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[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx 1 Bruce Mayer, PE Chabot College Mathematics Bruce Mayer, PE Licensed Electrical & Mechanical Engineer [email protected] Chabot Mathematics §1.3 Lines, Linear Fcns
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Bruce Mayer, PE Licensed Electrical & Mechanical Engineer [email protected]

Feb 24, 2016

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Chabot Mathematics. §1.3 Lines, Linear Fcns. Bruce Mayer, PE Licensed Electrical & Mechanical Engineer [email protected]. 1.2. Review §. Any QUESTIONS About §1.2 → Functions Graphs Any QUESTIONS About HomeWork §1.2 → HW-02. §1.3 Learning Goals. - PowerPoint PPT Presentation
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Page 1: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx1

Bruce Mayer, PE Chabot College Mathematics

Bruce Mayer, PELicensed Electrical & Mechanical Engineer

[email protected]

Chabot Mathematics

§1.3 Lines,Linear Fcns

Page 2: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx2

Bruce Mayer, PE Chabot College Mathematics

Review §

Any QUESTIONS About• §1.2 → Functions Graphs

Any QUESTIONS About HomeWork• §1.2 → HW-02

1.2

Page 3: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx3

Bruce Mayer, PE Chabot College Mathematics

§1.3 Learning Goals Review properties of lines: slope,

horizontal & vertical lines, and forms for the equation of a line

Solve applied problems involving linear functions

Recognize parallel (‖) and perpendicular (┴) lines

Explore a Least-Squares linear approximation of Line-Like data

Page 4: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx4

Bruce Mayer, PE Chabot College Mathematics

3 Flavors of Line Equations The SAME Straight Line Can be

Described by 3 Different, but Equivalent Equations• Slope-Intercept

(Most Common)– m & b are the slope and y-intercept Constants

• Point-Slope:– m is slope constant– (x1,y1) is a KNOWN-Point; e.g., (7,11)

bmxy

11 xxmyy

Page 5: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx5

Bruce Mayer, PE Chabot College Mathematics

3 Flavors of Line Equations3. General Form:

– A, B, C are all Constants

Equation Equivalence → With a little bit of Algebra can show:

BAm

0 CByAx

11 mxyb

BCb

Page 6: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx6

Bruce Mayer, PE Chabot College Mathematics

Lines and Slope The slope, m , between two

points (x1,y1) and (x2,y2) is defined to be:

A line is a graph for which the slope is constant given any two points on the line

An equation that can be written as y = mx + b for constants m (the slope) and b (the y-intercept) has a line as its graph.

12

12

xxyym

Page 7: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx7

Bruce Mayer, PE Chabot College Mathematics

SLOPE Defined The SLOPE, m, of the line

containing points (x1, y1) and (x2, y2) is given by

12

12

runrise

in x Changeyin Change

xxyy

m

Page 8: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx8

Bruce Mayer, PE Chabot College Mathematics

Example Slope City Graph the line

containing the points (−4, 5) and (4, −1) & find the slope, m

SOLUTION

Thus Slopem = −3/4

Cha

nge

in y

= −

6

Change in x = 8

12

12

runrise

in x Changeyin Change

xxyy

m

8

64451

m

Page 9: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx9

Bruce Mayer, PE Chabot College Mathematics

Example ZERO Slope Find the slope of

the line y = 3

3233

runrise

m

050

m

(3, 3) (2, 3) SOLUTION: Find Two Pts on the Line • Then the Slope, m

A Horizontal Line has ZERO Slope

Page 10: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx10

Bruce Mayer, PE Chabot College Mathematics

Example UNdefined Slope Find the slope of

the line x = 2

2224

runrise

m

??06

m

SOLUTION: Find Two Pts on the Line • Then the Slope, m

A Vertical Line has an UNDEFINED Slope

(2, 4)

(2, 2)

