{"id":12967,"date":"2024-10-10T21:25:15","date_gmt":"2024-10-11T03:25:15","guid":{"rendered":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/?p=12967"},"modified":"2024-10-10T21:25:16","modified_gmt":"2024-10-11T03:25:16","slug":"beaus-large-assignment-3-data-physicalization","status":"publish","type":"post","link":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/2024\/10\/10\/beaus-large-assignment-3-data-physicalization\/","title":{"rendered":"Beau&#8217;s Large Assignment 3: Data Physicalization"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Dataset<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">For my data source I used data.gov, choosing the Austin Animal Center Intakes as my data set.  <a href=\"https:\/\/catalog.data.gov\/dataset\/austin-animal-center-intakes\">https:\/\/catalog.data.gov\/dataset\/austin-animal-center-intakes<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I wanted to do something lighthearted and out of the ordinary so I decided to choose animals.  The Austin Animal Center had a nice substantial data set over 160,000 entries spanning Oct 2014 to Present.  Parameters of the data set included Name, Date, Location, Intake Type, Condition, Species, Breed, Age, Sex, and Color.  In its original form, each entry is 1 individual check in, of which there were thousands.  So to clean the data up I put it into excel so I could organize the data and look at totals for each of the given fields.  For my purposes the data I used in my final prints is focused on intake type.  The given intake types are Euthanasia, Owner Surrender, Public Assistance, Stray, and Wildlife.  Each entry only lists month and year so the totals in the data set I display are by month.  In the spirit of optimism I decided to make physical forms for Wildlife, Strays, and Public Assistance i.e. people assisting animals that they aren&#8217;t directly responsible for.  I also have an overall graph of the total intake.  Public Assistance for the record is when you check in someone else&#8217;s pet.  Here is the cleaned up data set in case anyone wants to see what it looked like int its final form.  <\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-70586888-c24f-4cb3-a281-71cdea406431\" href=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Austin_Animal_Center_Intake_Type.csv\">Austin_Animal_Center_Intake_Type<\/a><a href=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Austin_Animal_Center_Intake_Type.csv\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-70586888-c24f-4cb3-a281-71cdea406431\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">I would also like to shout out some interesting statistics that did not become part of the final print.  Firstly the vast majority of Wildlife intakes was bats like of 6000 animals brought in 3700 were bats.  Other less frequent wildlife that were seen include Armadillos, Snakes, Otters, Possums, and a Bobcat.  Among strays, dogs and cats naturally made up the vast majority with 115,000 intakes, 50,000 Cats and 60,000 Dogs.  The next highest were some 800 Rabbits, 400 birds, and 200 Guinea Pigs.  Interestingly for Public Assists, despite there being a pretty comparable number of cats and dogs 5:6 for strays, of 10,000 Public assistance intakes, 8000 of those were dogs with only 1400 Cats.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Design<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">My design process was very straightforward, I wanted the forms to be easily comparable so I just stuck with the 3-D plots we learned in class.  Instead I used 3 subsets of data from my dataset, each of which has a distinct personality to it.  The only modification I made was I had it print half the structure so I could print sideways and avoid using structures (I only figured this out for the last print, I wish I&#8217;d done it sooner)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graph 1: Public Assistance<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"1000\" src=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph1-1.png\" alt=\"\" class=\"wp-image-13016\" srcset=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph1-1.png 532w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph1-1-160x300.png 160w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph1-1-380x714.png 380w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The Public Assistance graph is weirdly normal compared to the other graphs.  You can see it thins a bit near the end around when covid happens but not by much.  The only abnormality is a huge spike for September 2017, I don&#8217;t know what&#8217;s special about that date (each graph has unique patterns for spikes).  It makes sense that this one would have the least variance because helping someone else&#8217;s pet feels more personal than finding strays or wildlife and I imagine would be less random.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graph 2: Strays<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"565\" height=\"1000\" src=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph2-1.png\" alt=\"\" class=\"wp-image-13013\" srcset=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph2-1.png 565w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph2-1-170x300.png 170w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph2-1-380x673.png 380w\" sizes=\"auto, (max-width: 565px) 100vw, 565px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">My favorite detail about the strays graph is this massive dip near the middle.  This is of course 2020 when COVID was in full swing and lock downs kept people inside, naturally this meant people weren&#8217;t outside as often so they noticed animals less.  It&#8217;s way less obvious on the other graphs, probably because the other graphs have much smaller sample sizes.  Otherwise it&#8217;s remarkable consistent recurring patterns.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graph 3: Wildlife<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"596\" height=\"1000\" src=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph3.png\" alt=\"\" class=\"wp-image-13014\" srcset=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph3.png 596w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph3-179x300.png 179w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph3-575x965.png 575w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph3-380x638.png 380w\" sizes=\"auto, (max-width: 596px) 100vw, 596px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This one is by far the most erratic which makes lots of sense.  I&#8217;m not a biologist but I would imagine strays would for the most part gravitate towards populated areas since they would be used to urban areas and people.  