Data Analytics Chapter 2 - VIS
Data Visualization
The process that transforms data into graphical representations for the purpose of exploration, confirmation or communication.
Insight
The relations shown between different data.
- They are made by humans, NOT computers!
High-level action: Visualization for consuming data
- Needs good balance, details and message
- Dataset will not be changed
- End users, non-technical
What is good data visualization?
Combines human and computer strength, makes data accessible, effectivaly enables insight and communicates truthfully.
High-level action: Visualization for producing data
- Extends dataset
- Interactive, more technical users
- Additional meta-data (semantics)
- Additional data (volume)
- Additional dimensions (derived)
Lower level actions: Searching
- Lookup: You know what you look for and where
- Browse: You don't know what, but know where
- Locate: You know what, but not where
- Explore: You don't know what, nor where
Targets:
Things we want from the data.
- Look at trends, outliers and features (task-dependent structures of interest)
- Attributes to look for:
> One: Distribution -> Extremes
>Many: Dependency -> Correlation -> Similarity
Proximity
Objects colse to each other are preceived as a group
Similarity
Objects that are similar (color, shape...) are precived as a group
Continuity
Mind unconsciousely draws a line between points
Ordering Direction
- Sequential: XS < S < M < L < XL
- Diverging: -10...0...32 (can do calculations)
- Cyclic: Repeats every time
Key/independent attribute
Categorical or ordinal
- Usually not quantitative
Value/dependent Attribute
An index used to look up value attributes
Arrangments
How data values determine position and alignments of visual representations
Arrangments (Express)
Out it on the canvas, mapped to s
Arrangments (Seperate)
Emphasize similarity and distinction (categorical attribute)
Arrangment (Order)
Emphadsize ordered attribute
Arrangment (Align)
Emphasize quantitative comparison (quantitative attribute)
Arrangment (Use)
Using exisiting atructure for arrangment (e.g: map)
Munzner's Reference Model
Uses a stepwise approach to analyze and construct visualizations of data:
- Why? - What are the actions and target of the visualizations
- What? - What is the data and how is it structured
- How? - What is the mapping between data items and visual
elements or channels
What are the aspects to consider when vizualizing data?
1. What is the data and how is it structured?
2. Who is the user or recipient?
3. What should the user be able to do? Exploration,
confirmation or communication?
4. Why?
5. How?
Design Strategies
- Use postion to visualize color for categories
- Natural order: position, length, thickness, brightness and
saturation
- Use rebundant encoding
- Limit amount and detail of data in visualization
- Consider defult formats and mapping
Idiom
Indicates chart types
- Bar charts, scatter plots, histogram etc...
What are the idiom types?
1. Data - What is the data behind the chart?
2. Marks - Which marks are used?
3. Channels - How will the data be encoded in visual channels?
4. Tasks - What are the supported tasks?
Effectiveness
How well the visualization helps a person with their tasks:
- Indicate how values relate to one another
- Represents quantities accuratly
- Easy to compare qunatities
- Easy to see ranked order of values
- Make it obvious how people should use the information, what to use to accomplish and encourage them
Data-Ink
Ratio of ink on a graph that represents data
- Erase as much non-data-ink as possible
Chart Junk
Exessive and unnecessary use of graphical efforts in graphs.