Page 11: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx11

Bruce Mayer, PE Chabot College Mathematics

Slope Symmetry We can Call EITHER Point No.1 or No.2

and Get the Same Slope Example, LET

• (x1,y1) = (−4,5)

Moving L→R

12

12

runrise

xxyym

4

386

4451

m

(−4,5) Pt1

(4,−1)

Page 12: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx12

Bruce Mayer, PE Chabot College Mathematics

Slope Symmetry cont

Now LET• (x1,y1) = (4,−1)

12

12

runrise

xxyym

4

38

64415

m

(−4,5)

(4,−1)Pt1 Moving R→L

Thus

21

21

12

12

in x Chgyin Chg

xxyy

xxyym

12

21

21

12 or xxyy

xxyy

Page 13: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx13

Bruce Mayer, PE Chabot College Mathematics

Example Application The cost c, in dollars, of shipping a

FedEx Priority Overnight package weighing 1 lb or more a distance of 1001 to 1400 mi is given by c = 2.8w + 21.05 • where w is the package’s weight in lbs

Graph the equation and then use the graph to estimate the cost of shipping a 10½ pound package

Page 14: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx14

Bruce Mayer, PE Chabot College Mathematics

FedEx Soln: c = 2.8w + 21.05 Select values for w and then calculate

c. c = 2.8w + 21.05

• If w = 2, then c = 2.8(2) + 21.05 = 26.65• If w = 4, then c = 2.8(4) + 21.05 = 32.25• If w = 8, then c = 2.8(8) + 21.05 = 43.45

Tabulatingthe Results:

w c2 26.654 32.258 43.45

Page 15: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx15

Bruce Mayer, PE Chabot College Mathematics

FedEx Soln: Graph Eqn Plot the points.

Weight (in pounds)

Mai

l cos

t (in

dol

lars

) To estimate costs for a 10½ pound package, we locate the point on the line that is above 10½ lbs and then find the value on the c-axis that corresponds to that point

10 ½ pounds The cost of shipping an 10½ pound package is about $51.00

$5

1

Page 16: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx16

Bruce Mayer, PE Chabot College Mathematics

The Slope-Intercept Equation The equation y = mx + b is called

the slope-intercept equation. The equation represents a line of

slope m with y-intercept (0, b)

Page 17: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx17

Bruce Mayer, PE Chabot College Mathematics

Example Find m & b Find the slope and the y-intercept of

each line whose equation is given bya) b) c)2

83

xy 73 yx 1054 yx

Solution-a) 283

xy

Slope is 3/8

InterCeptis (0,−2)

Page 18: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx18

Bruce Mayer, PE Chabot College Mathematics

Example Find m & b cont.1

Find the slope and the y-intercept of each line whose equation is given bya) b) c)2

83

xy 73 yx 1054 yx

Solution-b) We first solve for y to find an equivalent form of y = mx + b.

73 xy Slope m = −3 Intercept b = 7

• Or (0,7)

Page 19: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx19

Bruce Mayer, PE Chabot College Mathematics

Example Find m & b cont.2

Find the slope and the y-intercept of each line whose equation is given bya) b) c)2

83

xy 73 yx 1054 yx

Solution c) rewrite the equation in the form y = mx + b.

Slope, m = 4/5 (80%)

Intercept b = −2• Or (0,−2)

1054 yx

yx 5104

104551

xy

254

xy

Page 20: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx20

Bruce Mayer, PE Chabot College Mathematics

Example Find Line from m & b A line has slope −3/7 and y-intercept

(0, 8). Find an equation for the line. We use the slope-intercept equation,

substituting −3/7 for m and 8 for b:

Then in y = mx + b Form

873

xbmxy

873

xy

Page 21: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx21

Bruce Mayer, PE Chabot College Mathematics

Example Graph y = (4/3)x – 2 SOLUTION: The

slope is 4/3 and the y-intercept is (0, −2)

We plot (0, −2) then move up 4 units and to the right 3 units. Then Draw Line

up 4 units

right 3

down 4

left 3(3, 6)

(3, 2)

(0, 2)

We could also move down 4 units and to the left 3 units. Then draw the line. 2

34

xy

Page 22: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx22

Bruce Mayer, PE Chabot College Mathematics

Parallel and Perpendicular Lines Two lines are parallel (||) if they lie in

the same plane and do not intersect no matter how far they are extended.

