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… So what?
• https://www.dapresy.com/storytelling-and-data-visualization/
• Visualization Types
• https://guides.library.duke.edu/datavis/vis_types
• Junk Chart
• https://junkcharts.typepad.com/junk_charts/2012/10/expanding-circles-of-error.htm
• Visualization Analysis & Desig
• https://www.cs.ubc.ca/~tmm/talks/minicourse14/vad16nasa.pdf

Data Visualization Misc

• Python Treemaps with Squarify & Matplotlib
• Treemaps With Squarify
• https://fcpython.com/visualisation/python-treemaps-squarify-matplotlib
• 200 Basic Treemap with python
• HIERARCHICAL CLUSTERING IN R: THE ESSENTIALS
• Geographic Data with Basemap
• Plotting data on a map (Example Gallery)
• https://matplotlib.org/basemap/users/examples.html
• https://gist.github.com/blaylockbk/79658bdde8c1334ab88d3a67c6e57477
• Introduction to Interactive Time Series Visualizations with Plotly in Python
• Time Series Data Visualization with Python
• Introduction to Data Visualization in Python
• https://towardsdatascience.com/introduction-to-data-visualization-in-python-89a54c97fbed
• https://guides.library.duke.edu/c.php?g=289678&p=1930713
• http://cds.nyu.edu/wpcontent/uploads/2014/04/bertini_datascience_showcase_May12_2014.pdf
• https://en.wikipedia.org/wiki/Anscombe’s_quartet
• DATA VISUALIZATION VS. INFOGRAPHICS
• https://visage.co/throwdown-data-visualization-vs-infographics/

Data Visualization Misc

• https://galaxydatatech.com/2018/03/20/treemaps-with-squarify/
• https://python-graph-gallery.com/200-basic-treemap-with-python/
• Dendrograms in Python
• https://plot.ly/python/dendrogram/
• https://python-graph-gallery.com/dendrogram/
• https://www.datanovia.com/en/lessons/examples-of-dendrograms-visualization/
• https://jakevdp.github.io/PythonDataScienceHandbook/04.13-geographic-data-with-basemap.html
• A quick demonstration of creating a basemap and plotting or drawing objects
• https://towardsdatascience.com/introduction-to-interactive-time-series-visualizations-with-plotly-in-python-d3219eb7a7af
• https://machinelearningmastery.com/time-series-data-visualization-with-python/

Repeat of previous topic: see title

• 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)¶
• https://matplotlib.org/basemap/users/examples.html
• A quick demonstration of creating a basemap and plotting or drawing objects
• https://gist.github.com/blaylockbk/79658bdde8c1334ab88d3a67c6e57477
• Introduction to Interactive Time Series Visualizations with Plotly in Python
• https://towardsdatascience.com/introduction-to-interactive-time-series-visualizations-with-plotly-in-python-d3219eb7a7af
• Time Series Data Visualization with Python
• https://machinelearningmastery.com/time-series-data-visualization-with-python/
• Introduction to Data Visualization in Python
• https://towardsdatascience.com/introduction-to-data-visualization-in-pyhon-89a54c97fbed

Basic Charts Resources

• BASIC CHARTS
• Types: Datasets and Data
• http://www.cs.ubc.ca/~tmm/talks/minicourse14/vad16nasa.pdf
• Common Charts
• Histogram:
• https://en.wikipedia.org/wiki/Histogram
• Histogram Examples:
• https://statistics.laerd.com/statisticalguides/understanding-histograms.php
• The problem with Sturges’ rule for constructing histograms
• https://robjhyndman.com/papers/sturges.pdf
• Bad examples for Histogram:
• https://www2.southeastern.edu/Academics/Faculty/dgurney/Math241/StatTopics/HistGen.htm

Basic Charts Resources

• Histogram (Non-Uniform Widths)
• https://www.onlinemathlearning.com/histogram-width.html
• What Is a Frequency Polygon Used For?
• https://www.reference.com/math/frequency-polygon-used-54f72d4d24e0666c
• Histograms and histographs
• https://www150.statcan.gc.ca/n1/edu/power-pouvoir/ch9/histo/5214822-eng.htm

