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Data Visualisation · LearnSpace
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Data Visualisation

Курс от Birla Institute of Technology & Science, Pilani
Средний≈ 67.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course aims to prepare you for acknowledging and valuing the significance of data visualisations and visual analytics. You will be introduced to practical Exploratory Data Analysis (EDA) techniques using plotting libraries and tools on any tabular dataset. You'll learn how to design visualisations and dashboards that reduce cognitive load, effectively leveraging short-term memory. Throughout the course, we will cover a wide variety of topics, including utilising the power of storytelling with visualisations and dashboards to ensure your message deeply connects with your audience. Additionally, you will learn to compare and determine the appropriate data visualisation libraries and platforms for visual analysis. These topics are designed to give you an overview of what’s to come in this degree program, equipping you with the skills and knowledge needed to excel in the field of data visualisation.

Навыки, которые вы освоите

Data Visualization SoftwareInteractive Data VisualizationTableau SoftwareMatplotlibPlotlyTree MapsExploratory Data AnalysisDashboard CreationData AnalysisData StorytellingData VisualizationData-Driven Decision-MakingStatistical MethodsStatistical VisualizationStatistical AnalysisData PresentationStatistical ProgrammingDashboardPlot (Graphics)Python Programming

Программа курса

10 модулей · 401 учебных материалов

01Visual Data Analytics39 материалов

Course Introduction

Course OverviewЧтениеMeet Your Instructor - Pravin Y. PawarВидеоCourse Introductory VideoВидео

Data Analysis

Introducing Data AnalysisВидео

Учитесь у экспертов

BITS Pilani Instructors Group

Преподаватель курса

Data Visualisation
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Обучение на Coursera

≈ 67.5 ч

10 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Introducing Data AnalysisЗадание
Types of Data AnalysisВидео
Types of Data AnalysisЗадание
Comparing Types of Data AnalysisВидео
Comparing Types of Data AnalysisЗадание
Exploratory vs Explanatory Data AnalysisВидео
Exploratory vs Explanatory Data AnalysisЗадание
Data Analysis ProcessВидео
Data Analysis ProcessЗадание
Challenges in Data AnalysisВидео
Challenges in Data AnalysisЗадание
Essential Reading: Data AnalysisЧтение
Recommended Reading: Data AnalysisЧтение

Visual Analytics

Data VisualisationsВидеоData VisualisationsЗаданиеWhy Visual Analytics?ВидеоWhy Visual Analytics?ЗаданиеVisual Analysis for EveryoneВидеоVisual Analysis for EveryoneЗаданиеThe Future of Visual AnalyticsВидеоThe Future of Visual AnalyticsЗаданиеEssential Reading: Visual AnalyticsЧтение

Roles in Data Analytics

Distinguishing Data RolesВидеоDistinguishing Data RolesЗаданиеIntroducing Data Visualisation Analyst (Visual Analyst)ВидеоIntroducing Data Visualisation Analyst (Visual Analyst)ЗаданиеEssential Reading: Roles in Data AnalyticsЧтение

Tools Landscape

Installable ToolsВидеоInstallable ToolsЗаданиеLibraries and PackagesВидеоLibraries and PackagesЗаданиеCloud-Based PlatformsВидеоCloud-Based PlatformsЗаданиеEssential Reading: Tools LanguagesЧтение

Summary and Assessment

Module Wrap Up VideoВидео
02Practical Statistics with Python42 материалов

Statistics Fundamentals

Quantitative RelationshipsВидеоQuantitative RelationshipsЗаданиеRelationships Within CategoriesВидеоRelationships Within CategoriesЗаданиеRelationships Between QuantitiesВидеоRelationships Between QuantitiesЗаданиеNumbers that SummariseВидеоNumbers that SummariseЗаданиеMeasures of AverageВидеоMeasures of AverageЗаданиеMeasures of Correlation and RatiosВидеоMeasures of Correlation and RatiosЗаданиеEssential Reading: Statistics FundamentalsЧтение

Python Tooling

Introduction to Jupyter Notebooks (Demo)ВидеоIntroduction to Jupyter Notebooks (Demo)ЗаданиеIntroducing IDEs and Code EditorsВидеоIntroducing IDEs and Code EditorsЗаданиеFamiliarising with Anaconda, Miniconda and CondaВидеоFamiliarising with Anaconda, Miniconda and CondaЗадание