- Careful with pies, donuts, 3D
>Insufficient task support (difficult to compare and read)
Ethical Considerations
- Scientific Integrity
- Data protection and privacy
- Misleading visuals (Make sure not to have)
- Persuasion
| Quiz |
|---|
| interior design vocab 1 |
| civics |
| FASS |
| enrique |
| Data Analytics Chapter 1 - EDAExplorative Daya Analysis (EDA) |
| The Eucharist |
| final test |
| Living Midterm |
| Optical Instruments |
| Motor and Generators |
| décolonialisme d'Afrique |
| bio ch 2 & 3 |
| spanish speakingAH spanish speaking - inequality |
| citations |
| Enchantment 2 |
| The danish girl |
| Enchantment |
| Drug use (Group 1)Match the drug name with it's use |
| Biological approach |
| Travel extra information |
| Drug Names (Group 1)Match the Brand name with the generic name |
| NGO toets paragraaf 2.1 & 2.2 |
| SEJARAH |
| Economics Final Exam Part 1 |
| combining forms |
| Chapter 1- Organization of the bodyessentials of Anatomy |
| Economics Final Exam Part 2 |
| KOREANMemorize these |
| quant quiz 1 |
| DanceSocial Dance |
| Key terms 11.1 |
| Spanish. |
| World Geographymrs. Davis |
| Masonry 1st Degree Section 3 |
| c |
| Masonry 1st Degree Section 2 |
| maatschappijleerja |
| Physics: energy equations |
| escalatorinterview questions |
| Technologycomic strip of spaghetti measure |
| My vocab |
| econ |
| r |
| test 2 |
| scheikunded |
| Sports |
| scheikunde min ionen |
| U.S States |
| History |
| French going down the hill :(me no no wanna |
| german |
| Movies and Tv |
| Anglais |
| engels |
| eng |
| Biologie vragen bss 3.4 |
| Biologie vragen bss 3.3 |
| Biologie vragen bss 3.2 |
| a-level bio❤️🔥 |
| Biologie vragen bss 3.1 |
| Dekolonisatie |
| Israël en Palestina |
| Aardrijkskunde vragen par 3.3 |
| Computer ScienceSection 1.1.1 |
| Masonry 1st Degree Section 1 |
| Le produit de l'ettiquetage er de la stigmatisation |
| la déviance |
| middeleeuwen namen |
| oudheid namen |
| scheikunde plus ionen |
| FACTOR NATURALEZA Y TRABAJO |
| german school subjects |
| internationaal recht - ARW 2 |
| ATENCION Y MEMORIA |
| CIUDADANIA |
| TAHUANTINSUYO |
| materials and their structure |
| Space |
| Presidents Quiz 19-46 |
| Weimar study guide |
| psychology |
| FILOSOFIA PERUANA |
| RELIEVES ANDINOS |
| Facing a Fear - FictionFacing a Fear |
| RELIEVES DE LA COSTA |
| CRISIS DE LA REPUBLICA |
| DERECHO ROMANO |
| SOCIEDAD ROMANA |
| MAGISTRATURAS ROMANAS |
| The Magic Book -FictionThe Magic Book |
| factores productivos |
| CranberriesCranberries |
| MatterMatter |
| Photosynthesis |
| unit 2 civics |
| Kända titlar från de 4 periodernaHej |
| CarrotsCarrots |
| JellyfishJellyfish |
| EU-recht - ARW 2 |
| french vocab |
| steriod metabolism |
| CatsCats |
| Science 🧪🧬🔬😭Studying for Science testtt 😭 |
| Coagulation |
| engelskavv |
| Final exam |
| Show me Tell me |
| AS PSYCH | mock exam revision |
| Eco H3 pa 1 t 3 + H4 |
| S.C. Younger and older you |
| s |
| Liz sociologyLIZ |
| De nouveaux espaces de conquette (Theme 1) |
| The brain parts and functionsPsycholgy |
| Duits B dieren (hfd 4) |
| Angleščina (Harrison Bergeron) |
| Verpleegtechnische Handelingen |
| Law revision |
| maatschapij toetseweek 2begrippen |
| The new rightSociology |
| Flashcards |
| Thème 4 Histoire |
| Geschiedenis vragen par 2.4 |
| L'environnement (Theme 5) |
| Geschiedenis vragen par 2.3 |
| no begrepp v 3onsdag 17 jan |
| latijn |
| Vmodel |
| Module 4 |
| sebscience |
| Greek |
| aarderijkskunde |
| Beställning, kontrollering och utlämning av glasögon |
| mth kennistoets |
| biologie transport begrippen. |
| sav |
| Thai |
| italian |
| bill |
| farsi |
| ActSci |
| Science Quiz- Jan 16th |
| Spainish Weather🎀 |
| privatjuridik avtalsrätt |
| Air Brake NL (2024) |
| Tekniska landvinningar inom glasögon |
| Glaskunskap & Glasdesign |
| Spanish Revision |
| bea |
| Japanese |
| What means |
| Periodic tableperiodic table of elements flashcards |
| PHO7 MENU |