Basic Charts Resources

• Frequency Polygon
• http://www.matematikaria.com/kamus/frequency-polygon.html

Basic Charts Resources

• Bar Chart
• Chart
• https://en.wikipedia.org/wiki/Chart#/media/File:F%C3%B6rs%C3%A4ljningsstatisti%20k_f%C3%B6r_blanddrycker.png
• https://en.wikipedia.org/wiki/Chart
• Bar Chart: Construction
• https://www.slideshare.net/infinityrulz/stats-16
• Survey:
• https://www.slideshare.net/myles_harrison/i-can-see-clearly-now-a-survey-of-data-visualization-techniques-practice-31179055
• https://www.slideshare.net/infinityrulz/stats-16

Basic Charts Resources

• Piechart
• https://en.wikipedia.org/wiki/File:ActionnariatLibe2007-fr.svg
• http://fluidsurveys.com/university/use-different-chart-types/
• Construction of Pie Charts
• https://www.math-only-math.com/construction-of-pie-chart.html
• Serviceability Reports Archive
• https://www.cisco.com/en/US/docs/voice_ip_comm/cucm/service/4_0_1/ccmsrvs/sssrvrep.html
• Understanding Pie Charts: Good and bad Examples
• https://eagereyes.org/techniques/pie-charts

Basic Charts Resources

• Box Plot
• https://en.wikipedia.org/wiki/Box_plot
• How to Read and Use a Box-and-Whisker Plot
• https://flowingdata.com/2008/02/15/how-to-read-and-use-a-box-and-whisker-plot/
• Boxplot
• http://shiny.chemgrid.org/boxplotr/
• How to Think Outside the Boxplot
• https://blog.minitab.com/blog/statistics-and-quality-data-analysis/how-to-think-outside-the-boxplot

Network Visualizations

• NETWORK VISUALIZATION
• Example:
• http://graphs.grevian.org/resources/static/images/example1.png
• Graph
• http://mathworld.wolfram.com/Graph.html
• DIRECTED, UNDIRECTED, WEIGHTED, UNWEIGHTED GRAPH REPRESENTATION IN ADJACENCY LIST, MATRIX REFERENCE SHEET
• https://quickgrid.wordpress.com/2015/05/29/directed-undirected-weighted-unweighted-graph-representation-in-adjacency-list-matrix-reference-sheet/
• Graphs in Computer Science
• http://web.cecs.pdx.edu/~sheard/course/Cs163/Doc/Graphs.html
• Types of Graphs
• https://www.javatpoint.com/types-of-graphs
• Finite State Machines
• https://brilliant.org/wiki/finite-state-machines/
• A D3 Network Graph
• http://bl.ocks.org/jose187/4733747

Network Visualizations

• Fisheye Distortion
• https://bost.ocks.org/mike/fisheye/
• http://www.michelecoscia.com/wp-content/uploads/2012/08/demon2.png
• Arc Layout
• http://bl.ocks.org/sjengle/5431779
• Gridlayout
• http://opentutorials.cgl.ucsf.edu/images/b/bc/GridLayout.png
• Circular Layout
• https://66.media.tumblr.com/8162e2b68064b3aff0fcc5f9be90c016/tumblr_inline_mtcb19aG1n1qzro4y.png
• An A to Z of extra features for the D3 force layout
• http://www.coppelia.io/2014/07/an-a-to-z-of-extra-features-for-the-d3-force-layout/

Network Visualizations

• Force Layout
• https://medium.com/@sxywu/understanding-the-force-ef1237017d5#.fo45j7vnp
• Understanding D3.js Force Layout – 3: Seeing a Layout in Action
• http://jsdatav.is/visuals.html?id=26648f33f3bc9725604a
• Force-Directed Graph
• https://observablehq.com/@d3/force-directed-graph
• Hive Plot (Links)
• https://bl.ocks.org/mbostock/2066415
• Hive Plots
• https://bost.ocks.org/mike/hive/
• Exploratory Data Analysis of Network Traffic in Industrial Control Systems
• http://docplayer.net/13892735-Exploratory-data-analysis-of-network-traffic-in-industrial-control-systems.html

Network Visualizations

• Graph Theory – Isomorphism
• https://www.tutorialspoint.com/graph_theory/graph_theory_isomorphism.htm
• Planar graph
• https://en.wikipedia.org/wiki/Planar_graph
• Chord Dependency Diagram
• https://observablehq.com/@d3/chord-dependency-diagram
• Hierarchical Edge Bundling
• https://observablehq.com/@d3/hierarchical-edge-bundling
• Hierarchical Edge Bundles:Visualization of Adjacency Relations in Hierarchical Data
• https://aviz.fr/wiki/uploads/Teaching2014/bundles_infovis.pdf

