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Questions and Answers
What is the sample standard deviation of the grades data set?
What is the sample standard deviation of the grades data set?
Which of the following R commands can be used to calculate the median of the grades data set?
Which of the following R commands can be used to calculate the median of the grades data set?
What is the difference between the sample variance and the sample standard deviation?
What is the difference between the sample variance and the sample standard deviation?
If the sample standard deviation of a dataset is 5, what is the sample variance?
If the sample standard deviation of a dataset is 5, what is the sample variance?
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What is the formula for calculating the sample standard deviation?
What is the formula for calculating the sample standard deviation?
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What is the sample size (n) for the data values: 13, 92, 20, 70?
What is the sample size (n) for the data values: 13, 92, 20, 70?
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Which of the following is the correct notation for the sorted data values: 13, 20, 70, 92?
Which of the following is the correct notation for the sorted data values: 13, 20, 70, 92?
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What is the formula for calculating the sample mean (𝑥𝑥̅)?
What is the formula for calculating the sample mean (𝑥𝑥̅)?
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What is the mean of the following sample data: 3, 2, 8, 4?
What is the mean of the following sample data: 3, 2, 8, 4?
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Which of the following is NOT a characteristic used to describe the distribution of data?
Which of the following is NOT a characteristic used to describe the distribution of data?
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What type of data is represented by a collection of values recorded over a period of time?
What type of data is represented by a collection of values recorded over a period of time?
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Which of the following represents the formula for calculating the population mean (𝜇𝜇)?
Which of the following represents the formula for calculating the population mean (𝜇𝜇)?
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Which measure of central tendency is most commonly referred to as the "average"?
Which measure of central tendency is most commonly referred to as the "average"?
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What is the median of the following sample: 1, 2, 3, 4, 5, 6, 7?
What is the median of the following sample: 1, 2, 3, 4, 5, 6, 7?
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What is the mode of the following sample: 1, 2, 2, 3, 3, 3, 4, 5?
What is the mode of the following sample: 1, 2, 2, 3, 3, 3, 4, 5?
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Which of the following is a reason why the median might be a better measure of centre than the mean?
Which of the following is a reason why the median might be a better measure of centre than the mean?
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If a dataset is skewed to the right, which of the following is true about the relationship between the mean and the median?
If a dataset is skewed to the right, which of the following is true about the relationship between the mean and the median?
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Which of the following measures of spread is defined as a distance between the first and third quartiles?
Which of the following measures of spread is defined as a distance between the first and third quartiles?
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If a dataset has a mean of 5 and a standard deviation of 0, what can we conclude about the data?
If a dataset has a mean of 5 and a standard deviation of 0, what can we conclude about the data?
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Which of the following measures of spread is most affected by outliers?
Which of the following measures of spread is most affected by outliers?
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What is the range of a data set?
What is the range of a data set?
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Which of the following is NOT a measure of dispersion?
Which of the following is NOT a measure of dispersion?
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What is the formula for calculating the variance of a population?
What is the formula for calculating the variance of a population?
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What is the relationship between variance and standard deviation?
What is the relationship between variance and standard deviation?
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If the variance of a data set is small, what does this tell us about the data?
If the variance of a data set is small, what does this tell us about the data?
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What is the main advantage of using the interquartile range over the range as a measure of dispersion?
What is the main advantage of using the interquartile range over the range as a measure of dispersion?
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Which of the following statements about standard deviation is true?
Which of the following statements about standard deviation is true?
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In which scenario would a larger standard deviation be more desirable?
In which scenario would a larger standard deviation be more desirable?
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What are the values for the five-number summary of the height data? (Select all that apply)
What are the values for the five-number summary of the height data? (Select all that apply)
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Which of the following can be concluded from the boxplot of heights? (Select all that apply)
Which of the following can be concluded from the boxplot of heights? (Select all that apply)
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What is the value of the 3rd quartile (Q3) for the grades data?
What is the value of the 3rd quartile (Q3) for the grades data?
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What does the example "A professor gives everyone an extra two points on an assignment" represent in the context of linear transformations?
What does the example "A professor gives everyone an extra two points on an assignment" represent in the context of linear transformations?
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Which linear transformation is used when exchanging Canadian dollars to US dollars based on the example provided?
Which linear transformation is used when exchanging Canadian dollars to US dollars based on the example provided?
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What type of linear transformation is used when converting Celsius to Fahrenheit?
What type of linear transformation is used when converting Celsius to Fahrenheit?
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In a given data set, what is the effect on the mean and standard deviation of the data after scaling and shifting?
In a given data set, what is the effect on the mean and standard deviation of the data after scaling and shifting?
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What is the interquartile range (IQR) for the sample of heights? (Select all that apply)
What is the interquartile range (IQR) for the sample of heights? (Select all that apply)
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What percentage of the data does the interquartile range (IQR) encompass?
What percentage of the data does the interquartile range (IQR) encompass?
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Which of the following is NOT a step involved in identifying outliers using the IQR method?
Which of the following is NOT a step involved in identifying outliers using the IQR method?
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What are the upper and lower limits for outlier detection in the height data? (Select all that apply)
What are the upper and lower limits for outlier detection in the height data? (Select all that apply)
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Which of the following is the correct order of steps for constructing a modified boxplot? (Select all that apply)
Which of the following is the correct order of steps for constructing a modified boxplot? (Select all that apply)
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In the context of outlier detection, what does the phrase 'robust' mean?
In the context of outlier detection, what does the phrase 'robust' mean?
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What is the primary reason for identifying outliers in a dataset?
What is the primary reason for identifying outliers in a dataset?
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What is an outlier, and what are some possible reasons for its occurrence?
