{"id":16171,"date":"2019-09-10T10:28:19","date_gmt":"2019-09-10T14:28:19","guid":{"rendered":"https:\/\/bangla.salearningschool.com\/recent-posts\/perception-and-data-visualization-concepts-examples-code-projects\/"},"modified":"2025-06-25T02:24:50","modified_gmt":"2025-06-25T02:24:50","slug":"perception-and-data-visualization-concepts-examples-code-projects","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=16171","title":{"rendered":"PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects"},"content":{"rendered":"<p>PERCEPTION<\/p>\n<p>Data Visualization for Human Perception<br \/>\n&quot;Data visualization is the graphical display of abstract information for two purposes: sense-making (also called data analysis) and communication. &#8230; In other words, to visualize data effectively, we must follow design principles that are derived from an understanding of human perception.&quot;<br \/>\n<a href=\"https:\/\/www.interaction-design.org\/literature\/book\/the-encyclopedia-of-human-computer-interaction-2nd-ed\/data-visualization-for-human-perception\">https:\/\/www.interaction-design.org\/literature\/book\/the-encyclopedia-of-human-computer-interaction-2nd-ed\/data-visualization-for-human-perception<\/a><\/p>\n<p>The Role of Visual Perception in Data Visualization<br \/>\n<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1045926X02902351\">https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1045926X02902351<\/a><\/p>\n<p>Pre-attentive Processing<br \/>\n<a href=\"https:\/\/www.alleydog.com\/glossary\/definition.php?term=Preattentive%2520Processing\">https:\/\/www.alleydog.com\/glossary\/definition.php?term=Preattentive%2520Processing<\/a><\/p>\n<p>3 Expert Data Visualization Tips for Grabbing Readers\u2019 Attention<br \/>\nRead more at <a href=\"https:\/\/visme.co\/blog\/data-visualization-tips\/#lxVeLRMe1wybkjdE.99\">https:\/\/visme.co\/blog\/data-visualization-tips\/#lxVeLRMe1wybkjdE.99<\/a><br \/>\n<a href=\"https:\/\/visme.co\/blog\/data-visualization-tips\/\">https:\/\/visme.co\/blog\/data-visualization-tips\/<\/a><\/p>\n<p>Attention and Visual Memory in Visualization and Computer Graphics<br \/>\n<a href=\"https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/download\/tvcg.11.pdf\">https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/download\/tvcg.11.pdf<\/a><\/p>\n<p>Preattentive Visual Properties and How to Use Them in Information Visualization<br \/>\n<a href=\"https:\/\/www.interaction-design.org\/literature\/article\/preattentive-visual-properties-and-how-to-use-them-in-information-visualization\">https:\/\/www.interaction-design.org\/literature\/article\/preattentive-visual-properties-and-how-to-use-them-in-information-visualization<\/a><\/p>\n<p>Choosing Colors for Data Visualization<br \/>\n<a href=\"http:\/\/www.b-eye-network.com\/newsletters\/ben\/2235\">http:\/\/www.b-eye-network.com\/newsletters\/ben\/2235<\/a><\/p>\n<p>Exploring Preattentive Attributes (Beta)<br \/>\n<a href=\"https:\/\/learnforeverlearn.com\/preattentive\/\">https:\/\/learnforeverlearn.com\/preattentive\/<\/a><\/p>\n<p>Perception<br \/>\n<a href=\"http:\/\/www.ifs.tuwien.ac.at\/~silvia\/wien\/vu-infovis\/articles\/03_Perception.pdf\">http:\/\/www.ifs.tuwien.ac.at\/~silvia\/wien\/vu-infovis\/articles\/03_Perception.pdf<\/a><\/p>\n<p>Color value refers to the lightness or darkness of the hue. &#8230; Adding black to a hue produces a low-value color, often called a shade. Intensity. Intensity, also called chroma or saturation, refers to the brightness of a color.