GEO VISUALIZATION

• GEO VISUALIZATION
• spatial data
• https://searchsqlserver.techtarget.com/definition/spatial-data
• File:Latitude and Longitude of the Earth.svg
• https://en.wikipedia.org/wiki/File:Latitude_and_Longitude_of_the_Earth.svg
• Geographic coordinate system
• https://en.wikipedia.org/wiki/GWhy are all world maps wrong?eographic_coordinate_system
• How To Read GPS Coordinates
• https://www.ubergizmo.com/how-to/read-gps-coordinates/
• Geographic coordinate conversion
• https://en.wikipedia.org/wiki/Geographic_coordinate_conversion
• GPS coordinates converter
• https://www.gps-coordinates.net/gps-coordinates-converter
• GPS coordinates converter
• https://www.gps-coordinates.net/gps-coordinates-converter
• Map Projection
• https://en.wikipedia.org/wiki/Map_projection

GEO VISUALIZATION

• Why are all world maps wrong?
• https://www.quora.com/Why-are-all-world-maps-wrong
• Map Projections – types and distortion patterns
• http://geokov.com/education/map-projection.aspx
• Map Projection
• https://en.wikipedia.org/wiki/Map_projection
• Map projections and distortion
• http://www.geography.hunter.cuny.edu/~jochen/GTECH361/lectures/lecture04/concepts/Map%20coordinate%20systems/Map%20projections%20and%20distortion.ht
• Mercator’s Projection
• http://www.math.ubc.ca/~israel/m103/mercator/mercator.html?utm_source=weibolife
• https://en.wikipedia.org/wiki/Mercator_projection
• https://www.britannica.com/science/Mercator-projection
• MAPS, CHARTS, AND PROJECTIONS
• http://www.tpub.com/timeconversion/15.htm
• Understanding Map Projections
• https://pdfs.semanticscholar.org/e844/813f5ec9665a9bce66eedd074430ee570471.pdf
• Why Are Rhumb Lines (Loxodromes) a Constant Track Direction? (and not the Shortest Path)
• https://gisgeography.com/rhumb-lines-loxodromes/
• Kartography
• http://cxhernandez.com/static/files/kartography/images/svg.png

GEO VISUALIZATION

• ShapeFile and Data File
• https://en.wikipedia.org/wiki/Shapefile
• Geojson
• http://geojson.io/#map=2/20.0/0.0
• https://en.wikipedia.org/wiki/GeoJSON
• Latlong-converter
• https://www.directionsmag.com/site/latlong-converter/
• Get Latitude and Longitude
• https://www.latlong.net/

Visualization of Multivariate Charts

• Dataset Types
• Tables, Networks, Spatial
• https://www.cs.ubc.ca/~tmm/talks/minicourse14/vad16nasa.pdf
• Attribute Types
• Categorical, Ordered, Quantitative
• Multivariate Charts
• Scatter Plot, Heat Map, Bubble Chart, Parallel Coordinates, Radar Plot
• Scatter Plot
• https://en.wikipedia.org/wiki/Scatter_plot
• Scatter Plot : Details: Patterns
• https://mste.illinois.edu/courses/ci330ms/youtsey/scatterinfo.html
• Scatter Plot and Trend Line
• https://www.mathsisfun.com/data/scatter-xy-plots.html
• Scatterplot Details
• https://www150.statcan.gc.ca/n1/edu/power-pouvoir/ch9/scatter-nuages/5214827-eng.htm

Visualization of Multivariate Charts

• GRAPHICS: COMBINING TWOWAY SCATTERPLOTS | STATA LEARNING MODULES
• https://stats.idre.ucla.edu/stata/modules/graph8/twoway-scatter-combine/
• Multiple overlaid scatterplots
• https://www.stata.com/support/faqs/graphics/gph/graphdocs/multiple-overlaid-scatterplots/index.html
• Visualization in Data Science: What is it for?
• https://cds.nyu.edu/wp-content/uploads/2014/04/bertini_datascience_showcase_May12_2014.pdf
• Scatterplots and Outliers. Scatterplot Bad Examples
• http://faculty.virginia.edu/ASTR3130/lablinks/GuidePlots.html
• Heatmap
• https://www.highcharts.com/demo/heatmap
• SPSS: Heatmap
• https://www.ibm.com/support/knowledgecenter/en/SS3RA7_15.0.0/com.ibm.spss.modeler.help/graphboard_creating_examples_heatmap.htm

