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AP Statistics Complete Content Summary

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AP Statistics Cumulative Notes Study Guide, Complete content summary of all units in AP Statistics, combination of notes gathered from several textbooks (AP Barron's, Princeton etc) , FRQ Question types, MCQ examples and common mistakes. Unit 1: Exploring One-Variable Data, Unit 2: Exploring Two-Variable Data, Unit 3: Collecting Data, Unit 4: Probability, Random Variables, and Probability Distributions, Unit 5: Sampling Distributions, Unit 6: Inference for Categorical Data: Proportions, Unit 7: Inference for Quantitative Data: Means, Unit 8: Inference for Categorical Data: Chi-Square, Unit 9: Inference for Quantitative Data: Slopes

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February 17, 2023
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,Sample space : set of all possible outcomes
Event : any collection of outcomes in the sample space



Both Tasks : Min Mxn and
-
-




O EP ( A) El

sum of all of the prob .

possible -

- I , MAI I -

-




Complement Rule: PLAY I PLA)
-
-
-




Independent: knowing that event A occurs x change prob . of Event B

PLA and B) = PLA) x PCB )



Mutually Exclusive (Disjoint) Event : A and B have no outcomes in common

PCA and 131=0
② Not Independent

At least :P ( at least I -

-
I -
PIN one ) Pl at least O ) -

-
PCA or B )


PLA or B) -

-
PLA) t PCB) -

PCA and B)

Independent : PLA or B) PLAIT PCB) PCAIXPIB) -
-
-




Mutually Exclusive PLA or BI Platt PIB) :
-
-




Plan B)
NAIB) =
PCB)
sample space : B

Independent : Pl Al BI PCA)
-

-




P ( BIA )
-

- PCB)

, Lesson 1

-

XPL03NG7A
Individuals and Variables


1. Individual chat
② object described by set of data exlppl animals , things
,




2. Variable

to characteristics of an individual
-
takes different values for different individuals
1) Quantitative : takes numerical values ex) height , weight GPA,




2) Categorical ( qualitative ) : places individual into one of categories breed of dog
an
engender , hair color ,




Distribution of available
-
Distribution : what values the variable takes

clustered together
a.
spread far apart
) how
-
these values vary




1. Distribution of categorical Value

" Bar
Graph 2) Pie Graph


7%1




percentile ' IEIEH
2. Distribution of Quantitative Variable sum
p
(I

1) Dotplot 4) Relative cumulative frequency Graph ( Ogive)
-
Describe relative position of individual within distribution lpth percentile )
-
"
goth percentile " -

-
90% <
your score ,40% of all scores



- E' EEE
'
-
ogive
Stem plot
§f!! o ÷
- - - -



2) heat
-




,




is:i


5) Boxplot
outlier
3)
Histogram 1. range It i.
sxiarfmqxfizi Not show :



→ Qf 99 1) Mean Only media
0 IQR -1 Q2 -

1-87%87-1042

.°r¥#
QI
-
14 ' 2) Number of Observations
1.5×1042--2 '
.
how many data
Horizontal
r
og
( normal dis
(
Vertical
outlier
1-131-1
mind 'meaa!
ma '
.
,

, Pattern of Distribution
1) Shape / symmetry vs skewness )

2) Outliers / extreme values : Min -
1.5×1042 ,
Max -11.5×10421

3) Center lmeanvs median )

4) Spread / range , lnterquartile Range)



Skewed Distribution Skewed Left Skewed Right




-¥ ¥
1) Skewed Right :


-
rel cumulative
.


frequency graph increase rapidly in beginning mean -
mean

2) Skewed Left :
-
rel cumulative
.

frequency graph increase rapidly atend



Describing Destributions with Numbers
1) Mean
2) Median
3) Range / Max Mint
-




4) IQR / Inter quartile Range :Q3 -

Q1 )

5) Five Number Summary / Min ,Ql,Med,Q3 ,
Max )

b) Outliers ( Max -11.51042 Min ,
-
1.5 / QR




Center of Distribution normal
Comparing Mean and Median


# §:X
1) Mean of 1) Symmetric mean median
m¥¥
: :

:[ = ,
sum
nofobserv .
2) Skewed left : means median


_aean
most popular measure of center
-

3) Skewed Right : mean > median
-
sensitive to outliers → Not appropriate measure
-

mean pulled towards skewness Linear Transformation
* 2) Median / Q2 50th percentile) ,
-
X mean µ
:
, standard deviation o
"
Mem
:Ñ,Ñ
' '



-
Odd :( ntlllzth Mean
-
Even : average of nlzthandlnlztlltn o +1 ICHI sp :S , 0
Eat
-10
-




Sigma
Joliet
-




spread of Distribution ¥iÉ¥ -




1)
Range : Max -
Min deviation x :{1123.4.5 }
/
:|
2) IQR :Q } -
Q1 "
" "
s
** 3) Standard Deviation 1. Y=atX 2. Y=bx
*
-
most common measure of spread Tdegreeof freedom
y=2 -11=[3,4%6,7] y=3x={3,619,12115}
close link with mean
=Fv=Elxin2 My=2tMx My=3µx=9
-




→ sensitive to outliers HE -24Mt -1s oy=ox oy=3ox
É
Degree of freedom
¥?
Intinction Point




⇒=om=÷÷÷÷÷:÷¥÷✗¥÷÷÷÷÷;
"
" 2/1 Gi -12/1 fn÷Éñ2
(
-




datatnean É '




n ,µQ -1--1--1-11=0 - Tfixed ✓ conceived
3tF.sc
" "
'THE change
'
h l
'
mean
@Nio -10
-




Properties of standard Deviation " 3. katbx
'




"°=
"

-
measure spread or dispersion around mean y=2t3x=[518111,131171
-
same mean :tspread,T standard deviation →
My=2t3µx=11
,, , ' 00
-
all same values : standard deviation __
O oy=3ox
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