{"id":16176,"date":"2019-09-12T12:13:52","date_gmt":"2019-09-12T16:13:52","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/visualization-of-multivariate-charts\/"},"modified":"2025-06-25T02:24:50","modified_gmt":"2025-06-25T02:24:50","slug":"visualization-of-multivariate-charts","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=16176","title":{"rendered":"Visualization of Multivariate Charts"},"content":{"rendered":"

Dataset Types
\nTables, Networks, Spatial
\nhttps:\/\/www.cs.ubc.ca\/~tmm\/talks\/minicourse14\/vad16nasa.pdf<\/a><\/p>\n

Attribute Types
\nCategorical, Ordered, Quantitative<\/p>\n

Multivariate Charts
\nScatter Plot, Heat Map, Bubble Chart, Parallel Coordinates, Radar Plot<\/p>\n

Scatter Plot
\nhttps:\/\/en.wikipedia.org\/wiki\/Scatter_plot<\/a><\/p>\n

Scatter Plot : Details: Patterns
\nhttps:\/\/mste.illinois.edu\/courses\/ci330ms\/youtsey\/scatterinfo.html<\/a><\/p>\n

Scatter Plot and Trend Line
\nhttps:\/\/www.mathsisfun.com\/data\/scatter-xy-plots.html<\/a><\/p>\n

Scatterplot Details
\nhttps:\/\/www150.statcan.gc.ca\/n1\/edu\/power-pouvoir\/ch9\/scatter-nuages\/5214827-eng.htm<\/a><\/p>\n

GRAPHICS: COMBINING TWOWAY SCATTERPLOTS | STATA LEARNING MODULES
\nhttps:\/\/stats.idre.ucla.edu\/stata\/modules\/graph8\/twoway-scatter-combine\/<\/a><\/p>\n

Multiple overlaid scatterplots
\nhttps:\/\/www.stata.com\/support\/faqs\/graphics\/gph\/graphdocs\/multiple-overlaid-scatterplots\/index.html<\/a><\/p>\n

Visualization in Data Science: What is it for?
\nhttps:\/\/cds.nyu.edu\/wp-content\/uploads\/2014\/04\/bertini_datascience_showcase_May12_2014.pdf<\/a><\/p>\n

Scatterplots and Outliers. Scatterplot Bad Examples
\nhttp:\/\/faculty.virginia.edu\/ASTR3130\/lablinks\/GuidePlots.html<\/a><\/p>\n

Heatmap
\nhttps:\/\/www.highcharts.com\/demo\/heatmap<\/a><\/p>\n

SPSS: Heatmap
\nhttps:\/\/www.ibm.com\/support\/knowledgecenter\/en\/SS3RA7_15.0.0\/com.ibm.spss.modeler.help\/graphboard_creating_examples_heatmap.htm<\/a><\/p>\n

Heat Map Color Gradients
\nhttps:\/\/docs.microsoft.com\/en-us\/bingmaps\/v8-web-control\/map-control-concepts\/heat-map-module-examples\/heat-map-color-gradients?redirectedfrom=MSDN<\/a><\/p>\n

Heatmap and Correlation Map
\nhttps:\/\/blogs.sas.com\/content\/sasdummy\/2013\/06\/12\/correlations-matrix-heatmap-with-sas\/<\/a><\/p>\n

Heatmap: Biclusters
\nhttps:\/\/www.researchgate.net\/figure\/Heatmap-visualization-of-biclusters-a-Typical-heatmap-with-bright-colors-representing_fig1_5344500<\/a><\/p>\n

A visual analytics approach for understanding biclustering results from microarray data
\nhttps:\/\/bmcbioinformatics.biomedcentral.com\/articles\/10.1186\/1471-2105-9-247<\/a><\/p>\n

Bubble Chart:
\nhttps:\/\/www.fusioncharts.com\/resources\/chart-primers\/bubble-chart<\/a><\/p>\n

HOW TO DESIGN BUBBLE CHARTS: i.e Kind of Scatterplot
\nhttps:\/\/visage.co\/data-visualization-101-bubble-charts\/<\/a><\/p>\n

Ted Talk: A Famous Bubble Chart
\nhttps:\/\/www.ted.com\/talks\/hans_rosling_reveals_new_insights_on_poverty?language=en<\/a><\/p>\n

Junk Charts
\nhttps:\/\/junkcharts.typepad.com\/junk_charts\/2013\/03\/blowing-the-whistle-at-bubble-charts.html<\/a><\/p>\n

Parallel Coordinates
\nhttps:\/\/en.wikipedia.org\/wiki\/Parallel_coordinates<\/a><\/p>\n