Two lines are perpendicular (┴) if they intersect at a right angle (i.e., 90°). E.g., if one line is vertical and another is horizontal, then they are perpendicular.

Page 23: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx23

Bruce Mayer, PE Chabot College Mathematics

Para & Perp Lines Described Let L1 and L2 be two distinct lines with

slopes m1 and m2, respectively. Then• L1 is parallel to L2 if and only if

m1 = m2 and b1 ≠ b2

– If m1 = m2. and b1 = b2 then the Lines are CoIncident

• L1 is perpendicular L2 to if and only if m1•m2 = −1.

• Any two Vertical or Horizontal lines are parallel • ANY horizontal line is perpendicular to

ANY vertical line

Page 24: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx24

Bruce Mayer, PE Chabot College Mathematics

Parallel Lines by Slope-Intercept Slope-intercept form allows us to

quickly determine the slope of a line by simply inspecting, or looking at, its equation.

This can be especially helpful when attempting to decide whether two lines are parallel These Lines All Have the SAME Slope

Page 25: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx25

Bruce Mayer, PE Chabot College Mathematics

Example Parallel Lines Determine whether the graphs of the

lines y = −2x − 3 and 8x + 4y = −6 are parallel.

SOLUTION• Solve General

Equation for y

8 4 6x y

4 8 6y x

1 8 64

y x

322

y x

• Thus the Eqns are– y = −2x − 3 – y = −2x − 3/2

Page 26: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx26

Bruce Mayer, PE Chabot College Mathematics

Example Parallel Lines The Eqns y = −2x − 3 & y = −2x − 3/2

show that• m1 = m2 = −2• −3 = b1 ≠ b2 = −3/2

Thus the LinesARE Parallel• The Graph confirms

the Parallelism

Page 27: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx27

Bruce Mayer, PE Chabot College Mathematics

Example ║& ┴ Lines Find equations in general form for the

lines that pass through the point (4, 5) and are (a) parallel to & (b) perpendicular to the line 2x − 3y + 4 = 0

SOLUTION• Find the Slope by

ReStating the Line Eqn in Slope-Intercept Form

2x 3y 4 0 3y 2x 4

y 23

x 43

32m

Page 28: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx28

Bruce Mayer, PE Chabot College Mathematics

Example ║& ┴ Lines SOLUTION cont.

• Thus Any line parallel to the given line must have a slope of 2/3

• Now use the GivenPoint, (4,5) in thePt-Slope Line Eqn

y y1 m x x1

y 5 23

x 4

3 y 5 2 x 4 3y 15 2x 8

3y 2x 7 02x 3y 7 0

Thus ║- Line Eqn

732 yx

Page 29: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx29

Bruce Mayer, PE Chabot College Mathematics

Example ║& ┴ Lines SOLUTION cont.

• Any line perpendicular to the given line must have a slope of −3/2

• Now use the GivenPoint, (4,5) in thePt-Slope Line Eqn

y y1 m x x1

y 5 32

x 4

2 y 5 3 x 4 2y 10 3x 12

3x 2y 22 0 Thus ┴ Line Eqn

2223 yx

Page 30: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx30

Bruce Mayer, PE Chabot College Mathematics

Example ║& ┴ Lines SOLUTION Graphically

Page 31: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx31

Bruce Mayer, PE Chabot College Mathematics

Scatter on plots on XY-Plane A scatter plot usually

shows how an EXPLANATORY, or independent, variable affects a RESPONSE, or Dependent Variable

Sometimes the SHAPE of the scatter reveals a relationship

Shown Below is a Conceptual Scatter plot that could Relate the RESPONSE to some EXCITITATION

Page 32: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx32

Bruce Mayer, PE Chabot College Mathematics

Linear Fit by Guessing The previous plot

looks sort of Linear We could use a

Ruler to draw a y = mx+b line thru the data

But • which Line is

BETTER?• and WHY?

