Descriptive Statistics 2 Flashcards

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1
Q

What is skewness?

A

Asymmetry

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2
Q

What is positive skewness?

A

When the data ‘skews’ out to the right

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3
Q

What is negative skewness?

A

When the data ‘skews’ out to the left.

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4
Q

What is kurtosis?

A

‘pointiness’

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5
Q

What is the R function to get lots of descriptive stats?

A

describe()

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6
Q

If kurtosis is greater than 0 it means that

A

The graph is too pointy (focused around the center)

compared to normal

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7
Q

If kurtosis is less than 0 it means that

A

The graph is ‘too flat’ (compared to normal)

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8
Q

What does Tukey’s ‘five number summary’ consist of?

A

Minimum value (0th percentile)

25% percentile

Median (50th percentile)

75th percentile

Maximum (100th percentile)

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9
Q

A boxplot shows everything that is a part of?

A

Tukey’s five number summary

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10
Q

What do scatter plots do?

A

Show the relationship between numeric variables

(plot one variable on x-axis, plot two on y-axis)

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11
Q

What is a positive relationship?

What does a positive relationship look like in a scatter plot?

A

When one variable goes up, the other goes up too.

looks like going up a hill.

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12
Q

What is a negative relationship?

What does it look like in a scatterplot?

A

When one variable goes up, the other goes down.

looks like going down a hill

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13
Q

What does a strong correlational relationship tell us?

A

If we know the value of one variable it tells you a lot about the other one.

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14
Q

What does a weak correlational relationship tell us?

A

If we know the value of one variable it tells us very little about the other variable.

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15
Q

How do you make a scatter plot using R?

A

plot (x, y)

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16
Q

What is a Pearson’s correlation?

A

Measures the strength and direction of a relationship.

It assumes the relationship is linear.

17
Q

Can Pearson’s work with non-linear correlations?

A

No

18
Q

How do you do a Pearson’s correlational analysis in R?

A

cor.test(x, y)

19
Q

What do you use Spearman correlations (Spearman’s Rho) for?

A

To measure non-linear relationships.

20
Q

In statistics, ρ refers to?

A

Spearman’s rho

21
Q

What are the characteristics of Spearman’s correlation?

A

It’s a number from -1 (perfect negative) to 1 (perfect positive)

It doesn’t assume the relationship is linear

All it assumes is monotonicity

22
Q

A curve is monotonic when?

A

If it always goes up or always goes down.

(Doesn’t have to be linear though)

23
Q

A curve is non-monotonic when?

A

It goes up and down at certain points.

24
Q

How do you do a correlational analysis in R?

A

library(lsr)

correlate()