Polygonal chain
\nhttps:\/\/en.wikipedia.org\/wiki\/Polygonal_chain<\/a><\/p>\n

Patterns: Parallel Coordinates
\nhttps:\/\/eagereyes.org\/techniques\/parallel-coordinates<\/a><\/p>\n

More on Parallel Coordinates: Includes bad examples of Parallel Coordinates
\nhttps:\/\/ldld.samizdat.cc\/2016\/parallel\/<\/a><\/p>\n

Radar Plots
\nhttps:\/\/www.fusioncharts.com\/resources\/chart-primers\/radar-chart<\/a><\/p>\n

Radar Plots. Also, what does the area mean?
\nhttps:\/\/ncva.itn.liu.se\/education-geovisual-analytics\/parallel-coordinates-and-radar-chart?l=en<\/a><\/p>\n

3 Things to Think About \u2013 A Warning Label for Radar Charts
\nhttp:\/\/www.verghisgroup.com\/wp-content\/uploads\/2012\/04\/3-Things-to-Think-About-A-Warning-Label-for-Radar-Charts.pdf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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 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 … <\/p>\n

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-16176","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":76580,"url":"http:\/\/bangla.sitestree.com\/?p=76580","url_meta":{"origin":16176,"position":0},"title":"3D Scatter Plot in Python","author":"Sayed","date":"January 12, 2025","format":false,"excerpt":"Visualizing 3-D numeric data with Scatter Plots length, breadth and depth Ref: https:\/\/towardsdatascience.com\/the-art-of-effective-visualization-of-multi-dimensional-data-6c7202990c57 import pandas as pdimport matplotlib.pyplot as pltfrom mpl_toolkits.mplot3d import Axes3Dimport matplotlib as mplimport numpy as npimport seaborn as sns%matplotlib inline fig = plt.figure(figsize=(8, 6))ax = fig.add_subplot(111, projection='3d') xs = wines['residual sugar']ys = wines['fixed acidity']zs = wines['alcohol']ax.scatter(xs, ys,\u2026","rel":"","context":"In "Data Visualization"","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/01\/image-17.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/01\/image-17.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/01\/image-17.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/01\/image-17.png?resize=700%2C400 2x"},"classes":[]},{"id":76547,"url":"http:\/\/bangla.sitestree.com\/?p=76547","url_meta":{"origin":16176,"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 "Data Visualization"","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16321,"url":"http:\/\/bangla.sitestree.com\/?p=16321","url_meta":{"origin":16176,"position":2},"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 "Data Visualization"","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16057,"url":"http:\/\/bangla.sitestree.com\/?p=16057","url_meta":{"origin":16176,"position":3},"title":"Data Visualization: BASIC CHARTS : Resources:","author":"Sayed","date":"September 5, 2019","format":false,"excerpt":"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\u2019 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 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 Frequency Polygon http:\/\/www.matematikaria.com\/kamus\/frequency-polygon.html --- Bar Chart\u2026","rel":"","context":"In "Data Visualization"","block_context":{"text":"Data Visualization","link":"http:\/\/bangla.sitestree.com\/?cat=1903"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":76606,"url":"http:\/\/bangla.sitestree.com\/?p=76606","url_meta":{"origin":16176,"position":4},"title":"Python: MatPlotLib: Plot Data","author":"Sayed","date":"February 6, 2025","format":false,"excerpt":"import pandas as pd import matplotlib.pyplot as plt from mpl_toolkits.mplot3d import Axes3D columns = [\"J_ID\", \"P_ID\", \"D_ID\", \"Year\", \"JOB_TITLE\", \"Department_Name\", \"Total Salary\", \"Commission\"] df = pd.read_csv(\"datamart.csv\", usecols=columns) # Create a 3D plot fig = plt.figure(figsize=(20, 15)) ax = fig.add_subplot(111, projection='3d') # Scatter plot ax.scatter(df['Year'], df['J_ID'], df['D_ID'], c=df['Total Salary'], cmap='viridis', marker='X')\u2026","rel":"","context":"In "Root"","block_context":{"text":"Root","link":"http:\/\/bangla.sitestree.com\/?cat=1"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/02\/image-1.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/02\/image-1.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/02\/image-1.png?resize=525%2C300 1.5x"},"classes":[]},{"id":78189,"url":"http:\/\/bangla.sitestree.com\/?p=78189","url_meta":{"origin":16176,"position":5},"title":"Initial and Exploratory Analysis for Data Analytics Projects","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"To have a thorough understanding of the data. 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