Visualization of Multivariate Charts

• Heat Map Color Gradients
• https://docs.microsoft.com/en-us/bingmaps/v8-web-control/map-control-concepts/heat-map-module-examples/heat-map-color-gradients?redirectedfrom=MSDN
• Heatmap and Correlation Map
• https://blogs.sas.com/content/sasdummy/2013/06/12/correlations-matrix-heatmap-with-sas/
• Heatmap: Biclusters
• https://www.researchgate.net/figure/Heatmap-visualization-of-biclusters-a-Typical-heatmap-with-bright-colors-representing_fig1_5344500
• A visual analytics approach for understanding biclustering results from microarray data
• https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-9-247
• Bubble Chart:
• https://www.fusioncharts.com/resources/chart-primers/bubble-chart
• HOW TO DESIGN BUBBLE CHARTS: i.e Kind of Scatterplot
• https://visage.co/data-visualization-101-bubble-charts
• Ted Talk: A Famous Bubble Chart
• https://www.ted.com/talks/hans_rosling_reveals_new_insights_on_poverty?language=en
• Junk Charts
• https://junkcharts.typepad.com/junk_charts/2013/03/blowing-the-whistle-at-bubble-charts.htm
• Parallel Coordinates
• https://en.wikipedia.org/wiki/Parallel_coordinates

Visualization of Multivariate Charts

• Polygonal chain
• https://en.wikipedia.org/wiki/Polygonal_chain
• Patterns: Parallel Coordinates
• https://eagereyes.org/techniques/parallel-coordinates
• More on Parallel Coordinates: Includes bad examples of Parallel Coordinates
• https://ldld.samizdat.cc/2016/parallel/
• Radar Plots
• https://www.fusioncharts.com/resources/chart-primers/radar-chart
• Radar Plots. Also, what does the area mean?
• https://ncva.itn.liu.se/education-geovisual-analytics/parallel-coordinates-and-radar-chart?l=en
• 3 Things to Think About – A Warning Label for Radar Charts
• http://www.verghisgroup.com/wp-content/uploads/2012/04/3-Things-to-Think-About-A-Warning-Label-for-Radar-Charts.pdf

PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects

• PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects
• PERCEPTION
• Data Visualization for Human Perception
• “Data visualization is the graphical display of abstract information for two purposes: sense-making (also called data analysis) and communication. … In other words, to visualize data effectively, we must follow design principles that are derived from an understanding of human perception.”
• 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 Visualization
• https://www.sciencedirect.com/science/article/pii/S1045926X02902351
• Pre-attentive Processing
• https://www.alleydog.com/glossary/definition.php?term=Preattentive%2520Processing
• 3 Expert Data Visualization Tips for Grabbing Readers’ Attention
• Read more at https://visme.co/blog/data-visualization-tips/#lxVeLRMe1wybkjdE.99
• https://visme.co/blog/data-visualization-tips/
• Attention and Visual Memory in Visualization and Computer Graphics
• https://www.csc2.ncsu.edu/faculty/healey/download/tvcg.11.pdf

PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects

• 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-visualizatio
• Choosing Colors for Data Visualization
• http://www.b-eye-network.com/newsletters/ben/223
• Exploring Preattentive Attributes (Beta)
• https://learnforeverlearn.com/preattentive/
• Perception
• http://www.ifs.tuwien.ac.at/~silvia/wien/vu-infovis/articles/03_Perception.pdf
• Color value refers to the lightness or darkness of the hue. … 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.
• Elements of Design: Value & Color
• https://etad.usask.ca/skaalid/theory/cgdt/color.htm
• Color in Visualization
• https://www.ics.uci.edu/~majumder/vispercep/colviz.pdf
• Colors as Hue, Saturation and Brightness
• http://www.georeference.org/doc/colors_as_hue_saturation_and_brightness.htm

PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects

• Choosing colors for your data visualization
• https://cambridge-intelligence.com/choosing-colors-for-your-data-visualization/
• Perception in Visualization
• https://www.csc2.ncsu.edu/faculty/healey/PP/index.html
• Target detection in scientific visualization
• https://psycnet.apa.org/record/2001-00202-002
• Check here as well: https://www.csc2.ncsu.edu/faculty/healey/PP/index.html
• Object detection via color-based image segmentation using python
• https://towardsdatascience.com/object-detection-via-color-based-image-segmentation-using-python-e9b7c72f0e11
• Check here as well:
• https://www.csc2.ncsu.edu/faculty/healey/PP/index.html
• A systematic comparison between visual cues for boundary detection
• https://www.sciencedirect.com/science/article/pii/S0042698915003685
• Check here as well:
• https://www.csc2.ncsu.edu/faculty/healey/PP/index.html
• Perception and Boundary Detection
• https://cslu.ohsu.edu/~bedricks/courses/conj_610/pdf/lec_2_part_2.pdf
• Why rainbow colors aren’t the best option for data visualizations
• https://www.poynter.org/archive/2013/why-rainbow-colors-arent-always-the-best-options-for-data-visualizations/
• Color and Counting
• Find on: http://www.ifs.tuwien.ac.at/~silvia/wien/vu-infovis/articles/03_Perception.pdf

PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects

• Color and Perception
• https://makingmaps.net/2007/08/28/perceptual-scaling-of-map-symbols/
• Color Blindness by Inheritance
• https://www.colour-blindness.com/general/prevalence/
• Form and Color. Form and Boundary Detections
• Find on: https://cslu.ohsu.edu/~bedricks/courses/conj_610/pdf/lec_2_part_2.pdf
• Find on: http://www.ifs.tuwien.ac.at/~silvia/wien/vu-infovis/articles/03_Perception.pdf
• Perceptual Scaling
• Perceptual Scaling of Map Symbols
• https://makingmaps.net/2007/08/28/perceptual-scaling-of-map-symbols/
• MAJOR CITIES OF INDIA: PERCEPTUAL VS. ABSOLUTE SCALING
• https://blogs.ubc.ca/katerynabaranovasgis/tag/perceptual-scaling/
• Ebbinghaus illusion
• https://en.wikipedia.org/wiki/Ebbinghaus_illusion
• https://en.wikipedia.org/wiki/Ebbinghaus_illusion#/media/File:Mond-vergleich.svg

PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects

• Flicker, Motion for Preattentive
• https://www.csc2.ncsu.edu/faculty/healey/PP/
• https://learnforeverlearn.com/preattentive
• Principles of Data Visualization
• http://saravanan-thirumuruganathan.github.io/cse5334Spring2015/slides/03_PrinciplesOfViz/03_PrinciplesOfViz_final.pdf
• Humans Detect Patterns
• http://www.mrc-cbu.cam.ac.uk/people/matt-davis/cmabridge/
• Gestalt Principles
• https://www.interaction-design.org/literature/topics/gestalt-principle
• Principles of grouping. Similarity, Closure
• https://en.wikipedia.org/wiki/Principles_of_grouping
• Symmetry:Gestalt Principles:Simplicity, symmetry and more: Gestalt theory and the design principles it gave birth to
• https://www.canva.com/learn/gestalt-theory/
• Continuity:
• find on:
• https://cslu.ohsu.edu/~bedricks/courses/conj_610/pdf/lec_2_part_2.pdf
• https://www.freepik.com/free-icon/olympic-games-logo_733186.htm
• Misc
• https://d3ui957tjb5bqd.cloudfront.net/uploads/2016/03/Gestalt-Psychology-.jpg
• Projects
• Will be added later in this article or in separate posts

Text Visualization: Concepts, Examples, Code (Python, R, Matlab), Example Projects

• 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

Text Visualization

• 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&prefix
• Text Visualization Overview
• https://courses.cs.washington.edu/courses/cse512/16sp/lectures/CSE512-Text.pdf
• Introduction to Text Analysis: Cleaning/Parsing
• http://guides.library.duke.edu/c.php?g=289707&p=193085
• Tokenization
• https://graphics.cs.wisc.edu/WP/vep/tokenization/
• Wordcount
• http://www.wordcount.org/main.php

Text Visualization

• Wordcloud
• https://www.jasondavies.com/wordcloud/
• See through your text
• https://voyant-tools.org/
• Bubble Cloud
• http://vallandingham.me/bubble_cloud/?sherlock
• Comparison Cloud: Comparative Word Cloud
• https://sites.google.com/site/miningtwitter/questions/talking-about/wordclouds/comparison-cloud
• N-Grams
• http://text-analytics101.rxnlp.com/2014/11/what-are-n-grams.html
• Wordtree
• https://developers.google.com/chart/interactive/docs/gallery/wordtree
• Pattern Searching using Suffix Tree
• https://www.geeksforgeeks.org/pattern-searching-using-suffix-tree/