Python Primer (Demos)

Introduction to Python ВидеоIntroduction to Python ЗаданиеI/O StatementsВидеоI/O StatementsЗаданиеBasic ConstructsВидеоBasic ConstructsЗаданиеData Structures - Strings and Tuples

Summary and Assessment

Module Wrap-Up VideoВидеоGraded Quiz for Week 1 and 2Задание
03Visualisation Basics37 материалов

Visualisation Families

GraphsВидеоGraphsЗаданиеTablesВидеоTablesЗаданиеGeospatial (Maps)ВидеоGeospatial (Maps)ЗаданиеInfographicsВидеоInfographicsЗаданиеWhy to Use Right Type of Visualisation?ВидеоWhy to Use Right Type of Visualisation?ЗаданиеEssential Reading: Visualisation FamiliesЧтениеRecommended Reading: Visualisation FamiliesЧтение

Plotting with Google Spreadsheets

Tabular DataВидеоTabular DataЗаданиеPlotting Basic Charts to Visualise Data ВидеоPlotting Basic Charts to Visualise Data ЗаданиеRecommended Reading: Plotting with Google SpreadsheetsЧтениеEssential Reading: Plotting with Google SpreadsheetsЧтение

Introducing Looker (Google) Data Studio

Introducing Looker (Google) Data Studio PlatformВидеоIntroducing Looker (Google) Data Studio PlatformЗаданиеOverview of Looker (Google) Data StudioВидеоOverview of Looker (Google) Data StudioЗаданиеBuilding your First Report ВидеоBuilding your First Report Задание

Data Exploration with Python

Importing and Preparing Data for Exploration ВидеоImporting and Preparing Data for Exploration ЗаданиеUsing Pandas for Data ExplorationВидеоUsing Pandas for Data ExplorationЗаданиеEssential Reading: Data Exploration with PythonЧтение

Summary and Assessment

Module Wrap-Up VideoВидеоPractice Lab: Exploratory Data Analysis (EDA) on SAheart DatasetЛабораторная
04Visualisation Design - Table46 материалов

Differing Roles of Tables and Graphs

Quantiles and CategoriesВидеоQuantiles and CategoriesЗаданиеTable DefinedВидеоTable DefinedЗаданиеGraphs Defined ВидеоGraphs DefinedЗаданиеWhen to Use What?ВидеоWhen to Use What?ЗаданиеEssential Reading: Differing Roles of Tables and GraphsЧтение

Table Variations

Relations in TablesВидеоRelations in TablesЗаданиеQuantitative-to-Categorical RelationshipsВидеоQuantitative-to-Categorical RelationshipsЗаданиеQuantitative-to-Quantitative RelationshipsВидеоQuantitative-to-Quantitative RelationshipsЗадание

Designing Tables

Delineating Columns and RowsВидеоDelineating Columns and RowsЗаданиеData Arrangement - IВидеоData Arrangement - IЗаданиеData Arrangement - IIВидеоData Arrangement - IIЗаданиеText Formatting - I

Plotting Tables with Tableau

Exploring Tableau Terminology and InterfaceВидеоExploring Tableau Terminology and InterfaceЗаданиеConfiguring and Setting Up Your DataВидеоConfiguring and Setting Up Your DataЗаданиеPlotting Table Variations - Text TableВидеоPlotting Table Variations - Text TableЗадание

Summary and Assessment

Module Wrap Up VideoВидеоHow to Get Tableau for StudentsЧтениеPractice Lab 2 – Plotting Table Visualisations with TableauЧтениеSolution for Lab 2 – Plotting Table Visualisations with TableauЧтениеGraded Quiz for Week 3 and 4Задание
05Visualisation Design - Graphs46 материалов

Pre-Attentive Processing of Information

Attribute of Pre-Attentive ProcessingВидеоAttribute of Pre-Attentive ProcessingЗаданиеCognitive Load and ClutterВидеоCognitive Load and ClutterЗаданиеPre-Attentive Attributes in TextВидеоPre-Attentive Attributes in TextЗаданиеGestalt Principles of Visual Perception IВидеоGestalt Principles of Visual Perception IЗаданиеGestalt Principles of Visual Perception IIВидеоGestalt Principles of Visual Perception IIЗаданиеEssential Reading: Pre-Attentive Processing of InformationЧтение

