Data Types and Database Planning

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Questions and Answers

What type of data is typically stored in a tabular format?

  • Unstructured data
  • Semistructured data
  • Structured data (correct)
  • None of the above

Which component is NOT part of an entity relationship diagram (ERD)?

  • Functions (correct)
  • Attributes
  • Relationships
  • Entities

Why is thinking before coding considered important?

  • It eliminates the need for structured data
  • It leads to longer coding times
  • It improves efficiency and accuracy (correct)
  • It simplifies the process of data modeling

What best describes a relational database?

<p>A container that stores data in related tables (A)</p> Signup and view all the answers

What is SQL primarily used for in a database?

<p>Querying, inserting, and updating data (A)</p> Signup and view all the answers

In the context of a database, which of the following best defines an entity?

<p>A person, place, thing, or event (A)</p> Signup and view all the answers

What distinguishes SQL from other programming languages?

<p>SQL is a domain-specific language for databases (D)</p> Signup and view all the answers

Which of the following is NOT a type of data mentioned?

<p>Textual data (C)</p> Signup and view all the answers

What SQL statement is used to create a blank table?

<p>CREATE TABLE (C)</p> Signup and view all the answers

Which data type is NOT considered one of the basic data types in SQL?

<p>String (B)</p> Signup and view all the answers

What is the role of the WHERE clause in an SQL query?

<p>To filter records based on conditions (B)</p> Signup and view all the answers

Which of the following methods is used to filter records based on more than one condition?

<p>NOT operator (A)</p> Signup and view all the answers

What is a disadvantage of using subqueries?

<p>They can slow down performance if used excessively. (B)</p> Signup and view all the answers

What does the INNER JOIN keyword accomplish in a query?

<p>Selects rows with matching values in both tables (C)</p> Signup and view all the answers

What is the main purpose of using the UNION operator?

<p>To combine the result set of SELECT statements (D)</p> Signup and view all the answers

Which SQL command is used to create a temporary table?

<p>CREATE TEMPORARY TABLE (D)</p> Signup and view all the answers

Which of these is a pre-attentive attribute in data visualization?

<p>Hue (B)</p> Signup and view all the answers

What is the recommended use of colors in data visualization according to color theory?

<p>Colors should help interpret data easily (D)</p> Signup and view all the answers

Which Gestalt principle describes the perception of objects that are physically close to one another as belonging to the same group?

<p>Proximity (B)</p> Signup and view all the answers

Which Gestalt principle explains the tendency to perceive objects that are linked in some way as part of the same group?

<p>Connection (D)</p> Signup and view all the answers

Which option relates to increasing the data-ink ratio on a chart?

<p>Removing unnecessary gridlines (D)</p> Signup and view all the answers

Why are bar or column charts often preferred over pie charts for data visualization?

<p>Pie charts can be easily misinterpreted due to angle perception. (A)</p> Signup and view all the answers

When should a categorical color scheme be applied in data visualization?

<p>When the data has multiple distinct categories (D)</p> Signup and view all the answers

What is a characteristic advantage of using bar or column charts compared to pie charts?

<p>They do not rely on color alone for differentiation. (C)</p> Signup and view all the answers

Which of the following changes would NOT increase the data-ink ratio on a chart?

<p>Adding data labels for each point on a scatter chart (B)</p> Signup and view all the answers

Which Gestalt principle is utilized by scatter plots in Excel that use straight lines and markers?

<p>Connection (A)</p> Signup and view all the answers

Which sequential color scheme is best used for displaying data that needs distinction over levels of intensity?

<p>Sequential color scheme (A)</p> Signup and view all the answers

What is the definition of data?

<p>Recorded descriptions or measurements of something in the real world (B)</p> Signup and view all the answers

Which SQL function is used to view a sample of the data?

<p>LIMIT (D)</p> Signup and view all the answers

Which SQL keyword is used to request all columns when extracting data?

<p>SELECT * (A)</p> Signup and view all the answers

What does the NOT operator do in SQL?