Text Visualization

• Wordtree
• https://www.jasondavies.com/wordtree/
• Clustered Word Cloud
• http://neoformix.com/2011/WordClusterDiagram.html
• Document Contrast Diagrams
• http://neoformix.com/2008/DocumentContrastDiagrams.html
• Phrase Net
• https://www.betterevaluation.org/en/evaluation-options/phrase_net
• Analyze Obama’s Speech from 2004: Code Example
• https://hackernoon.com/analysing-obama-speeches-since-2004-7f08797f7078
• A Complete Exploratory Data Analysis and Visualization for Text Data
• https://towardsdatascience.com/a-complete-exploratory-data-analysis-and-visualization-for-text-data-29fb1b96fb6a
• Basics of Text Analysis & Visualization
• https://itnext.io/basics-of-text-analysis-visualization-1978de48af47

Text Visualization

• The Data Visualization Design Process: A Step-by-Step Guide for Beginners
• https://depictdatastudio.com/data-visualization-design-process-step-by-step-guide-for-beginners/
• Wordnet Visualization
• http://vialab.science.uoit.ca/portfolio/wordnet-visualization
• Visual Wordnet with D3JS
• https://www.visual-thesaurus.com/wordnet.php
• Visualizing Word Vectors with t-SNE
• https://www.kaggle.com/jeffd23/visualizing-word-vectors-with-t-sne
• Embedding Projector
• https://projector.tensorflow.org/
• Visualizing Tweets with Word2Vec and t-SNE, in Python
• https://leightley.com/visualizing-tweets-with-word2vec-and-t-sne-in-python/
• Text Analysis for Visualizations
• http://vallandingham.me/textvis-talk/#1

Text Visualization

• visualization-and-sentiment-analysis
• https://www.kaggle.com/shaliniyaramada/visualization-and-sentiment-analysis
• Word Cloud. Bag of Words
• https://www.mathworks.com/help/textanalytics/ref/ldamodel.wordcloud.html

Time Series: Concepts, Visualizations, Example Code, Example Projects

• Time Series: Concepts, Visualizations, Example Code, Example Projects
• What is Time Series
• https://en.wikipedia.org/wiki/Time_series
• A comprehensive beginner’s guide to create a Time Series Forecast (with Codes in Python and R)
• https://www.analyticsvidhya.com/blog/2016/02/time-series-forecasting-codes-python/
• A Complete Tutorial on Time Series Modeling in R
• https://www.analyticsvidhya.com/blog/2015/12/complete-tutorial-time-series-modeling/
• Creating Time Series Forecast using Python
• https://courses.analyticsvidhya.com/courses/creating-time-series-forecast-using-python?utm_source=blog&utm_medium=TimeSeriesForecastComprehensivearticle
• 6.4.1. Definitions, Applications and Techniques
• https://www.itl.nist.gov/div898/handbook/pmc/section4/pmc41.htm
• Forecast and Trend
• https://www.excel-easy.com/examples/forecast-trend.html

Time Series: Concepts, Visualizations, Example Code, Example Projects

• Time Series Analysis: Seasonality
• http://slideplayer.com/slide/1507153/
• Cyclic and seasonal time series
• https://robjhyndman.com/hyndsight/cyclicts/
• Time Series and Forecasting
• https://www.slideshare.net/bmcfad01/chapter-16-2700149
• Stationary and non-stationary Time Series
• https://www.analyticsvidhya.com/blog/2015/12/complete-tutorial-time-series-modeling/
• Metric graphs 101: Timeseries graphs: Representing Time Series
• Line Graph, Bar Graph, Heatmap, Area Graph, Stacked Area Graphs
• https://www.datadoghq.com/blog/timeseries-metric-graphs-101/
• Stock Market Graphs
• https://ca.finance.yahoo.com/quote/%5EGSPTSE?p=%5EGSPTSE&guccounter=1

Time Series: Concepts, Visualizations, Example Code, Example Projects

• Half Life
• https://en.wikipedia.org/wiki/Exponential_decay#Half-life
• Decomposing Time Series
• https://otexts.com/fpp2/classical-decomposition.html
• Decomposition of time series
• https://en.wikipedia.org/wiki/Decomposition_of_time_series
• Area Chart
• https://en.wikipedia.org/wiki/Area_chart
• Area Graph
• https://datavizcatalogue.com/methods/area_graph.html
• Represent Time Series with Heatmap
• https://datavizcatalogue.com/methods/heatmap.html
• Time Series Visualizations – An overview
• http://complexdatavisualized.com/time-series-visualizations-an-overview/
• Visualization: The Ebb and Flow of Movies: Box Office Receipts 1986 — 2008
• http://archive.nytimes.com/www.nytimes.com/interactive/2008/02/23/movies/20080223_REVENUE_GRAPHIC.html