<\/p>\n<p>Elements of Design: Value &amp; Color<br \/>\n<a href=\"https:\/\/etad.usask.ca\/skaalid\/theory\/cgdt\/color.htm\">https:\/\/etad.usask.ca\/skaalid\/theory\/cgdt\/color.htm<\/a><\/p>\n<p>Color in Visualization<br \/>\n<a href=\"https:\/\/www.ics.uci.edu\/~majumder\/vispercep\/colviz.pdf\">https:\/\/www.ics.uci.edu\/~majumder\/vispercep\/colviz.pdf<\/a><\/p>\n<p>Colors as Hue, Saturation and Brightness<br \/>\n<a href=\"http:\/\/www.georeference.org\/doc\/colors_as_hue_saturation_and_brightness.htm\">http:\/\/www.georeference.org\/doc\/colors_as_hue_saturation_and_brightness.htm<\/a><\/p>\n<p>Choosing colors for your data visualization<br \/>\n<a href=\"https:\/\/cambridge-intelligence.com\/choosing-colors-for-your-data-visualization\/\">https:\/\/cambridge-intelligence.com\/choosing-colors-for-your-data-visualization\/<\/a><\/p>\n<p>Perception in Visualization<br \/>\n<a href=\"https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html\">https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html<\/a><\/p>\n<p>Target detection in scientific visualization<br \/>\n<a href=\"https:\/\/psycnet.apa.org\/record\/2001-00202-002\">https:\/\/psycnet.apa.org\/record\/2001-00202-002<\/a><br \/>\nCheck here as well: <a href=\"https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html\">https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html<\/a><\/p>\n<p>Object detection via color-based image segmentation using python<br \/>\n<a href=\"https:\/\/towardsdatascience.com\/object-detection-via-color-based-image-segmentation-using-python-e9b7c72f0e11\">https:\/\/towardsdatascience.com\/object-detection-via-color-based-image-segmentation-using-python-e9b7c72f0e11<\/a><br \/>\nCheck here as well: <a href=\"https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html\">https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html<\/a><\/p>\n<p>A systematic comparison between visual cues for boundary detection<br \/>\n<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0042698915003685\">https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0042698915003685<\/a><br \/>\nCheck here as well: <a href=\"https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html\">https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/index.html<\/a><\/p>\n<p>Perception and Boundary Detection<br \/>\n<a href=\"https:\/\/cslu.ohsu.edu\/~bedricks\/courses\/conj_610\/pdf\/lec_2_part_2.pdf\">https:\/\/cslu.ohsu.edu\/~bedricks\/courses\/conj_610\/pdf\/lec_2_part_2.pdf<\/a><\/p>\n<p>Why rainbow colors aren\u2019t the best option for data visualizations<br \/>\n<a href=\"https:\/\/www.poynter.org\/archive\/2013\/why-rainbow-colors-arent-always-the-best-options-for-data-visualizations\/\">https:\/\/www.poynter.org\/archive\/2013\/why-rainbow-colors-arent-always-the-best-options-for-data-visualizations\/<\/a><\/p>\n<p>Color and Counting<br \/>\nFind on: <a href=\"http:\/\/www.ifs.tuwien.ac.at\/~silvia\/wien\/vu-infovis\/articles\/03_Perception.pdf\">http:\/\/www.ifs.tuwien.ac.at\/~silvia\/wien\/vu-infovis\/articles\/03_Perception.pdf<\/a><\/p>\n<p>Color and Perception<br \/>\n<a href=\"https:\/\/makingmaps.net\/2007\/08\/28\/perceptual-scaling-of-map-symbols\/\">https:\/\/makingmaps.net\/2007\/08\/28\/perceptual-scaling-of-map-symbols\/<\/a><\/p>\n<p>Color Blindness by Inheritance<br \/>\n<a href=\"https:\/\/www.colour-blindness.com\/general\/prevalence\/\">https:\/\/www.colour-blindness.com\/general\/prevalence\/<\/a><\/p>\n<p>Form and Color. Form and Boundary Detections<br \/>\nFind on: <a href=\"https:\/\/cslu.ohsu.edu\/~bedricks\/courses\/conj_610\/pdf\/lec_2_part_2.pdf\">https:\/\/cslu.ohsu.edu\/~bedricks\/courses\/conj_610\/pdf\/lec_2_part_2.pdf<\/a><br \/>\nFind on: <a href=\"http:\/\/www.ifs.tuwien.ac.at\/~silvia\/wien\/vu-infovis\/articles\/03_Perception.pdf\">http:\/\/www.ifs.tuwien.ac.at\/~silvia\/wien\/vu-infovis\/articles\/03_Perception.pdf<\/a><\/p>\n<p>Perceptual Scaling<br \/>\nPerceptual Scaling of Map Symbols<br \/>\n<a