Wildlife on the other hand would be less likely to consistently seek out populated areas and so you have segments of the graph with extremely low activity and other areas of very high activity (relative to the sample size) depending on external factors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graph 4: Grand Total<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"675\" height=\"1000\" src=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph4.png\" alt=\"\" class=\"wp-image-13015\" srcset=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph4.png 675w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph4-203x300.png 203w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph4-575x852.png 575w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Graph4-380x563.png 380w\" sizes=\"auto, (max-width: 675px) 100vw, 675px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">I just wanted to highlight how close this looks to the strays graph.  That&#8217;s because 70% of the intake for the Austin Animal Center is strays.  The graph is rounder and has more consistent trends, which makes sense since it&#8217;s taking in a larger sample size so small changes affect the overall shape less.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Reflections on Designing with Data<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">For me, there is something incomprehensible about spreadsheets and graphs.  They are very abstract and don&#8217;t carry much meaning to me unless someone explains them.  On the other hand, there is something very easy to grasp about 3D forms.  Weight and volume can be very intuitive when you pick up an object and it is much easier to grasp on immediately understand at least the broader trends going on even if I don&#8217;t know exactly what they mean.  <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One thing that I didn&#8217;t expect from designing with data is just how abstract it gets.  Even when working with parametric vessels there was a level of structure to it, we were ultimately making vases and there is a level of sensibility in that.  But the graphs generated by the data had such extreme trends that some layers of the final forms are 1 segment of filament thick.  This forced me to do a lot of experimentation with how I printed my forms working with supports, none, and finding designs that could subvert the need for them. It was an interesting challenge.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I&#8217;m a big fan of intuitive design, I like when you can convey something without explaining it directly.  That is by far the most satisfying thing about prints like these.  There is actual meaning in the form and you can feel it, the weight and the shape communicates a story rather than simply existing to fulfill some structural requirement.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Final Prints<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-1024x768.jpg\" alt=\"\" class=\"wp-image-13017\" srcset=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-1024x768.jpg 1024w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-300x225.jpg 300w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-768x576.jpg 768w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-1536x1152.jpg 1536w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-2048x1536.jpg 2048w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-1140x855.jpg 1140w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-920x690.jpg 920w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-575x431.jpg 575w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/IMG_4796-380x285.jpg 380w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">These were interesting, they pushed my 3D printing skills to their limit, the aggressive use of overhangs was very difficult to print and so I did a lot of experimentation with each model. The right one was printed without supports and somehow came out the cleanest.  The second from right was done with supports and was so fragile I basically broke it apart layer by layer cleaned it and glued it back together.  The second from left was strong enough I was able to mostly clean it without having to resort to breaking.  The right most I printed as two bisected halves that I then glued together.  Honestly the bisected strategy worked great, it was significantly faster than the others, much cleaner (for the most part) but the code required to create the bisected segments was more complicated by a large amount.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Code<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"402\" src=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-1024x402.png\" alt=\"\" class=\"wp-image-13018\" srcset=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-1024x402.png 1024w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-300x118.png 300w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-768x301.png 768w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-1140x447.png 1140w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-920x361.png 920w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-575x226.png 575w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code-380x149.png 380w, https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/Code.png 1488w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">As previously mentioned the bisected version was a lot harder, when you can&#8217;t just type cap it gets more complicated to create a closed shape.  Mark you there is certainly portions of this I could have folded into a python file, it&#8217;s mostly just math.  This just creates a 3D Plot and a bisected 3D Plot<\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-8f4cd673-567e-4ca7-a73c-5d565a20c199\" href=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/ChristopherGilbertLA3.gh\">ChristopherGilbertLA3<\/a><a href=\"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-content\/uploads\/2024\/10\/ChristopherGilbertLA3.gh\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-8f4cd673-567e-4ca7-a73c-5d565a20c199\">Download<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Dataset For my data source I used data.gov, choosing the Austin Animal Center Intakes as my data set. https:\/\/catalog.data.gov\/dataset\/austin-animal-center-intakes. I wanted to do something lighthearted and out of the ordinary so I decided to choose animals. The Austin Animal Center had a nice substantial data set over 160,000 entries spanning Oct 2014 to Present. Parameters of the data set included [&hellip;]<\/p>\n","protected":false},"author":56,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[57,46],"tags":[],"class_list":["post-12967","post","type-post","status-publish","format-standard","hentry","category-large-assignment-3-data","category-studentwork24"],"_links":{"self":[{"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/posts\/12967","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/comments?post=12967"}],"version-history":[{"count":2,"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/posts\/12967\/revisions"}],"predecessor-version":[{"id":13293,"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/posts\/12967\/revisions\/13293"}],"wp:attachment":[{"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/media?parent=12967"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/categories?post=12967"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/handandmachine.org\/classes\/computational_fabrication\/wp-json\/wp\/v2\/tags?post=12967"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}