Page 33: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx33

Bruce Mayer, PE Chabot College Mathematics

Least Squares Curve Fitting Numerical Software such as Scientific

Calculators, MSExcel, and MATLAB calc the “best” m&b• How are these Calculations Made?

Almost All “Linear Regression” methods use the “Least Squares” Criterion

Page 34: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx34

Bruce Mayer, PE Chabot College Mathematics

Least Squares

y

kk yx ,

hbmxy kL

mbyx k

L

x

To make a Good Fit, MINIMIZE the |GUESS − data| distance by one of

22

2

2

yx

yxh

ybmxy

xm

byx

kk

kk

data

Best Guess-y

Best Guess-x

Page 35: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx35

Bruce Mayer, PE Chabot College Mathematics

Least Squares cont.

Almost All Regression Methods minimize theSum of the Vertical Distances, J:

§7.4 shows that for Minimum “J”

• What a Mess!!!– For more info, please take ENGR/MTH-25

n

kkyJ

1

2

22

2

22

xxn

xyxyxb

xnx

xynyxm bestbest

Page 36: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx36

Bruce Mayer, PE Chabot College Mathematics

DropOut Rates Scatter Plot Given Column

Chart Read Chart to Construct T-table

Year x = Yr-1970 y = %1970 0 15%1980 10 14.1%1990 20 12.1%1996 26 11.1%1997 27 11.0%2000 30 10.9%2001 31 10.7%

Use T-table to Make Scatter Plot on the next Slide

Page 37: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx37

Bruce Mayer, PE Chabot College Mathematics

SCATTER PLOT: % of USA High School Students Dropping Out

0%

2%

4%

6%

8%

10%

12%

14%

16%

0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32

x (years since 1970)

y (%

USA

HiS

choo

l Dro

pOut

s)

M55_§JBerland_Graphs_0806.xls

Zoom-in to more accurately calc the Slope

Page 38: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx38

Bruce Mayer, PE Chabot College Mathematics

SCATTER PLOT: % of USA High School Students Dropping Out

10%

11%

12%

13%

14%

15%

16%

0 4 8 12 16 20 24 28 32

x (years since 1970)

y (%

USA

HiS

choo

l Dro

pOut

s)

M55_§JBerland_Graphs_0806.xls

%3Rise

yrs 20Run

“Best” Line(EyeBalled)

Intercept 15.2%

(x1,y1) = (8yr, 14%)

Page 39: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx39

Bruce Mayer, PE Chabot College Mathematics

DropOut Rates Scatter Plot Calc Slope from

Scatter Plot Measurements

yr% 15.020

%3runrise

myrs

m

Read Intercept from Measurement

%.2150 xyb

Thus the Linear Model for the Data in SLOPE-INTER Form

%.%. 215150

x

yry

To Find Pt-Slp Form use Known-Pt from Scatter Plot• (x1,y1) = (8yr, 14%)

Page 40: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx40

Bruce Mayer, PE Chabot College Mathematics

DropOut Rates Scatter Plot Thus the Linear

Model for the Data in PT-SLOPE Form

yrxyr

y

xxmyy

815014

11

%.%

Now use Slp-Inter Eqn to Extrapolate to DropOut-% in 2010

X for 2010 → x = 2010 − 1970 = 40

In Equation

%.%.%

%.%.