Time Series: Concepts, Visualizations, Example Code, Example Projects

• Why we need frequency domain?
• https://math.stackexchange.com/questions/55310/why-we-need-frequency-domain
• Time–frequency analysis for music signals
• https://en.wikipedia.org/wiki/Time%E2%80%93frequency_analysis_for_music_signals
• What is the difference between Time domain and frequency domain
• https://www.researchgate.net/post/What_is_the_difference_between_Time_domain_and_frequency_domain10
• Frequency Domain and Fourier Transforms
• http://www.princeton.edu/~cuff/ele201/kulkarni_text/frequency.pdf
• Moving Average (MA)
• https://www.investopedia.com/terms/m/movingaverage.asp
• Calculation of Trend by Moving Average Method
• https://www.toppr.com/guides/business-mathematics-and-statistics/time-series-analysis/moving-average-method/
• Basic Feature Engineering With Time Series Data in Python
• https://machinelearningmastery.com/basic-feature-engineering-time-series-data-python/
• Time Series Feature Extraction for industrial big data (IIoT) applications
• https://towardsdatascience.com/time-series-feature-extraction-for-industrial-big-data-iiot-applications-5243c84aaf0e
• Taxonomy of Time Series Forecasting Problems
• https://machinelearningmastery.com/taxonomy-of-time-series-forecasting-problems
• How To Identify Patterns in Time Series Data: Time Series Analysis
• http://www.statsoft.com/textbook/time-series-analysis
• An Introduction to Stationary and Non-Stationary Processes
• https://www.investopedia.com/articles/trading/07/stationary.asp
• A Gentle Introduction to Handling a Non-Stationary Time Series in Python
• https://www.analyticsvidhya.com/blog/2018/09/non-stationary-time-series-python/

Hierarchical Visualization: Examples, Implementations, Theory, and Projects

• Hierarchical Visualization: Examples, Implementations, Theory, and Projects
• Hierarchical Visualization in R
• http://www.r-chart.com/2010/07/hierarchical-visualizations-in-r-and.html
• Hierarchical cluster analysis on famous data sets – enhanced with the dendextend package
• https://cran.r-project.org/web/packages/dendextend/vignettes/Cluster_Analysis.html
• Tree Plots
• https://plot.ly/python/tree-plots/
• A Python framework for the analysis and visualization of trees.
• http://etetoolkit.org/
• Hierarchy
• https://en.wikipedia.org/wiki/Hierarchy
• Organizational Chart
• https://upload.wikimedia.org/wikipedia/commons/8/86/Departments_in_advertising_agencies.jpg
• Brackets
• https://en.wikipedia.org/wiki/Bracket_(tournament)#/media/File:SixteenPlayerSingle

Hierarchical Visualization: Examples, Implementations, Theory, and Projects

• Introduction to Graphs
• http://btechsmartclass.com/data_structures/introduction-to-graphs.html
• https://www.csee.umbc.edu/courses/undergraduate/341/fall98/frey/ClassNotes/Class14/RootedTree.jpg
• Tree Data Structure
• https://en.wikipedia.org/wiki/Tree_(data_structure)
• Unrooted Tree
• https://image.slidesharecdn.com/phylogeneticanalysis-111117220939-phpapp01/95/phylogenetic-analysis-16-728.jpg?cb=1321568578
• cyclicVSacyclic
• http://www2.imm.dtu.dk/projects/graph/images/fig_graph_structures/cyclicVSacyclic.png
• Querying Social Media with NodeXL
• http://scalar.usc.edu/works/querying-social-media-with-nodexl/what-is-a-network-graph-what-is-a-node-link-diagram
• Evaluation of Traditional, Orthogonal, and Radial Tree Diagrams by an Eye Tracking Study
• http://www.joules.de/files/burch_evaluation_2011.pdf
• Exponential SVG
• https://upload.wikimedia.org/wikipedia/commons/thumb/6/64/Exponential.svg/718px-Exponential.svg.png
• revisioning-trees
• https://shapeofthought.typepad.com/shape_of_thought/revisioning-trees/

