25 dimensions whilst the 2nd component accounts for 0.5 dimension.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-3925 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-1024x200.png\" alt=\"\" width=\"1352\" height=\"264\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-1024x200.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-300x59.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-768x150.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-1536x300.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-2048x401.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-450x88.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-1320x258.png 1320w\" sizes=\"auto, (max-width: 1352px) 100vw, 1352px\" \/><\/p>\n<p><span style=\"color: #993300;\"><em>** In the bi-plots below, rainfall has been replaced with dryness (= -1 x rainfall z-score) in spring, summer &amp; autumn whilst winter retains rainfall.\u00a0 This is to aid visualisation of the biplots in terms of how the correlations change over the year.\u00a0 Had I used rainfall in all plots, then in the 3 seasons mentioned, the rainfall label would be on the opposite side of the circles shown.<\/em><\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-3952 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-1024x251.png\" alt=\"\" width=\"1346\" height=\"330\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-1024x251.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-300x73.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-768x188.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-1536x376.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-2048x502.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-450x110.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-1320x323.png 1320w\" sizes=\"auto, (max-width: 1346px) 100vw, 1346px\" \/><\/p>\n<p>For more information about Principal Components Analysis, please visit my link about <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/stats-training-materials-multivariate-analysis\/\" target=\"_blank\" rel=\"noopener noreferrer\">training materials for multivariate analysis<\/a>. and read the information in section A.<\/p>\n<p>Summer is the only season where the weather is effectively one dimensional and the 1st principal component, which is basically an average of the 3 z-scores, can be thought of as a measure of how &#8220;nice&#8221; our summer was.\u00a0 It is worth plotting the 1st principal component over time and <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-6-summer-2018\/\" target=\"_blank\" rel=\"noopener noreferrer\">in 2018, I showed that good summers in the UK appear to repeat every 6 to 8 years<\/a>.\u00a0 Since 2018 was the good summer, I found it easy to predict that 2021 would not be a good summer.\u00a0 It was an above average summer but I define a good summer to be one were the 1st component has a score greater than 2 whereas 2021 was +1.4.\u00a0 I am therefore not expecting 2022 to be good either.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4158\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6.png\" alt=\"\" width=\"2418\" height=\"930\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6.png 2418w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-300x115.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-1024x394.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-768x295.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-1536x591.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-2048x788.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-450x173.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM6-1320x508.png 1320w\" sizes=\"auto, (max-width: 2418px) 100vw, 2418px\" \/><\/p>\n<p>I remarked earlier that it was dryer than might be expected given the temperatures we had this summer.\u00a0 That shows up more strongly in the chart of the 2nd principal component below.\u00a0 Bear in mind that the scree plot shows this component is much less important than the 1st component but the consistently negative values we&#8217;ve had since 1995 reflects the changing climate of our summers.\u00a0 The bi-plot shows that this component is effectively the difference between the dryness &amp; temperature and when it&#8217;s strongly negative it&#8217;s because the summer has been both warmer and wetter than normal.\u00a0 \u00a0However, in 2021 the score returned to zero which differs from recent trends.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4157\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7.png\" alt=\"\" width=\"2418\" height=\"923\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7.png 2418w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-300x115.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-1024x391.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-768x293.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-1536x586.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-2048x782.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-450x172.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/09\/UKweatherTracker2021SUM7-1320x504.png 1320w\" sizes=\"auto, (max-width: 2418px) 100vw, 2418px\" \/><\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p>If you want to read <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/tag\/weather-trends\/\" target=\"_blank\" rel=\"noopener noreferrer\">my other Weather Trends posts<\/a>, please click on the link or the <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/tag\/weather-trends\/\" target=\"_blank\" rel=\"noopener noreferrer\">Weather Trends<\/a> hashtag below this post.\u00a0 Otherwise, please click the relevant season from the list below.<\/p>\n<ul>\n<li>2021 &#8211; <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-winter-2021\/\" target=\"_blank\" rel=\"noopener\">Winter<\/a>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-spring-2021\/\" target=\"_blank\" rel=\"noopener\">Spring<\/a>, Summer, <em>Autumn<\/em><\/li>\n<li>2020 &#8211; <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-12-winter-2020\/\" target=\"_blank\" rel=\"noopener noreferrer\">Winter<\/a>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-13-spring-2020\/\" target=\"_blank\" rel=\"noopener noreferrer\">Spring<\/a><em>, <\/em><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-14-summer-2020\/\" target=\"_blank\" rel=\"noopener\">Summer<\/a>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-autumn-2020\/\" target=\"_blank\" rel=\"noopener\">Autumn<\/a><\/li>\n<li>2019 &#8211; <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-8-winter-2019\/\" target=\"_blank\" rel=\"noopener noreferrer\">Winter<\/a><em>, <\/em><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-9-spring-2019\/\" target=\"_blank\" rel=\"noopener noreferrer\">Spring<\/a><em>, <\/em><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-10-summer-2019\/\" target=\"_blank\" rel=\"noopener noreferrer\">Summer<\/a><em>, <\/em><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-11-autumn-2019\/\" target=\"_blank\" rel=\"noopener noreferrer\">Autumn<\/a><\/li>\n<li>2018 &#8211; <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-4-winter-2018\/\" target=\"_blank\" rel=\"noopener noreferrer\">Winter<\/a>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-5-spring-2018\/\" target=\"_blank\" rel=\"noopener noreferrer\">Spring<\/a><em>, <\/em><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-6-summer-2018\/\" target=\"_blank\" rel=\"noopener noreferrer\">Summer<\/a><em>, <\/em><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-7-autumn-2018\/\" target=\"_blank\" rel=\"noopener noreferrer\">Autumn<\/a><\/li>\n<li>2017 &#8211; <em>Winter<\/em>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-1-spring-2017\/\" target=\"_blank\" rel=\"noopener noreferrer\">Spring<\/a>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-2-summer-2017\/\" target=\"_blank\" rel=\"noopener noreferrer\">Summer<\/a>, <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-3-autumn-2017\/\" target=\"_blank\" rel=\"noopener noreferrer\">Autumn<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>The UK summer in 2021 was warmer and dryer than normal but when looked at using principal components, the summer cannot be defined as a good one.\u00a0 I am not expecting 2022 to be a good one either!<\/p>\n","protected":false},"author":3,"featured_media":4158,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[90],"tags":[48,40,72,51,46,34,47,52],"class_list":{"0":"post-4162","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-archive","8":"tag-multivariate-data","9":"tag-presenting-data","10":"tag-principal-components-analysis","11":"tag-standardisation","12":"tag-trend-analysis","13":"tag-weather","14":"tag-weather-trends","15":"tag-z-scores","16":"entry","17":"override"},"_links":{"self":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/4162","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/comments?post=4162"}],"version-history":[{"count":4,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/4162\/revisions"}],"predecessor-version":[{"id":4167,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/4162\/revisions\/4167"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/media\/4158"}],"wp:attachment":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/media?parent=4162"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/categories?post=4162"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/tags?post=4162"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}