href=\"https:\/\/makingmaps.net\/2007\/08\/28\/perceptual-scaling-of-map-symbols\/\">https:\/\/makingmaps.net\/2007\/08\/28\/perceptual-scaling-of-map-symbols\/<\/a><\/p>\n<p>MAJOR CITIES OF INDIA: PERCEPTUAL VS. ABSOLUTE SCALING<br \/>\n<a href=\"https:\/\/blogs.ubc.ca\/katerynabaranovasgis\/tag\/perceptual-scaling\/\">https:\/\/blogs.ubc.ca\/katerynabaranovasgis\/tag\/perceptual-scaling\/<\/a><\/p>\n<p>Ebbinghaus illusion<br \/>\n<a href=\"https:\/\/en.wikipedia.org\/wiki\/Ebbinghaus_illusion\">https:\/\/en.wikipedia.org\/wiki\/Ebbinghaus_illusion<\/a><br \/>\n<a href=\"https:\/\/en.wikipedia.org\/wiki\/Ebbinghaus_illusion#\/media\/File:Mond-vergleich.svg\">https:\/\/en.wikipedia.org\/wiki\/Ebbinghaus_illusion#\/media\/File:Mond-vergleich.svg<\/a><\/p>\n<p>Flicker, Motion for Preattentive<br \/>\n<a href=\"https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/\">https:\/\/www.csc2.ncsu.edu\/faculty\/healey\/PP\/<\/a><br \/>\n<a href=\"https:\/\/learnforeverlearn.com\/preattentive\/\">https:\/\/learnforeverlearn.com\/preattentive\/<\/a><\/p>\n<p>Principles of Data Visualization<br \/>\n<a href=\"http:\/\/saravanan-thirumuruganathan.github.io\/cse5334Spring2015\/slides\/03_PrinciplesOfViz\/03_PrinciplesOfViz_final.pdf\">http:\/\/saravanan-thirumuruganathan.github.io\/cse5334Spring2015\/slides\/03_PrinciplesOfViz\/03_PrinciplesOfViz_final.pdf<\/a><\/p>\n<p>Humans Detect Patterns<br \/>\n<a href=\"http:\/\/www.mrc-cbu.cam.ac.uk\/people\/matt-davis\/cmabridge\/\">http:\/\/www.mrc-cbu.cam.ac.uk\/people\/matt-davis\/cmabridge\/<\/a><\/p>\n<p>Gestalt Principles<br \/>\n<a href=\"https:\/\/www.interaction-design.org\/literature\/topics\/gestalt-principles\">https:\/\/www.interaction-design.org\/literature\/topics\/gestalt-principles<\/a><\/p>\n<p>Principles of grouping. Similarity, Closure<br \/>\n<a href=\"https:\/\/en.wikipedia.org\/wiki\/Principles_of_grouping\">https:\/\/en.wikipedia.org\/wiki\/Principles_of_grouping<\/a><\/p>\n<p>Symmetry:Gestalt Principles:Simplicity, symmetry and more: Gestalt theory and the design principles it gave birth to<br \/>\n<a href=\"https:\/\/www.canva.com\/learn\/gestalt-theory\/\">https:\/\/www.canva.com\/learn\/gestalt-theory\/<\/a><\/p>\n<p>Continuity:<br \/>\nfind on: <a href=\"https:\/\/cslu.ohsu.edu\/~bedricks\/courses\/conj_610\/pdf\/lec_2_part_2.pdf\">https:\/\/cslu.ohsu.edu\/~bedricks\/courses\/conj_610\/pdf\/lec_2_part_2.pdf<\/a><br \/>\n<a href=\"https:\/\/www.freepik.com\/free-icon\/olympic-games-logo_733186.htm\">https:\/\/www.freepik.com\/free-icon\/olympic-games-logo_733186.htm<\/a><\/p>\n<p>Misc<br \/>\n<a href=\"https:\/\/d3ui957tjb5bqd.cloudfront.net\/uploads\/2016\/03\/Gestalt-Psychology-.jpg\">https:\/\/d3ui957tjb5bqd.cloudfront.net\/uploads\/2016\/03\/Gestalt-Psychology-.jpg<\/a><\/p>\n<p>Projects<\/p>\n<p>Will be added later in this article or in separate posts<\/p>\n<p>Sayed Ahmed<\/p>\n<p>Linkedin: <a href=\"https:\/\/ca.linkedin.com\/in\/sayedjustetc\">https:\/\/ca.linkedin.com\/in\/sayedjustetc<\/a><\/p>\n<p>Blog: <a href=\"http:\/\/sitestree.com\">http:\/\/sitestree.com<\/a>, <a href=\"http:\/\/bangla.salearningschool.com\">http:\/\/bangla.salearningschool.com<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>PERCEPTION Data Visualization for Human Perception &quot;Data visualization is the graphical display of abstract information for two purposes: sense-making (also called data analysis) and communication. &#8230; In other words, to visualize data effectively, we must follow design principles that are derived from an understanding of human perception.