Fundamental Variations of Graphs

Graphical Means for Encoding - IВидеоGraphical Means for Encoding - IЗаданиеGraphical Means for Encoding - IIВидеоGraphical Means for Encoding - IIЗаданиеVisual Attributes Used to Encode Categorical ItemsВидеоVisual Attributes Used to Encode Categorical ItemsЗадание

Graph Design Solutions

Nominal Comparison and Ranking DesignsВидеоNominal Comparison and Ranking DesignsЗаданиеTime Series DesignВидеоTime Series DesignЗаданиеPart-to-Whole DesignsВидеоPart-to-Whole DesignsЗаданиеDeviation Designs

Plotting Graphs with Tableau

Foundations of Chart VisualisationВидеоFoundations of Chart VisualisationЗаданиеBuilding Common Charts in Tableau IВидеоBuilding Common Charts in Tableau IЗаданиеBuilding Common Charts in Tableau IIВидеоBuilding Common Charts in Tableau IIЗадание

Summary and Assessment

Module Wrap-Up VideoВидеоPractice Lab 3 – Plotting Graphs with TableauЧтениеSolution for Practice Lab 3 – Plotting Graphs with TableauЧтение
06Visualisation Design - Advanced types38 материалов

Advanced Visualisation Types

Geospatial DesignsВидеоGeospatial DesignsЗаданиеSlopegraphВидеоSlopegraphЗаданиеTreemapsВидеоTreemapsЗаданиеDot PlotsВидеоDot PlotsЗаданиеUnit ChartsВидеоUnit ChartsЗаданиеWaterfall ChartВидеоWaterfall ChartЗаданиеRecommended Reading: Advanced Visualisation TypesЧтениеEssential Reading: Advanced Visualisation TypesЧтение

Visualisations for Multiple Variables Display

Combining Multiple Units of MeasureВидеоCombining Multiple Units of MeasureЗаданиеSeries of Small Multiples - ConceptВидеоSeries of Small Multiples - ConceptЗаданиеSeries of Small Multiples IВидеоSeries of Small Multiples IЗадание

Plotting Advanced Visualisations with Tableau

Working with MapsВидеоWorking with MapsЗаданиеBuilding Tree-MapsВидеоBuilding Tree-MapsЗаданиеBuild a Combination ChartВидеоBuild a Combination ChartЗаданиеSorting and Grouping Chart Data

Summary and Assessment

Module Wrap Up VideoВидеоPractice Lab 4 – Plotting Advanced Visualisations with TableauЧтениеSolution for Practice Lab 4 – Plotting Advanced Visualisations with TableauЧтениеGraded Quiz for Week 5 and 6Задание
07Visualisation Design - Best Practices49 материалов

Component-Level Graph Design: Primary Components

Primary Data Component I - PointsВидеоPrimary Data Component I - PointsЗаданиеPrimary Data Component II - Lines and BoxesВидеоPrimary Data Component II - LinesЗаданиеPrimary Data Component III - BarsВидеоPrimary Data Component III - BarsЗаданиеPrimary Data Component IV - BarsВидеоPrimary Data Component IV - BarsЗаданиеEssential Reading: Component-Level Graph Design - Primary ComponentsЧтение

Component-Level Graph Design: Secondary Components

Secondary Data Component I - Trend and Reference LinesВидеоSecondary Data Component I - Trend and Reference LinesЗаданиеSecondary Data Component II - Annotations and Tick MarksВидеоSecondary Data Component II - Annotations and Tick MarksЗаданиеSecondary Data Component III - Grid LinesВидеоSecondary Data Component III - Grid LinesЗадание

General Graph Design Practices

Maintaining Visual Correspondence to QuantityВидеоMaintaining Visual Correspondence to QuantityЗаданиеAvoid 3DВидеоAvoid 3DЗаданиеSilly Graphs IВидеоSilly Graphs IЗаданиеSilly Graphs II

Plotting with Python

Getting Started with MatplotlibВидеоGetting Started with MatplotlibЗаданиеLife Cycle of a PlotВидеоLife Cycle of a PlotЗаданиеPlotting Visuals with MatplotlibВидеоPlotting Visuals with MatplotlibЗадание

Summary and Assessment

Module Wrap Up VideoВидеоPractice Lab: Data Analysis and Visualisation on Spotify Track DatasetЛабораторнаяData Analysis and Visualization with Python (Matplotlib & Seaborn)Лабораторная
08Developing Interactive Visual Data Experiences35 материалов