<p>Reverses the result of a comparison (C)</p> Signup and view all the answers

Which of the following statements about UNION and UNION ALL is true?

<p>UNION does not remove duplicates (B)</p> Signup and view all the answers

Which wildcard in SQL represents any number of characters, including zero characters?

<p>% (A)</p> Signup and view all the answers

In a self join, a table is joined with which of the following?

<p>Itself (A)</p> Signup and view all the answers

Which type of analytics is represented by a model that forecasts sales for the next quarter?

<p>Predictive analytics (C)</p> Signup and view all the answers

Which type of chart is best suited to display the relationship between house price and square footage?

<p>Scatter chart (A)</p> Signup and view all the answers

Which option is NOT a valid SQL wildcard character?

<p>Comma ',' (A)</p> Signup and view all the answers

What type of data is represented by the house price and square footage collected from Zillow?

<p>Quantitative and cross-sectional (C)</p> Signup and view all the answers

What type of JOIN returns all records from the left table and the matched records from the right table?

<p>LEFT JOIN (B)</p> Signup and view all the answers

Which type of chart is most suitable for visualizing the expected rate of return and risk assessment of R&D projects?

<p>Bubble chart (D)</p> Signup and view all the answers

Which chart type would be the best choice for emphasizing the contribution of Netflix subscriber growth from the U.S. for the years 2010–2019?

<p>Stacked column chart (C)</p> Signup and view all the answers

When should a funnel chart be preferred over a bar chart?

<p>When displaying sequential data through stages (B)</p> Signup and view all the answers

What is the Gestalt principle that describes seeing objects with similar characteristics as part of the same group?

<p>Similarity (B)</p> Signup and view all the answers

What type of chart is best suited to display the percentages of academic backgrounds across multiple departments?

<p>Stacked column chart (D)</p> Signup and view all the answers

Which type of memory is utilized for processing pre-attentive attributes?

<p>Iconic Memory (D)</p> Signup and view all the answers

Which type of analytics would a model that allocates financial investments to achieve set goals fall under?

<p>Prescriptive analytics (D)</p> Signup and view all the answers

What term describes the portion of a data visualization that lacks markings?

<p>White space (D)</p> Signup and view all the answers

Which of the following would best visualize trends in a single variable over time?

<p>Line chart (B)</p> Signup and view all the answers

Which of the following statements about the use of preattentive attributes in data visualization is correct?

<p>They help to draw audience attention to specific elements. (D)</p> Signup and view all the answers

In data visualization for advertising budgets, salespeople, and market share, what chart type is most appropriate?

<p>Stacked bar chart (D)</p> Signup and view all the answers

Which type of analysis is characterized by providing summaries of past data?

<p>Descriptive analytics (D)</p> Signup and view all the answers

What is the primary difference between clustered column charts and stacked column charts?

<p>Clustered shows individual categories while stacked shows cumulative data (D)</p> Signup and view all the answers

What characteristic is typical of a common serif font?

<p>It features small end-of-stroke elements. (C)</p> Signup and view all the answers

Which of the following terms best describes the overuse of preattentive attributes in a visualization?

<p>Clutter (D)</p> Signup and view all the answers

When visualizing annual sales in millions of dollars for regional salespeople, which chart type would be most effective?

<p>Bar chart (A)</p> Signup and view all the answers

Which of the following statements is false regarding preattentive attributes?

<p>Overusing them can lead to enhanced clarity. (C)</p> Signup and view all the answers

Flashcards

Data

Recorded description or measurement of something. It can be structured, semistructured, or unstructured.

Structured Data

Data organized in a tabular format with rows and columns, making it easily analyzable.

Semistructured Data

Data with some organization, using categories and tags (identifiers). It's not as rigid as structured data.

Unstructured Data

Data without a defined format, often text-heavy, like emails, social media posts, or documents.

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Database

A container used to store organized data. It helps us manage and access information efficiently.

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Data Modeling

Organizing and structuring information into multiple related tables. It helps visualize relationships and create a clear picture of the data.

