Podcast
Questions and Answers
What type of data is typically stored in a tabular format?
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)?
Which component is NOT part of an entity relationship diagram (ERD)?
- Functions (correct)
- Attributes
- Relationships
- Entities
Why is thinking before coding considered important?
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?
What best describes a relational database?
What is SQL primarily used for in a database?
What is SQL primarily used for in a database?
In the context of a database, which of the following best defines an entity?
In the context of a database, which of the following best defines an entity?
What distinguishes SQL from other programming languages?
What distinguishes SQL from other programming languages?
Which of the following is NOT a type of data mentioned?
Which of the following is NOT a type of data mentioned?
What SQL statement is used to create a blank table?
What SQL statement is used to create a blank table?
Which data type is NOT considered one of the basic data types in SQL?
Which data type is NOT considered one of the basic data types in SQL?
What is the role of the WHERE clause in an SQL query?
What is the role of the WHERE clause in an SQL query?
Which of the following methods is used to filter records based on more than one condition?
Which of the following methods is used to filter records based on more than one condition?
What is a disadvantage of using subqueries?
What is a disadvantage of using subqueries?
What does the INNER JOIN keyword accomplish in a query?
What does the INNER JOIN keyword accomplish in a query?
What is the main purpose of using the UNION operator?
What is the main purpose of using the UNION operator?
Which SQL command is used to create a temporary table?
Which SQL command is used to create a temporary table?
Which of these is a pre-attentive attribute in data visualization?
Which of these is a pre-attentive attribute in data visualization?
What is the recommended use of colors in data visualization according to color theory?
What is the recommended use of colors in data visualization according to color theory?
Which Gestalt principle describes the perception of objects that are physically close to one another as belonging to the same group?
Which Gestalt principle describes the perception of objects that are physically close to one another as belonging to the same group?
Which Gestalt principle explains the tendency to perceive objects that are linked in some way as part of the same group?
Which Gestalt principle explains the tendency to perceive objects that are linked in some way as part of the same group?
Which option relates to increasing the data-ink ratio on a chart?
Which option relates to increasing the data-ink ratio on a chart?
Why are bar or column charts often preferred over pie charts for data visualization?
Why are bar or column charts often preferred over pie charts for data visualization?
When should a categorical color scheme be applied in data visualization?
When should a categorical color scheme be applied in data visualization?
What is a characteristic advantage of using bar or column charts compared to pie charts?
What is a characteristic advantage of using bar or column charts compared to pie charts?
Which of the following changes would NOT increase the data-ink ratio on a chart?
Which of the following changes would NOT increase the data-ink ratio on a chart?
Which Gestalt principle is utilized by scatter plots in Excel that use straight lines and markers?
Which Gestalt principle is utilized by scatter plots in Excel that use straight lines and markers?
Which sequential color scheme is best used for displaying data that needs distinction over levels of intensity?
Which sequential color scheme is best used for displaying data that needs distinction over levels of intensity?
What is the definition of data?
What is the definition of data?
Which SQL function is used to view a sample of the data?
Which SQL function is used to view a sample of the data?
Which SQL keyword is used to request all columns when extracting data?
Which SQL keyword is used to request all columns when extracting data?
What does the NOT operator do in SQL?
What does the NOT operator do in SQL?
Which of the following statements about UNION and UNION ALL is true?
Which of the following statements about UNION and UNION ALL is true?
Which wildcard in SQL represents any number of characters, including zero characters?
Which wildcard in SQL represents any number of characters, including zero characters?
In a self join, a table is joined with which of the following?
In a self join, a table is joined with which of the following?
Which type of analytics is represented by a model that forecasts sales for the next quarter?
Which type of analytics is represented by a model that forecasts sales for the next quarter?
Which type of chart is best suited to display the relationship between house price and square footage?
Which type of chart is best suited to display the relationship between house price and square footage?
Which option is NOT a valid SQL wildcard character?
Which option is NOT a valid SQL wildcard character?
What type of data is represented by the house price and square footage collected from Zillow?
What type of data is represented by the house price and square footage collected from Zillow?
What type of JOIN returns all records from the left table and the matched records from the right table?
What type of JOIN returns all records from the left table and the matched records from the right table?
Which type of chart is most suitable for visualizing the expected rate of return and risk assessment of R&D projects?
Which type of chart is most suitable for visualizing the expected rate of return and risk assessment of R&D projects?
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?
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?
When should a funnel chart be preferred over a bar chart?
When should a funnel chart be preferred over a bar chart?
What is the Gestalt principle that describes seeing objects with similar characteristics as part of the same group?
What is the Gestalt principle that describes seeing objects with similar characteristics as part of the same group?
What type of chart is best suited to display the percentages of academic backgrounds across multiple departments?