Building Interactive Visualisation with Bokeh

Introducing BokehВидеоIntroducing BokehЗаданиеSetting up BokehВидеоSetting up BokehЗаданиеBasic Plotting with BokehВидеоBasic Plotting with BokehЗаданиеStyling and Theming Bokeh PlotsВидеоStyling and Theming Bokeh PlotsЗаданиеDealing with Data SourcesВидеоDealing with Data SourcesЗаданиеAdding AnnotationsВидеоAdding AnnotationsЗаданиеPresentation and LayoutsВидеоPresentation and LayoutsЗаданиеEssential Reading: Building Interactive Visualisation with Bokeh Чтение

Presenting and Sharing Data with Bokeh

Bar and Categorical Data PlotsВидеоBar and Categorical Data PlotsЗаданиеLinking and InteractionsВидеоLinking and InteractionsЗаданиеExporting and EmbeddingВидеоExporting and EmbeddingЗадание

Using Tableau Cloud for Collaboration

Combining your ViewsВидеоCombining your ViewsЗаданиеTableau Cloud BasicsВидеоTableau Cloud BasicsЗаданиеData Visualisation in Tableau CloudВидеоData Visualisation in Tableau CloudЗадание

Summary and Assessment

Module Wrap Up VideoВидеоGraded Quiz for Week 7 and 8Задание
09Building Dashboard Apps35 материалов

Dashboards Design

Defining DashboardsВидеоDefining DashboardsЗаданиеCommon Mistakes in Dashboard DesignВидеоCommon Mistakes in Dashboard DesignЗаданиеCharacteristics of a Well‐Designed DashboardВидеоCharacteristics of a Well‐Designed DashboardЗаданиеEssential Reading: Dashboards DesignЧтениеRecommended Reading: Dashboards DesignЧтение

Getting Started with Dash in Python

Overview of Dash EcosystemВидеоDashboards DesignЗаданиеA Minimal Dash ApplicationВидеоA Minimal Dash Application ЗаданиеLife Cycle of Dash AppВидеоLife Cycle of Dash AppЗаданиеDash Core Components

Dash Fundamentals

Dash Fundamentals - Layout ВидеоDash Fundamentals - Layout ЗаданиеDash Fundamentals - Basic Callbacks IВидеоDash Fundamentals - Basic Callbacks IЗаданиеDash Fundamentals - Basic Callbacks IIВидеоDash Fundamentals - Basic Callbacks IIЗадание

Building Data App with Dash and Plotly

Building the Data App - StylingВидеоBuilding the Data App - StylingЗаданиеExploring Map PlotsВидеоExploring Map PlotsЗаданиеBuilding Multipage Data AppsВидеоBuilding Multi Page Data AppsЗадание

Summary and Assessment

Module Wrap Up VideoВидеоPractice Lab: Data Visualisation with Plotly on IMDb Movie DatasetЛабораторная
10Storytelling with Data34 материалов

Magic of Story

Stories that ResonateВидеоStories that ResonateЗаданиеStorytelling Wisdom with Written WordsВидеоStorytelling Wisdom with Written WordsЗаданиеEssential Reading: Magic of StoryЧтение

Importance of Context

Who, What and How?ВидеоWho, What and How?ЗаданиеWho, What and How? - By ExampleВидеоWho, What and How? - By ExampleЗаданиеStorytelling IdeasВидеоStorytelling IdeasЗаданиеEssential Reading: Importance of ContextЧтениеRecommended Reading: Importance of ContextЧтение

Constructing the Stories

Elements of Story ConstructionВидеоElements of Story ConstructionЗаданиеThe Narrative Structure in Effective CommunicationВидеоThe Narrative Structure in Effective CommunicationЗаданиеPower of RepetitionВидеоPower of RepetitionЗадание

Storytelling with Data (Case Studies)

Case Study - Covid-19 The Global Crisis - In DataВидеоCase Study - Covid-19 The Global Crisis - In DataЗаданиеCase Study - Google and Facebook Privacy PoliciesВидеоCase Study - Google and Facebook Privacy PoliciesЗаданиеThe Rhythm of FoodВидеоThe Rhythm of FoodЗадание