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Relational Database

A type of database that stores related information in separate tables, allowing for efficient relationships between data points.

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SQL (Structured Query Language)

A domain-specific language designed for interacting with databases. It allows users to query, insert, update, and modify data.

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Result-set

The table that stores the data returned by a database query.

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CREATE TABLE

SQL statement used to create a new, blank table within a database.

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INSERT INTO

SQL statement that adds data to an existing table.

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Basic SQL Data Types

The fundamental categories of data that SQL can store, including Numeric, Character, Boolean, and Date/Time.

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Temporary Table

A table that exists only for the duration of the current database session.

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WHERE Clause

A SQL clause used to filter records based on specified conditions.

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Wildcard Character

A symbol that can represent one or more characters in a search pattern.

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Subquery

A query nested within another query, allowing you to combine results from multiple data sources.

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JOIN

A SQL clause that combines records from two or more tables based on related columns.

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UNION

A SQL operator that combines the result sets of two or more SELECT statements, eliminating duplicates.

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Funnel Chart

A chart that shows the progression of a process or customer journey, with stages represented by progressively smaller sections, visualizing the drop-off at each stage.

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Line Chart

A chart that displays data over time, showing trends and changes using connected points.

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Scatter Plot

A chart that displays the relationship between two variables using points, showing correlation and outliers.

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Bar Graph

A chart that uses bars of different lengths to represent the magnitude of data categories, comparing values visually.

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Descriptive Analytics

Analytics that describes past events and summarizes data, providing insights into what has happened.

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Predictive Analytics

Analytics that uses historical data and patterns to forecast future outcomes and trends.

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Prescriptive Analytics

Analytics that recommends actions based on predictions and optimization, telling you what to do.

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Cross-sectional Data

Data collected at a single point in time, representing a snapshot of a population or event.

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Times Series Data

Data collected over time intervals, showing trends and changes over a period.

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Clustered Column Chart

A chart that uses grouped bars for different categories, comparing values within those categories side by side.

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Proximity

Objects that are physically close to one another are perceived as belonging to the same group.

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Similarity

Objects that share common characteristics (color, shape, size, etc.) are perceived as belonging to the same group.

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Connection

Objects that are physically linked or bound together are perceived as belonging to the same group.

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Enclosure

Objects that are enclosed within a boundary are perceived as belonging to the same group.

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Scatter with Straight Lines and Markers Chart

This Excel chart type makes use of the Gestalt principle of Similarity.

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Increase Data-Ink Ratio

Making a chart more informative by emphasizing data and minimizing non-data elements.

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Removing unnecessary gridlines

This action increases the data-ink ratio by removing visual clutter.

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Removing a legend when bars are labeled

This increases the data-ink ratio because the legend becomes redundant.

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Categorical Color Scheme

Uses distinct colors to represent different categories of data, like different departments in a chart.

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Sequential Color Scheme

Uses a gradient of colors to represent data that changes in order, like a temperature scale.

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What is data?

Recorded descriptions or measurements of something in the real world, used to represent facts or observations.

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What does SAMPLE do in SQL?

The SAMPLE function in SQL allows you to view a random subset of data from a table, useful for quick visualization or analysis.

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What is a foreign key?

A column in one table that refers to the primary key of another table, establishing a connection between the tables.

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What does DROP TABLE do?

This SQL statement permanently removes an existing table from the database.

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What are basic SQL operations?

The fundamental operations in SQL are SELECT, INSERT, UPDATE, and DELETE. These actions are used to retrieve, add, modify, and remove data from a database.

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What does '%' represent in SQL?

The '%' (percent sign) is a wildcard character in SQL that represents any number of zero or more characters in a search.

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What does IN operator do?

The IN operator in SQL checks if a value exists within a list of values. It's used for multiple comparisons within a WHERE clause.

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What is LEFT JOIN?

The LEFT JOIN in SQL retrieves all records from the left table along with the matching records from the right table. If no match is found, it still includes the data from the left side.

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What is a SELF JOIN?

