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Nominal
name for everything
Ordinal
put in order
Discrete
has to be whole numbers
continuous
decimal or fractions
Descriptive Stats
descring the numbers that was used in a poll
inferential stats
stretch the truth with what the sample data told us
Statisitic
a fact we know from the data like if we pulled 15/27 people
parameter
using that data and stretching the truth
Data
numbers itself
undercover
they don’t have the option to take it
response
they lie about it
non response
they just dont want to answer
variabilty
how its spread out: lowmed/high low mean that the main part of the dots are in the low numbers in graph
Describe a distribution (list 4 things)
Shape:Symmetrial, Skewed right or left
Varabilty: Low/Med/High spread
Center: Middle vaule
Outliers
Histrogram rules
bars have to touch each other, include numbers left not right, cant see every vaule
Measures of Center for Mean and what do you have to say
Mean is equal to average, and have to say “On average the “context” is
Measure of center for median and what you have to say
Median equals the middle vaule and have to say “about 50% of the “context” is at or belows.. whatever number it is
Choosing a measure of center what do you do
Mean- you have no resistence to outliers and skew
Median- resistance to outliers and skew
if the data is left or right do you use median or mean
use median
If skewed left is the mean = < or > median
mean is < median
If skewed right is the mean > < or =
Mean > median
If data is symmetric what do you use
use the mean
What’s the sentence and what isInterquartilie range
Sentence: The middle half of the “context” has a range of # and IQR is Q3-Q1
Standard Deviation sentence and how to find it?
Sentence: The typical distance of “context” from the mean is # and how you find it is, line up all the numbers and subtract number from mean then square all of them then add them all up then divide by one number less than you square root it.
Choosing a measure of varabilty, what are the rules?
If symmetrical use SD and mean, then if its skewed use IQR and median
What is marginal %?
B/C
What is Joint %?
A/C
What is conditional %?
A/B
If the graph isn’t the same is there an association or not?
There is an association if it isn’t the same
If the graph is the same is there an association or not?
there is no association if they are the same
If you have 2 varbailes what are the names of them? and where does the important one go?
Explanatory and response variable, explanatory goes on bottom of graph
What do you say when you have to describe relationship in scatter plot?
There is a weak, negative, linear relaonship, between “context”. There was 1 outlier and a large cluster of points/Context of it.
Whats the sentence for correlation?
The linear relationship between the 2 things compared is “psoitivite and weak”
R has to be between what?
-1 and 1
True or false: Correlation doesn’t equal causation
true
what does ^y mean?
predicted number
is explantory x or y
x
What does extrapolation mena?
a point that isn’t outlier that fits in the line but doesn’t match up with the rest of the data
what is residual?
actual-predicted
what is the y-int and a
^y=b+ax B=y-int A=slope
Whats a good residual plot
when there is no pattern
what is a bad residual plot?
when is there clear pattern
When making predictions you can choose a linear model or exponetional
linear model:^y-a+bx and exponential model:^y=a-b^x