What is an outlier, and what are some possible reasons for its occurrence?
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Flashcards
Range
Range
The difference between the largest and smallest value in data.
Variance
Variance
Average of the squared distances of data values from the mean.
Standard Deviation
Standard Deviation
The square root of variance, shows data spread around the mean.
Interquartile Range
Interquartile Range
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Population Variance
Population Variance
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Sample Variance
Sample Variance
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Squared Distance
Squared Distance
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Mean
Mean
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Working Directory
Working Directory
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Read Table in R
Read Table in R
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Histogram
Histogram
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Time Series
Time Series
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Describing Distribution
Describing Distribution
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Measures of Centre
Measures of Centre
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Sample Mean
Sample Mean
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Population Mean
Population Mean
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Sample Variance Formula
Sample Variance Formula
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Population Standard Deviation Formula
Population Standard Deviation Formula
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How to find median (odd sample)
How to find median (odd sample)
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How to find median (even sample)
How to find median (even sample)
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Mode
Mode
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Finding mode
Finding mode
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Mean vs. Median
Mean vs. Median
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Skewed distributions
Skewed distributions
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Robustness of median
Robustness of median
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Boxplot
Boxplot
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Five-Number Summary
Five-Number Summary
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Quartiles
Quartiles
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Skewed Left
Skewed Left
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Skewed Right
Skewed Right
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Linear Transformation
Linear Transformation
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Boxplot Components
Boxplot Components
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Median (Q2)
Median (Q2)
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Interquartile Range (IQR)
Interquartile Range (IQR)
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Q1 and Q3
Q1 and Q3
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Outliers
Outliers
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Detecting Outliers
Detecting Outliers
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Calculating IQR
Calculating IQR
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Modified Boxplot
Modified Boxplot
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Study Notes
Descriptive Statistics
- Statistics is the science of collecting, organizing, and summarizing information to answer questions.
- It provides a measure of certainty in conclusions. We are never 100% certain in our conclusion.
- A population is the entire group of individuals to be studied.
- A parameter is a numerical summary of a population.
- A sample is a subset(subset) of the population to be studied.
- A statistic is a numerical summary based on a sample.
Study Time Example
- Example questions to use in study of the Statistics course:
- What is the average time STAT 202 students spend studying course material each week?
- Is there a linear relationship between study time and course grade?
- How much does a class design (e.g., changing the number of quizzes) reduce the mean weekly study time?
- Is there a difference in mean weekly study time between Biology and Chemistry students?
Branches of Statistics
- Descriptive statistics: These organize and summarize data through numerical summaries, tables, and graphs.
- Inferential statistics: These extend a result from a sample to a population and measure its reliability.
Types of Variables/Data
- Qualitative variables/data (descriptive characteristics): Categorical values
- Nominal: No inherent order (e.g., hair color, type of cellphone, program of study).
- Ordinal: Inherent order (e.g., letter grade, clothing size, program of study).
- Quantitative variables/data: Numerical values that can be measured.
- Discrete: Countable values (integer).
- Continuous: Infinite values (e.g., commute time, weight of newborn).
Organizing and Summarizing Data
- Display Data: Represent data using graphs and/or tables
- Shape: Analyze the distribution (symmetric, skewed, uniform, multiple peaks)
- Center: Determine typical values (mean, median, mode)
- Spread: Calculate how dispersed the data is (range, variance, standard deviation, interquartile range)
- Notable/important features like multiple numbers data points, and outliers (data points far away from others).
Distributions
- A distribution is a table that shows the frequency of values.
Dot Plots
- Display values horizontally in increasing order.
- Place a dot for each observed value above its value.
- Add a title to the plot. A benefit to using a dot plot is not losing any data that may exist.
Stem-and-Leaf Plots
- Split data into two parts (stem and leaf).
- List stems vertically in increasing order, then add a vertical line to the right.
- Write leaves, in increasing order, that correspond to each stem.
- Add a title and a legend. Benefit: No loss of data when creating visualizations, and works well for small data sets.
Histograms
- Group data into intervals (classes) and count the frequency in each class.
- Plot the frequencies on a vertical axis; the class intervals are represented on the horizontal axis.
- The classes should be distinct without overlap
- The width of each class is usually the same.
- All data must belong to one of the Classes. Benefit: Works very well for large data sets, even though details can be lost when grouped.
Time Series
- Data collected over a series of time.
Linear Transformations
- Apply operations (add, subtract, multiply, or divide) to data values.
- This transforms the mean and standard deviation.
- Transformed mean = a * original mean + b, where a and b are constants
- Transformed standard deviation = absolute value(a)* original standard deviation
Numerically Summarizing Data
- Notation: Data values, sample size, data values sorted.
- Measures of Center: Mean (average), median (midpoint), mode.
- Measures of Spread (Dispersion): Range, Variance, Standard Deviation, Interquartile Range (IQR)
Quartiles
- Divide data into four equal parts.
- Q1 (First quartile): 25% of the data is smaller than Q1
- Q2 (Second quartile): Median. 50% of the data is smaller than Q2
- Q3 (Third quartile): 75% of the data is smaller than Q3
Outliers
- Extreme data points that may be due to error or random chance.
- Identifying outliers using IQR (interquartile range)
- Lower limit = Q1 - 1.5 * IQR.
- Upper limit = Q3 +1.5* IQR.
- Data beyond these limits are considered outliers.
Modified Boxplots
- A graphical representation to visualize data distribution and outliers.
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Related Documents
Description
Test your understanding of descriptive statistics in this quiz. Explore concepts like populations, parameters, samples, and statistics with practical examples related to study time. Enhance your grasp of how these statistical measures apply in real-world scenarios.