&quot; https:\/\/www.interaction-design.org\/literature\/book\/the-encyclopedia-of-human-computer-interaction-2nd-ed\/data-visualization-for-human-perception The Role of Visual Perception in Data &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=16171\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1910,1903,182],"tags":[],"class_list":["post-16171","post","type-post","status-publish","format-standard","hentry","category-ai-ml-ds-rl-dl-nn-nlp-data-mining-optimization","category-data-visualization","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":16321,"url":"http:\/\/bangla.sitestree.com\/?p=16321","url_meta":{"origin":16171,"position":0},"title":"Data Visualization Weekend Challenge: Go through all the resources mentioned in the following links.","author":"Sayed","date":"October 11, 2019","format":false,"excerpt":"Data Visualization Weekend Challenge: Go through all the resources mentioned in the following links. Learn the Concepts, and Implement\/try them in a Language\/Tool of your choice (also in demand). Irrespective, you go for Data Visualization Job or Go to study (Higher or not) Data Visualization - you will be very\u2026","rel":"","context":"In &quot;Data Visualization&quot;","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":76547,"url":"http:\/\/bangla.sitestree.com\/?p=76547","url_meta":{"origin":16171,"position":1},"title":"Advanced Data Visualization Resources (in Python)","author":"Sayed","date":"January 1, 2025","format":false,"excerpt":"Advanced Data Visualization Advanced Data Visualization Data Visualization Misc Data Visualization Overview: Data Visualization: About Data Visualization http:\/\/guides.library.duke.edu\/c.php?g=289678&p=1930713 I Can See Clearly Now: A Survey of Data Visualization Techniques & Practice https:\/\/www.slideshare.net\/myles_harrison\/i-can-see-clearly-now-a-survey-of-data-visualization-techniques-practice-31179055 Visualization in Data Science: What is it for? http:\/\/guides.library.duke.edu\/c.php?g=289678&p=1930713 Anscombe's quartet https:\/\/en.wikipedia.org\/wiki\/Anscombe's_quartet Storytelling and data visualization\u2026 So what?\u2026","rel":"","context":"In &quot;Data Visualization&quot;","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16059,"url":"http:\/\/bangla.sitestree.com\/?p=16059","url_meta":{"origin":16171,"position":2},"title":"Data Visualization Misc","author":"Sayed","date":"September 5, 2019","format":false,"excerpt":"Data Visualization Overview: ---------------------------- Data Visualization: About Data Visualization http:\/\/guides.library.duke.edu\/c.php?g=289678&p=1930713 I Can See Clearly Now: A Survey of Data Visualization Techniques & Practice https:\/\/www.slideshare.net\/myles_harrison\/i-can-see-clearly-now-a-survey-of-data-visualization-techniques-practice-31179055 Visualization in Data Science: What is it for? http:\/\/guides.library.duke.edu\/c.php?g=289678&p=1930713 Anscombe's quartet https:\/\/en.wikipedia.org\/wiki\/Anscombe's_quartet Storytelling and data visualization\u2026\u00a0So what? https:\/\/www.dapresy.com\/storytelling-and-data-visualization\/ Visualization Types https:\/\/guides.library.duke.edu\/datavis\/vis_types Junk Charts https:\/\/junkcharts.typepad.com\/junk_charts\/2012\/10\/expanding-circles-of-error.html Visualization Analysis\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16051,"url":"http:\/\/bangla.sitestree.com\/?p=16051","url_meta":{"origin":16171,"position":3},"title":"Data Visualization in Python (R)","author":"Sayed","date":"September 4, 2019","format":false,"excerpt":"Python Treemaps with Squarify & Matplotlib https:\/\/fcpython.com\/visualisation\/python-treemaps-squarify-matplotlib --- Treemaps With Squarify https:\/\/galaxydatatech.com\/2018\/03\/20\/treemaps-with-squarify\/ --- 200 Basic Treemap with python https:\/\/python-graph-gallery.com\/200-basic-treemap-with-python\/ --- Dendrograms in Python https:\/\/plot.ly\/python\/dendrogram\/ https:\/\/python-graph-gallery.com\/dendrogram\/ --- HIERARCHICAL CLUSTERING IN R: THE ESSENTIALS https:\/\/www.datanovia.com\/en\/lessons\/examples-of-dendrograms-visualization\/ --- Geographic Data with Basemap https:\/\/jakevdp.github.io\/PythonDataScienceHandbook\/04.13-geographic-data-with-basemap.html --- Plotting data on a map (Example Gallery)\u00b6 https:\/\/matplotlib.org\/basemap\/users\/examples.html --- A\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16155,"url":"http:\/\/bangla.sitestree.com\/?p=16155","url_meta":{"origin":16171,"position":4},"title":"Text Visualization: Concepts, Examples, Code (Python, R, Matlab), Example Projects","author":"Sayed","date":"September 10, 2019","format":false,"excerpt":"Text Visualization Data Visualization Of President Obama's Inauguration Speech https:\/\/blog.capitalogix.com\/public\/2009\/01\/data-visualization-of-president-obamas-inauguration-speech.html Text Visualization Course at Washington University https:\/\/courses.cs.washington.edu\/courses\/cse512\/16sp\/lectures\/CSE512-Text.pdf Why Visualize Text? https:\/\/www.teachervision.com\/reading-comprehension\/visualizing You can visualize text to find key concepts in a speech. Obama's Speech: https:\/\/www.nytimes.com\/2009\/09\/10\/us\/politics\/10obama.text.html Example: Speech\/Article Visualizations https:\/\/economix.blogs.nytimes.com\/2009\/09\/09\/obama-in-09-vs-clinton-in-93\/?mtrref=undefined&gwh=EA5A091DC9E658A2DCC9513805FEAC3F&gwt=pay&assetType=REGIWALL 1993 Speech: Bill Clinton https:\/\/economix.blogs.nytimes.com\/2009\/09\/09\/bill-clinton-on-health-care-1993\/ 1993 vs 2009. https:\/\/economix.blogs.nytimes.com\/2009\/09\/09\/obama-in-09-vs-clinton-in-93\/ Wordtree https:\/\/www.jasondavies.com\/wordtree\/?source=8bd3e76f64f2d614410435434e2fb1fd&amp;prefix\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26193,"url":"http:\/\/bangla.sitestree.com\/?p=26193","url_meta":{"origin":16171,"position":5},"title":"Text Visualization: Concepts, Examples, Code (Python, R, Matlab), Example Projects #Root","author":"Author-Check- Article-or-Video","date":"April 19, 2021","format":false,"excerpt":"Text Visualization Data Visualization Of President Obama's Inauguration Speech https:\/\/blog.capitalogix.com\/public\/2009\/01\/data-visualization-of-president-obamas-inauguration-speech.html Text Visualization Course at Washington University https:\/\/courses.cs.washington.edu\/courses\/cse512\/16sp\/lectures\/CSE512-Text.pdf Why Visualize Text? https:\/\/www.teachervision.com\/reading-comprehension\/visualizing You can visualize text to find key concepts in a speech. Obama's Speech: https:\/\/www.nytimes.com\/2009\/09\/10\/us\/politics\/10obama.text.html Example: Speech\/Article Visualizations https:\/\/economix.blogs.nytimes.com\/2009\/09\/09\/obama-in-09-vs-clinton-in-93\/?mtrref=undefined&gwh=EA5A091DC9E658A2DCC9513805FEAC3F&gwt=pay&assetType=REGIWALL 1993 Speech: Bill Clinton https:\/\/economix.blogs.nytimes.com\/2009\/09\/09\/bill-clinton-on-health-care-1993\/ 1993 vs 2009. https:\/\/economix.blogs.nytimes.com\/2009\/09\/09\/obama-in-09-vs-clinton-in-93\/ Wordtree https:\/\/www.jasondavies.com\/wordtree\/?source=8bd3e76f64f2d614410435434e2fb1fd&amp;prefix\u2026","rel":"","context":"In &quot;Data Visualization&quot;","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/16171","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16171"}],"version-history":[{"count":1,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/16171\/revisions"}],"predecessor-version":[{"id":16173,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/16171\/revisions\/16173"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16171"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16171"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}