292156

21540150

2010

2010

2010

yy

yryr

y

The model Predicts a DropOut Rate of 9.2% in 2010

Page 41: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx41

Bruce Mayer, PE Chabot College Mathematics

SCATTER PLOT: % of USA High School Students Dropping Out

8%

9%

10%

11%

12%

13%

14%

15%

16%

0 5 10 15 20 25 30 35 40

x (years since 1970)

y (%

USA

HiS

choo

l Dro

pOut

s)

M55_§JBerland_Graphs_0806.xls

9.2%(Actually 7.4%)

Page 42: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx42

Bruce Mayer, PE Chabot College Mathematics

Replace EyeBall by Lin Regress Use MSExcel commands for LinReg

• WorkSheet → SLOPE & INTERCEPT Comands

• Plot → Linear TRENDLINE By MSExcel

Slope → -0.0015 -0.15% ← Slope in %Intercept → 0.1518 15.18% ← Intercept in %

R2 → 0.9816 98.16% ←Goodness in %

M15_Drop_Out_Linear_Regression_1306.xlsx

Page 43: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx43

Bruce Mayer, PE Chabot College Mathematics

Official Stats on DropOutsStatus dropout rates of 16- through 24-year-olds in the civilian, noninstitutionalized

population, by race/ethnicity: Selected years, 1990-2010

Year Total1

Race/ethnicity

White Black Hispanic AsianNative

Americans1990 12.1 9.0 13.2 32.4 4.9! 16.4!1995 12.0 8.6 12.1 30.0 3.9 13.4!1998 11.8 7.7 13.8 29.5 4.1 11.81999 11.2 7.3 12.6 28.6 4.3 ‡2000 10.9 6.9 13.1 27.8 3.8 14.02001 10.7 7.3 10.9 27.0 3.6 13.12002 10.5 6.5 11.3 25.7 3.9 16.82003 9.9 6.3 10.9 23.5 3.9 15.02004 10.3 6.8 11.8 23.8 3.6 17.02005 9.4 6.0 10.4 22.4 2.9 14.02006 9.3 5.8 10.7 22.1 3.6 14.72007 8.7 5.3 8.4 21.4 6.1 19.32008 8.0 4.8 9.9 18.3 4.4 14.62009 8.1 5.2 9.3 17.6 3.4 13.22010 7.4 5.1 8.0 15.1 4.2 12.4

http://nces.ed.gov/fastfacts/display.asp?id=16SOURCE: U.S. Department of Education, National Center for Education Statistics. (2012). The Condition of Education 2012 (NCES 2012-045.

! Interpret data with caution. The coefficient of variation (CV) for this estimate is 30 percent or greater.‡ Reporting standards not met (too few cases).1 Total includes other race/ethnicity categories not separately shown.

Page 44: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx44

Bruce Mayer, PE Chabot College Mathematics

WhiteBoard Work Problem §1.3-56

• For the “Foodies”in the Class

Mix x ounces of Food-I and y ounces of Food-II to make a Lump of Food-Mix that contains exactly:• 73 grams of Carbohydrates• 46 grams of Protein

Food Carb/oz (g) Prot/oz (g)I 3 2II 5 3

Page 45: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx45

Bruce Mayer, PE Chabot College Mathematics

All Done for Today

USAHiSchl

DropOuts

Page 46: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx46

Bruce Mayer, PE Chabot College Mathematics

Bruce Mayer, PELicensed Electrical & Mechanical Engineer

[email protected]

Chabot Mathematics

Appendix

srsrsr 22

Page 47: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx47

Bruce Mayer, PE Chabot College Mathematics

Page 48: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx48

Bruce Mayer, PE Chabot College Mathematics

Page 49: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx49

Bruce Mayer, PE Chabot College Mathematics

Page 50: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx50

Bruce Mayer, PE Chabot College Mathematics

Page 51: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx51

Bruce Mayer, PE Chabot College Mathematics

Page 52: Bruce Mayer, PE Licensed Electrical & Mechanical Engineer BMayer@ChabotCollege.edu

[email protected] • MTH15_Lec-03_sec_1-3_Lines_LinearFcns_.pptx52

Bruce Mayer, PE Chabot College Mathematics