What type of chart is best suited to display the percentages of academic backgrounds across multiple departments?
Which type of memory is utilized for processing pre-attentive attributes?
Which type of memory is utilized for processing pre-attentive attributes?
Which type of analytics would a model that allocates financial investments to achieve set goals fall under?
Which type of analytics would a model that allocates financial investments to achieve set goals fall under?
What term describes the portion of a data visualization that lacks markings?
What term describes the portion of a data visualization that lacks markings?
Which of the following would best visualize trends in a single variable over time?
Which of the following would best visualize trends in a single variable over time?
Which of the following statements about the use of preattentive attributes in data visualization is correct?
Which of the following statements about the use of preattentive attributes in data visualization is correct?
In data visualization for advertising budgets, salespeople, and market share, what chart type is most appropriate?
In data visualization for advertising budgets, salespeople, and market share, what chart type is most appropriate?
Which type of analysis is characterized by providing summaries of past data?
Which type of analysis is characterized by providing summaries of past data?
What is the primary difference between clustered column charts and stacked column charts?
What is the primary difference between clustered column charts and stacked column charts?
What characteristic is typical of a common serif font?
What characteristic is typical of a common serif font?
Which of the following terms best describes the overuse of preattentive attributes in a visualization?
Which of the following terms best describes the overuse of preattentive attributes in a visualization?
When visualizing annual sales in millions of dollars for regional salespeople, which chart type would be most effective?
When visualizing annual sales in millions of dollars for regional salespeople, which chart type would be most effective?
Which of the following statements is false regarding preattentive attributes?
Which of the following statements is false regarding preattentive attributes?
Flashcards
Data
Data
Recorded description or measurement of something. It can be structured, semistructured, or unstructured.
Structured Data
Structured Data
Data organized in a tabular format with rows and columns, making it easily analyzable.
Semistructured Data
Semistructured Data
Data with some organization, using categories and tags (identifiers). It's not as rigid as structured data.
Unstructured Data
Unstructured Data
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Database
Database
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Data Modeling
Data Modeling
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Relational Database
Relational Database
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SQL (Structured Query Language)
SQL (Structured Query Language)
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Result-set
Result-set
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CREATE TABLE
CREATE TABLE
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INSERT INTO
INSERT INTO
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Basic SQL Data Types
Basic SQL Data Types
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Temporary Table
Temporary Table
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WHERE Clause
WHERE Clause
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Wildcard Character
Wildcard Character
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Subquery
Subquery
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JOIN
JOIN
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UNION
UNION
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Funnel Chart
Funnel Chart
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Line Chart
Line Chart
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Scatter Plot
Scatter Plot
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Bar Graph
Bar Graph
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Descriptive Analytics
Descriptive Analytics
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Predictive Analytics
Predictive Analytics
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Prescriptive Analytics
Prescriptive Analytics
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Cross-sectional Data
Cross-sectional Data
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Times Series Data
Times Series Data
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Clustered Column Chart
Clustered Column Chart
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Proximity
Proximity
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Similarity
Similarity
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Connection
Connection
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Enclosure
Enclosure
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Scatter with Straight Lines and Markers Chart
Scatter with Straight Lines and Markers Chart
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Increase Data-Ink Ratio
Increase Data-Ink Ratio
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Removing unnecessary gridlines
Removing unnecessary gridlines
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Removing a legend when bars are labeled
Removing a legend when bars are labeled
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Categorical Color Scheme
Categorical Color Scheme
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Sequential Color Scheme
Sequential Color Scheme
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What is data?
What is data?
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What does SAMPLE do in SQL?
What does SAMPLE do in SQL?
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What is a foreign key?
What is a foreign key?
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What does DROP TABLE do?
What does DROP TABLE do?
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What are basic SQL operations?
What are basic SQL operations?
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What does '%' represent in SQL?
What does '%' represent in SQL?
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What does IN operator do?
What does IN operator do?
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What is LEFT JOIN?
What is LEFT JOIN?
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What is a SELF JOIN?
What is a SELF JOIN?
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What does UNION do?
What does UNION do?
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Risk Assessment in R&D
Risk Assessment in R&D
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Bubble Chart
Bubble Chart
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Gestalt Principle: Similarity
Gestalt Principle: Similarity
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Iconic Memory
Iconic Memory
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White Space in Data Visualization
White Space in Data Visualization
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Serif Font
Serif Font
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Preattentive Attributes
Preattentive Attributes
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Preattentive Attributes in Data Visualization
Preattentive Attributes in Data Visualization
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Overuse of Preattentive Attributes
Overuse of Preattentive Attributes
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Examples of Preattentive Attributes
Examples of Preattentive Attributes
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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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