{"id":29702,"date":"2016-02-24T23:07:19","date_gmt":"2016-02-25T03:07:19","guid":{"rendered":"http:\/\/sonderbooks.com\/blog\/?p=29702"},"modified":"2021-09-11T13:15:44","modified_gmt":"2021-09-11T17:15:44","slug":"normal-distribution-coloring-sheets","status":"publish","type":"post","link":"https:\/\/sonderbooks.com\/blog\/?p=29702","title":{"rendered":"Normal Distribution Coloring Sheets"},"content":{"rendered":"<p>I&#8217;ve made a <a href=\"http:\/\/www.sonderbooks.com\/sonderknitting\/normal_distribution_coloring_sheet.pdf\">Normal Distribution Coloring Sheet<\/a> and posted it in my Mathematical Knitting Gallery, <a href=\"http:\/\/www.sonderbooks.com\/sonderknitting\/\">Sonderknitting<\/a>.<\/p>\n<p>I thought it would be fun to talk more about it and show some examples.<\/p>\n<p>The reason it&#8217;s in my Mathematical Knitting Gallery is that the idea began with knitting.<\/p>\n<p>First, it was my <a href=\"https:\/\/sonderbooks.com\/blog\/?p=28535\">Probability Scarf<\/a>.  I read this idea somewhere.  Just choose six colors that look good together.  Knit the scarf lengthwise.  Assign the numbers 1 through 6 to the six colors.  For each row, roll a die to decide which color to use on that row.  Flip a coin to decide whether to knit or purl.<\/p>\n<p>Here&#8217;s how that scarf came out:<\/p>\n<p><a href=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/Probability_Scarf.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/Probability_Scarf.jpg\" alt=\"Probability_Scarf\" width=\"300\" height=\"400\" class=\"aligncenter size-full wp-image-29706\" srcset=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/Probability_Scarf.jpg 300w, https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/Probability_Scarf-225x300.jpg 225w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>But in this scarf, all the colors are equally likely.  This is called a uniform distribution.  What if the colors were chosen from a normal distribution, a bell-shaped curve?  That&#8217;s what I did with <a href=\"https:\/\/sonderbooks.com\/blog\/?p=29371\">Jade&#8217;s Outliers Scarf<\/a>, using bright colors for the outliers, plainer colors for the middle of the curve.<\/p>\n<p><a href=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/OutliersScarf1.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/OutliersScarf1.jpg\" alt=\"OutliersScarf\" width=\"450\" height=\"600\" class=\"aligncenter size-full wp-image-29709\" srcset=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/OutliersScarf1.jpg 450w, https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/OutliersScarf1-225x300.jpg 225w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/a><\/p>\n<p>But then I thought it would be fun &#8212; and much, much quicker &#8212; to do this with colored pencils or crayons.  So I made a <a href=\"http:\/\/www.sonderbooks.com\/sonderknitting\/normal_distribution_coloring_sheet.pdf\">coloring sheet<\/a> that is just a grid.  But the instructions explain how to use random numbers chosen from a normal distribution to color the sections in the grid.<\/p>\n<p>The scarf used three colors, plus a rainbow yarn for the outliers.  I decided to use four shades of colored pencils: dark blue for within half a standard deviation of the mean, dark purple for between one-half and one standard deviation, green for one to one and a half standard deviations, and light blue for one and a half to two standard deviations from the mean.  Then I used a red marker for the outliers more than 2 standard deviations out from the mean.  (I may try this in a scarf, so it was nice to check how it looks first.)<\/p>\n<p>Here&#8217;s how it turned out:<\/p>\n<p><a href=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/normal_distribution_hand_colored_small.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/normal_distribution_hand_colored_small.jpg\" alt=\"normal_distribution_hand_colored_small\" width=\"400\" height=\"511\" class=\"aligncenter size-full wp-image-29721\" srcset=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/normal_distribution_hand_colored_small.jpg 400w, https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/normal_distribution_hand_colored_small-235x300.jpg 235w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><\/p>\n<p>Since a lot of characteristics in people or in nature have a normal distribution, this gives a good feel for how people vary.  It also explains why the outliers might feel like oddballs.  And why one outlier might have a hard time finding another like themselves.  But don&#8217;t change, outliers!  You are what makes life beautiful!<\/p>\n<p>I&#8217;m still going to try some other color schemes.  I&#8217;m thinking it might be time to buy some colored pencils with more shades.<\/p>\n<p>But meanwhile, it occurred to me that I could get more shades if I used computer coloring.<\/p>\n<p>My grid is a table in Microsoft Word.  And you have the option of coloring each cell, specifying a number between 0 and 255 for the red, green, and blue elements in RGB mode.<\/p>\n<p>So I went back to random.org and generated numbers from a normal distribution with 128 (right in the middle) as the mean and 42 as the standard deviation.  So the only way the numbers would go past 0 or 255 would be more than 3 standard deviations out from the mean.  (With 990 numbers generated, only one did.)  I&#8217;m thinking about doing it again using a standard deviation of 64, in which case there would be more variation, and you&#8217;d have more using 0 or 255.<\/p>\n<p>It was interesting to do.  The majority turned out to be grayish.  You&#8217;d get the brightest squares when one element was very different from the other two.<\/p>\n<p><a href=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/colored_normal_distribution.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/colored_normal_distribution.jpg\" alt=\"colored_normal_distribution\" width=\"425\" height=\"545\" class=\"aligncenter size-full wp-image-29729\" srcset=\"https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/colored_normal_distribution.jpg 425w, https:\/\/sonderbooks.com\/blog\/wp-content\/uploads\/2016\/02\/colored_normal_distribution-234x300.jpg 234w\" sizes=\"auto, (max-width: 425px) 100vw, 425px\" \/><\/a><\/p>\n<p>It took a long time &#8212; I&#8217;m sure it would be fairly simple to create a program that would generate one of these charts, so maybe I&#8217;ll do that sometime in the future.  I&#8217;m also thinking about doing the same thing but using the HSL color model available in Word.  HSL stands for Hue, Saturation, and Lightness &#8212; but it also uses numbers 0 to 255 for each one.<\/p>\n<p>Meanwhile, I feel like my intuitive grasp of the normal distribution has grown.<\/p>\n<p>But mostly, I think these are pretty.<\/p>\n<p><a href=\"http:\/\/twitter.com\/share\" class=\"twitter-share-button\" data-count=\"none\" data-via=\"Sonderbooks\">Tweet<\/a><script type=\"text\/javascript\" src=\"http:\/\/platform.twitter.com\/widgets.js\"><\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;ve made a Normal Distribution Coloring Sheet and posted it in my Mathematical Knitting Gallery, Sonderknitting. I thought it would be fun to talk more about it and show some examples. The reason it&#8217;s in my Mathematical Knitting Gallery is that the idea began with knitting. First, it was my Probability Scarf. I read this [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[52,27],"tags":[],"class_list":["post-29702","post","type-post","status-publish","format-standard","hentry","category-art","category-mathematical"],"_links":{"self":[{"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/29702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=29702"}],"version-history":[{"count":1,"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/29702\/revisions"}],"predecessor-version":[{"id":40052,"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/29702\/revisions\/40052"}],"wp:attachment":[{"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=29702"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=29702"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sonderbooks.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=29702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}