{"id":3950,"date":"2021-06-06T12:42:24","date_gmt":"2021-06-06T11:42:24","guid":{"rendered":"https:\/\/marriott-stats.com\/nigels-blog\/?p=3950"},"modified":"2022-12-04T18:55:24","modified_gmt":"2022-12-04T18:55:24","slug":"uk-weather-trends-spring-2021","status":"publish","type":"post","link":"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-trends-spring-2021\/","title":{"rendered":"UK Weather Trends #17 &#8211; Spring 2021"},"content":{"rendered":"<p>Spring 2021 was colder and sunnier than usual in the UK but otherwise unremarkable.\u00a0 However the 3 months of spring were anything but unremarkable.<\/p>\n<p><!--more--><\/p>\n<p>Meteorologists define spring in the UK to be the period from March to May so spring is now over and we are officially in summer.<\/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<h5><span style=\"color: #008000;\"><strong>Latest Z-Scores<\/strong><\/span><\/h5>\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 (CMA) which gives an idea of the underlying trend.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3931 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-1024x489.png\" alt=\"\" width=\"1024\" height=\"489\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-1024x489.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-300x143.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-768x367.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-1536x734.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-2048x978.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-450x215.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR1-1320x630.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3930 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-1024x487.png\" alt=\"\" width=\"1024\" height=\"487\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-1024x487.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-300x143.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-768x366.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-1536x731.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-2048x975.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-450x214.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR2-1320x628.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3929 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-1024x487.png\" alt=\"\" width=\"1024\" height=\"487\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-1024x487.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-300x143.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-768x366.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-1536x731.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-2048x975.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-450x214.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR3-1320x628.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/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 spring 2021, the z-scores for temperature, sunshine and rainfall were respectively -0.8, +1.3 and 0.\u00a0 This tells us that the season was sunnier &amp; colder than usual but not unusually so.\u00a0 Of course that doesn&#8217;t mean each month was the same and in fact there was considerable variation between the months with an unremarkable <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-tracker-march-2021\/\" target=\"_blank\" rel=\"noopener\">March<\/a>, an extraordinarily sunny &amp; frosty <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-tracker-april-2021\/\" target=\"_blank\" rel=\"noopener\">April<\/a> &amp; a wet <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/uk-weather-tracker-latest\/\" target=\"_blank\" rel=\"noopener\">May<\/a>.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>Long Term Climate Trends<\/strong><\/span><\/h5>\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=\"size-large wp-image-3928 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-1024x489.png\" alt=\"\" width=\"1024\" height=\"489\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-1024x489.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-300x143.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-768x367.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-1536x733.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-2048x978.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-450x215.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR4-1320x630.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>This clearly shows a shift in our spring climate over the last 130 years of at least 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 1971 to 2020. \u00a0 We can characterise our springs broadly as follows:<\/p>\n<ul>\n<li>1900-1925 &#8211; we had cool and normal rainfall springs<\/li>\n<li>1925-1940 &#8211; we had cool, dry and dark springs.<\/li>\n<li>1940-1960 &#8211; we had sunny, dry and normal temperature springs.<\/li>\n<li>1960-1990 &#8211; we had cool, dark and normal rainfall springs.<\/li>\n<li>1990-today &#8211; a clear shift in our climate occurred to warm, sunny and normal rainfall springs.<\/li>\n<\/ul>\n<p>So spring 2021 was sunny with normal rainfall as per recent trends but it was colder than usual instead of warmer.<\/p>\n<p>&nbsp;<\/p>\n<h4><span style=\"color: #008000;\"><strong>How many dimensions does Spring 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=\"size-large wp-image-3927 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-1024x264.png\" alt=\"\" width=\"1024\" height=\"264\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-1024x264.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-300x77.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-768x198.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-1536x396.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-2048x528.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-450x116.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/UKweatherTracker2021SPR5-1320x340.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/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 in line with the correlations seen over history.<\/p>\n<p>Looking at the 3 scatter plots in turn, we see that temperature and rainfall is not correlated but sunshine is positively correlated with temperature and negatively correlated with rainfall.\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 2 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 1.5 dimensions whilst the 2nd component accounts for 1 dimension.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3925 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_Screes-1024x200.png\" alt=\"\" width=\"1024\" height=\"200\" 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: 1024px) 100vw, 1024px\" \/><\/p>\n<p>Looking at the correlation bi-plot for spring, we see that the 1st component accounts for temperature and some of sunshine, reflecting the positive correlation we see in the scatter plot above whilst the 2nd component accounts for dryness (**) and some of sunshine again reflecting the negative correlation we see in the scatter plot above.\u00a0 The 90 degree angle between temperature and rainfall reflects the lack of correlation between these two z-scores as we saw above.<\/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=\"size-large wp-image-3952 alignnone\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2021\/06\/PCA_BiPLots3-1024x251.png\" alt=\"\" width=\"1024\" height=\"251\" 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: 1024px) 100vw, 1024px\" \/><\/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>&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> Spring<em>, Summer, 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 noreferrer\">Summer<\/a><em>, <\/em><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<p><strong><span style=\"color: #993300;\">&#8212; Subscribe to my newsletter to receive more articles like this one! &#8212;-<\/span><\/strong><\/p>\n<p>If you would like to receive notifications from me of news, articles and offers relating to weather, please <strong><a href=\"https:\/\/marriott-stats.com\/nigels-blog\/subscribe-to-our-newsletter\/\" target=\"_blank\" rel=\"noopener\">click here to go to my Newsletter Subscription page<\/a><\/strong> and tick the Weather category and other categories that may be of interest to you.\u00a0 You will be able to unsubscribe at anytime.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Spring 2021 was colder and sunnier than usual in the UK but otherwise unremarkable.\u00a0 However the 3 months of spring were anything but unremarkable.<\/p>\n","protected":false},"author":3,"featured_media":3931,"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-3950","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\/3950","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=3950"}],"version-history":[{"count":3,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/3950\/revisions"}],"predecessor-version":[{"id":3955,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/3950\/revisions\/3955"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/media\/3931"}],"wp:attachment":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/media?parent=3950"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/categories?post=3950"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/tags?post=3950"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}