Hierarchical Visualization: Examples, Implementations, Theory, and Projects

• File System as Cone Trees
• https://infovis-wiki.net/wiki/Cone_Trees
• orthogonal_layouter
• http://docs.yworks.com/yfiles/doc/developers-guide/orthogonal_layouter.html
• Indented Tree or Graph
• http://chisel.cs.uvic.ca/pubs/fu-ISWC2013.pdf
• http://mbostock.github.io/protovis/ex/indent.html
• Collapsible Indented Tree
• https://bl.ocks.org/mbostock/1093025
• Dendogram
• https://en.wikipedia.org/wiki/Dendrogram
• Visualizing Dendrograms in R
• https://rpubs.com/gaston/dendrograms
• Dendrograms in Python
• https://plot.ly/python/dendrogram/
• Hierarchical Clustering / Dendrograms
• https://ncss-wpengine.netdna-ssl.com/wp-content/themes/ncss/pdf/Procedures/NCSS/Hierarchical_Clustering-Dendrograms.pdf
• icicle
• https://homes.cs.washington.edu/~jheer/files/zoo/ex/hierarchies/icicle.png
• icicle in d3js
• https://bl.ocks.org/mbostock/4347473

Hierarchical Visualization: Examples, Implementations, Theory, and Projects

• Radial Layout
• https://yed.yworks.com/support/manual/layout/layout_radial.html
• Thread Arcs
• http://visualoop.com/media/2015/01/image_72.png
• Trees and Graphs
• https://courses.cs.washington.edu/courses/cse512/14wi/lectures/Trees&Graphs.pdf
• Treemap Template
• http://bl.ocks.org/ganeshv/6a8e9ada3ab7f2d88022
• Nested Treemap
• https://observablehq.com/@d3/nested-treemap
• Ordered and Unordered Treemap Algorithms and Their Applications on Handheld Devices
• https://www.nada.kth.se/utbildning/grukth/exjobb/rapportlistor/2005/rapporter05/engdahl_bjorn_05033.pdf
• Circular Treemap
• https://www.treemap.com/documentation/treemapping/circular-profit-sales.pn
• Voronoi treemaps
• https://en.wikipedia.org/wiki/Voronoi_diagram
• https://www.jasondavies.com/voronoi-treemap/
• Visualizations
• http://www.shengdongzhao.com/wp-content/uploads/2012/06/EH_InfoVis_Final1.ppt
• Hyperbolic Trees
• https://philogb.github.io/jit/static/v20/Jit/Examples/Hypertree/example1.html
• Hyperbolic Space
• http://karynvogel.blogspot.com/2012/01/hyperbolic-space.html
• https://bakingandmath.com/2014/10/02/what-is-hyperbolic-space/
• Hyperbolic Tree
• https://en.wikipedia.org/wiki/Hyperbolic_tree

Python Treemaps with Squarify & Matplotlib

• 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)
• https://matplotlib.org/basemap/users/examples.html

Python Treemaps with Squarify & Matplotlib

• Data Visualization Misc: Concepts
• http://bangla.salearningschool.com/recent-posts/data-visualization-misc/
• Data Visualization: BASIC CHARTS : Resources:
• http://bangla.salearningschool.com/recent-posts/data-visualization-basic-charts-resources/
• Visualization of Multivariate Charts
• http://bangla.salearningschool.com/recent-posts/visualization-of-multivariate-charts/
• GEO VISUALIZATION: Data Visualization
• http://bangla.salearningschool.com/recent-posts/geo-visualization-data-visualization/
• NETWORK VISUALIZATION : Data Visualization
• http://bangla.salearningschool.com/recent-posts/network-visualization-data-visualization/
• Hierarchical Visualization: Examples, Implementations, Theory, and Projects
• http://bangla.salearningschool.com/recent-posts/hierarchical-visualization-examples-implementations-theory-and-projects/
• Time Series: Concepts, Visualizations, Example Code, Example Projects
• http://bangla.salearningschool.com/recent-posts/time-series-concepts-visualizations-example-code-example-projects/
• PERCEPTION and Data Visualization: Concepts, Examples, Code, Projects
• http://bangla.salearningschool.com/recent-posts/perception-and-data-visualization-concepts-examples-code-projects/
• Text Visualization: Concepts, Examples, Code (Python, R, Matlab), Example Projects
• http://bangla.salearningschool.com/recent-posts/text-visualization-concepts-examples-code-python-r-matlab-example-projects/
• Data Visualization in Python (R)
• http://bangla.salearningschool.com/recent-posts/data-visualization-in-python-r/