| Geographie humaine |
| spanish |
| Latijn Woorden Kwartaal 2Latijn woorden Kwartaal 2 |
| géo humaine |
| french |
| Maatschappij tentamen Politiek & Nederland en de Wereld |
| Latin prepositionspreposition revision for latin test |
| unit 2 ac 1.1 crime |
| ggg |
| Instuderingsfrågor nervsystemet |
| lawyuh |
| Language of Science (Part 2) Biology |
| Grundläggande optik |
| svt |
| Business extra info |
| maatschapijleer |
| noms/verbes |
| Symbole physique |
| Unité physique |
| formules |
| grade 10 bio |
| grade 10 bio |
| Nouns |
| Anthro week 1 flashcards: |
| Appendicular muscles and actions |
| Test science dynamique - statique |
| Geschiedenis h5/6 |
| han || greetings |
| Science end of unit solvents |
| Goverment names testno description needed |
| science - copy. |
| franska revolutionen |
| school stuff innit spanish |
| Meningar |
| Effectonderzoek in de gedragswetenschappen |
| Spanish |
| Vital Signs and Observations |
| Citations Jan 2024 |
| InjuriesCommon injuries for ankle, knee, hip & groin, spine, shoulder and elbow & wrist. |
| Economics - Aggregate supply and demand, inflation, macroeconomic policies (12) |
| Periodic table |
| test |
| Atomic structure |
| tyska bajs |
| Conservation of energy |
| Conservation of energy |
| 동사 (verbs) |
| ACCT 674 - Chapter 1 - The Accountant's Vital Role in Decision Making |
| Economics - Market structure (CHAPTER 6) |
| biology quiz on 1/17/2024 |
| spanish vocab one |
| cna chapter 7 and 10 |
| vocab lesson 15 |
| celloif you want to learn more about cello notss |
| Vocab |
| Human Evolution - Biodiversity |
| geschiedenis hoofdstuk 5 en 6 |
| Bio |
| Cell structure and Transport |
| history years |
| history statistics |
| Science Cells test revision |
| liverpool base destinations |
| science physique |
| french test.easy |
| History: Crime and punishmentCrime and punishment questions about the entire topic |
| kracht en beweging |
| Psych |
| Victorian railway v coultas |
| entreprenuer ship word terms |
| frans |
| Onderzoeksmethoden deel 3Onderzoeksmethoden deel van 6 + 10 |
| Cybercrime |
| tule sisään lämphöön |
| Plant evolution - Biodiversity |
| Physique-chimie révision chapitre 1&2 |
| Ideal and non ideal solutions -Chemistry of life |
| Reproduction |
| Boeing 777 |
| french |
| french |
| Onderzoeksmethoden deel 2Onderzoeksmethoden 4 + 5 + deel van 6
Colleges 3 + 4 |
| Vocabulary LPIC |
| Extra Words from EX |
| Word Roots and Combining Forms Indicating Color |
| Spainish 🎀💵 |
| human geo vocab 1 and 2 |
| Important words (french) |
| What's your understanding of SoftwareSoftware is a set of instructions, data or programs used to operate computers and execute specific tasks. It is the opposite of hardware, which describes the physical aspects of a computer. Software i... |
| Ne PasVocab for Nes Pas quiz. |
| Kvantitativ och kvalitativ metod |
| Tort Law- defences to private nuisance |
| Vetenskaplig metod tenta 13/1-23 |
| The orgin of life and evolution - Biodiversity |
| Spanish hwspanish hw |
| FINANCE |
| abdomen the third section of an insect’s body adaptations special features, likgdytvdt |
| https://docs.google.com/file/d/1wPxjVJXbH9_ScG8gmprdDmxy178BLyVK/edit?usp=docsli |
| french vocabfrench |
| business finance formulae |
| recap of term one 2023 |
| history quiz 1 |
| buisiness |
| Duits h2 Werkwoorden 3e of 4e naamval3e of 4e naamval werkwoorden |
| Bio- interactions of nanomaterials |
| History Test 2 Quiz 3 |
| pe theory |
| history test two number 2 |
| KNSS 307(Fundamental Concepts) |
| nobela |
| Phonetics |
| english |
| Thermodynamics - Chemistry of Life |
| nervsystemetnervsystemet |
| reductionism and holism |
| Onderzoeksmethoden deel 1Onderzoeksmethoden hoofdstuk 2 + 3
Colleges 1 + 2 |
| Jarentallen Duitserijk So |
| Cognition |
| Perception |
| what do you do in the summer |
| Spanish Preterite tenseA test on the Preterite tense in Spanish |
| 한글 |
| ruska avantgarda |