Summary and Assessment

Module Wrap Up VideoВидеоGraded Quiz for Week 9 and 10Задание

Course Wrap-Up

Course SummaryЧтение
Essential Reading: Python ToolingЧтение
Recommended Reading: Python ToolingЧтение
Видео
Data Structures - Strings and TuplesЗадание
Data Structures - ListsВидео
Data Structures - ListsЗадание
Data Structures - Sets and DictionariesВидео
Data Structures - Sets and DictionariesЗадание
Control Flow Statements - ConditionalВидео
Control Flow Statements - ConditionalЗадание
Control Flow Statements - IterativeВидео
Control Flow Statements - IterativeЗадание
FunctionsВидео
FunctionsЗадание
Essential Reading: Python PrimerЧтение
Preparing Reports Using Blends Видео
Preparing Reports Using BlendsЗадание
Visualise MapsВидео
Visualise Maps Задание
Essential Reading: Introducing Looker (Google) Data StudioЧтение
Recommended Reading: Introducing Looker (Google) Data StudioЧтение
Table Design VariationsВидео
Table Design VariationsЗадание
Table ComponentsВидео
Table ComponentsЗадание
Essential Reading: Table VariationsЧтение
Recommended Reading: Table VariationsЧтение
Видео
Text Formatting - IЗадание
Text Formatting - IIВидео
Text Formatting - IIЗадание
Essential Reading: Designing TablesЧтение
Plotting Table Variations - Highlight TableВидео
Plotting Table Variations - Highlight TableЗадание
Essential Reading: Plotting Tables with Tableau Чтение
Relationships in GraphsВидео
Relationships in GraphsЗадание
Essential Reading: Fundamental Variations of GraphsЧтение
Видео
Deviation DesignsЗадание
Distribution Designs - Single DistributionsВидео
Distribution Designs - Single DistributionsЗадание
Distribution Designs - Multiple DistributionsВидео
Distribution Designs - Multiple DistributionsЗадание
Correlation DesignsВидео
Correlation DesignsЗадание
Essential Reading: Graph Design SolutionsЧтение
Essential Reading: Plotting Graphs with Tableau Чтение
Recommended Reading: Plotting Graphs with Tableau Чтение
Series of Small Multiples IIВидео
Series of Small Multiples IIЗадание
Essential Reading: Visualisations for Multiple Variables DisplayЧтение
Видео
Sorting and Grouping Chart DataЗадание
Using Calculations and AggregationsВидео
Using Calculations and AggregationsЗадание
Essential Reading: Plotting Advanced Visualisations with Tableau Чтение
Secondary Data Component IV - LegendsВидео
Secondary Data Component IV - LegendsЗадание
Non-Data ComponentВидео
Non-Data ComponentЗадание
Essential Reading: Component-Level Graph Design - Secondary ComponentsЧтение
Видео
Silly Graphs IIЗадание
Using Text in Graphs and TablesВидео
Using Text in Graphs and TablesЗадание
Recommended Reading: General Graph Design PracticesЧтение
Essential Reading: General Graph Design PracticesЧтение
Visualising Statistical Relationships with SeabornВидео
Visualising Statistical Relationships with SeabornЗадание
Plotting Categorical Data with SeabornВидео
Plotting Categorical Data with SeabornЗадание
Visualising the Distribution of a Dataset with SeabornВидео
Visualising the Distribution of a Dataset with SeabornЗадание
Essential Reading: Plotting with PythonЧтение
Recommended Reading: Plotting with PythonЧтение
Running Bokeh ApplicationsВидео
Running Bokeh ApplicationsЗадание
Recommended Reading: Presenting and Sharing Data with Bokeh Чтение
Data Sharing and Collaboration in Tableau CloudВидео
Data Sharing and Collaboration in Tableau CloudЗадание
Recommended Reading: Using Tableau Cloud for CollaborationЧтение
Видео
Dash Core ComponentsЗадание
Essential Reading: Getting Started with Dash in PythonЧтение
Dash Fundamentals - Interactive GraphingВидео
Dash Fundamentals - Interactive GraphingЗадание
Essential Reading: Dash FundamentalsЧтение
Essential Reading: Building Data App with Dash and PlotlyЧтение
Tactics for Ensuring Clarity in Your PresentationВидео
Tactics for Ensuring Clarity in Your PresentationЗадание
Essential Reading: Constructing the StoriesЧтение
Recommended Reading: Constructing the StoriesЧтение
Recommended Reading: Storytelling with Data (Case Studies)Чтение
Essential Reading: Storytelling with Data (Case Studies)Чтение