A type of JOIN in SQL that allows a table to be joined with itself. This is useful for comparing data within the same table.

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What does UNION do?

The UNION operator in SQL combines the result sets of multiple SELECT statements, removing duplicate rows.

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Risk Assessment in R&D

A numerical value (1-10) assigned to a project to represent its potential risk, where 1 is the least risky and 10 is the riskiest.

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Bubble Chart

A chart that represents data points as bubbles, with size and color correlated to different data values.

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Gestalt Principle: Similarity

Objects with shared characteristics (color, shape, size) are perceived as belonging to the same group.

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Iconic Memory

A type of memory that briefly holds visual information after the stimulus is removed.

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White Space in Data Visualization

The portion of a data visualization without any markings or elements.

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Serif Font

A font style with small decorative strokes at the ends of letter strokes.

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Preattentive Attributes

Visual features people can perceive effortlessly without conscious attention.

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Preattentive Attributes in Data Visualization

These attributes can be used to highlight important parts of a data visualization, reducing cognitive load for the audience.

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Overuse of Preattentive Attributes

Too many preattentive attributes can lead to clutter and distract viewers from the main message.

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Examples of Preattentive Attributes

These include proximity, enclosure, size, color, and shape.

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Study Notes

Data and Types of Data

  • Data is a recorded description or measurement.
  • Three types: structured (tabular), semi-structured (categories/tags), and unstructured (text-heavy).

Importance of Planning Before Coding

  • Accurate results are crucial.
  • Efficient coding is essential.
  • Reworking is minimized by pre-planning.

Database and Data Modeling

  • A database is a container for organized data.
  • Data modeling structures data into related tables, representing business processes and relationships.

Relational Databases

  • A relational database organizes data into tables with relations between them.
  • Data is stored in tables, facilitating access to related information.

Entities, Attributes, and Relationships

  • Entities represent persons, places, things, or events.
  • Attributes are characteristics, properties, or traits of entities.
  • Relationships describe how entities interact.

Entity Relationship Diagrams (ERDs)

  • ERDs depict relationships between entities.
  • Used as blueprints for databases.
  • Three components: entities, attributes, and relationships.

Structured Query Language (SQL)

  • SQL is a domain specific language used in databases.
  • A non-procedural language, unlike other languages.
  • SQL cannot write complete programs, only database operations.
  • Used for data manipulation, e.g., querying, inserting, updating, or modifying data in a database.
  • Different DBMSs use dialect variations of SQL.
  • Allows selection of data from tables.
  • Creates, modifies, and manages tables in databases, using SQL statements.
  • Contains key data types: numeric, character, boolean, and date/time.

Subqueries

  • Subqueries are queries residing within another query.
  • Subqueries facilitate more complex queries and data retrieval.
  • They involve retrieving data in steps, adding more conditions.
  • Optimized use enhances performance.

JOINS

  • JOINS combine data from multiple tables based on related columns.
  • Types of joins: INNER JOIN (matching values), CROSS JOIN (all possible pairs), LEFT JOIN (all from left table, matched from right), RIGHT JOIN (all from right table, matched from left), FULL OUTER JOIN (all from both tables).
  • JOINs can be used for optimizing queries and filtering based on relations between tables.

Data Filtering

  • The WHERE clause is used to filter data.
  • Various operators allow for complex filtering ( =, >, <, >=, <=, !=/<>, BETWEEN, LIKE, IN).

Temporary Tables

  • Temporary tables are used for complex queries.
  • Useful for subsets and joins, but deleted after session.
  • They are often faster than creating permanent tables for temporary needs.

Data Visualizations

  • Visualizing data involves choosing appropriate charts for specific insights and user groups.
  • Analyzing comfort levels matters when creating data visualizations.
  • Visualizations should create empathy to convey messages effectively.
  • Importance of colors, grouping, data ink ratio, and pre-attentive attributes for visualizations.
  • Understanding appropriate chart types for various data types and user insights (e.g., box plots, slope charts, dot matrix charts, clustered column charts).

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