Module 250 Xls 1 Sol

7/25/2019 Module 250 Xls 1 Sol

1/64

Pratique des biostatistiques www.fundp.ac.bA propos du

Ralise l!"nal#se en compostantes principales dles rsultats.

Reference$ U.%. Department of &abor %tatistics"ut'oriation$ free useDescription$ Properties of () %tandard *etropolit,ensus ureau desination of t'e reion aroundcollected from a variet# of sources.

1'e data include information on t'e social and e

areas0 on t'eir climate0 and some indices of air pNumber of cases$ ()2ariable Names$3 cit#$ ,it# name4 5an1emp$ *ean 5anuar# temperature +derees7 5ul#1emp$ *ean 5ul# temperature +derees 6ar8 Rel9um$ Relative 9umidit#

: Rain$ "nnual rainfall +inc'es( *ortalit#$ "e ad;usted mortalit#< Education$ *edian education= PopDensit#$ Population densit#> ?Non@'ite$ Percentae of non w'ites3) ?@,$ Percentae of w'ite collar worAers33 pop$ Population

34 pop/'ouse$ Population per 'ouse'old37 income$ *edian income38 9,Pot$ 9, pollution potential3: NBxPot$ Nitrous Bxide pollution potential3( %B4Pot$ %ulfur Dioxide pollution potential
http://webcampus.fundp.ac.be/BIOSTAT/document/docbiostats/Charte_copy.pdfhttp://webcampus.fundp.ac.be/BIOSTAT/document/docbiostats/Charte_copy.pdf


2/64

city Mortality JanTemp JulyTemp RelHum

Akron, OH 921.87 27 71 59Albany-Schenectady-Troy, NY 997.87 23 72 57Allentown, Bethlehem, PA-NJ 92.35 29 7! 5!Atlanta, GA 982.29 !5 79 5Baltimore, MD 1"71.29 35 77 55Birmingham, AL 1"3".38 !5 8" 5!Boston, MA 93!.7 3" 7! 5Bridgeport-Milford, CT 899.53 3" 73 5Buffalo, NY 1""1.9 2! 7" 1Canton, OH 912.35 27 72 59Chattanooga, TN-GA 1"17.1 !2 79 5Chicago, IL 1"2!.89 2 7 58Cincinnati, OH-KY-IN 97".!7 3! 77 57Cleveland, OH 985.95 28 71 "Columbus, OH 958.8! 31 75 58Dallas, TX 8".1 ! 85 5!Dayton-Springfield, OH 93.23 3" 75 58Denver, CO 871.77 3" 73 38Detroit, MI 959.22 27 7! 59Flint, MI 9!1.18 2! 72 1Grand Rapids, MI 871.3! 2! 72 1Greensboro-Winston-Salem-High Point, 971.12 !" 77 53Hartford, CT 887.!7 27 72 5Houston, TX 952.53 55 8! 59Indianapolis, IN 98.7 29 75 "Kansas City, MO 919.73 31 81 55Lancaster, PA 8!!."5 32 7! 5!Los Angeles, Long Beach, CA 81.2 53 8 !7Louisville, KY-IN 989.2 35 71 57


3/64

Memphis, TN-AR-MS 1"".!9 !2 82 59Miami-Hialeah, FL 81.!! 7 82 "Milwaukee, WI 929.15 2" 9 !Minneapolis-St. Paul, MN-WI 857.2 12 73 58Nashville, TN 91."1 !" 8" 5New Haven-Meriden, CT 923.23 3" 72 58New Orleans, LA 1113.1 5! 81 2New York, NY 99!.5 33 77 58Philadelphia, PA-NJ 1"15."2 32 7 5!Pittsburgh, PA 991.29 29 72 5Portland, OR 893.99 38 7 73Providence, RI 938.5 29 72 5Reading, PA 9!.19 33 77 5!Richmond-Petersburg, VA 1"25.5 39 78 53Rochester, NY 87!.28 25 72 "St. Louis, MO-IL 953.5 32 79 57San Diego, CA

839.71 55 7" 1San Francisco, CA 911.7 !8 3 71San Jose, CA 79".73 !9 8 71Seattle, WA 899.2 !" ! 72Springfield, MA 9"!.1 28 7! 5Syracuse, NY 95".7 2! 72 1Toledo, OH 972.! 2 73 59Utica-Rome, NY 912.2 23 71 "Washington, DC-MD-VA 97.8 37 78 52Wichita, KS 823.7 32 81 5!Wilmington, DE-NJ-MD 1""3.5 33 7 5

Worcester, MA 895.7 2! 7" 5York, PA 911.82 33 7 5!Youngstown-Warren, OH 95!.!! 28 72 58

source
http://lib.stat.cmu.edu/DASL/Datafiles/SMSA.htmlhttp://lib.stat.cmu.edu/DASL/Datafiles/SMSA.html


4/64

/biostats Eric Depiereux - Universit de Namur

ces donnes et commente

n %tatistical "reas +a standardcit# in t'e United %tates0

onomic conditions in t'ese

llution potentials.

6aren'eiten'eit


5/64

Rain #ducation $op%ensity &'on()ite &(* pop pop+)ouse

3 11.! 32!3 8.8 !2. "328 3.3!

35 11 !281 3.5 5".7 83588" 3.1!

!! 9.8 !2" ".8 39.! 35!81 3.21

!7 11.1 3125 27.1 5".2 2138231 3.!1

!3 9. !!1 2!.! !3.7 2199531 3.!!

53 1".2 3325 38.5 !3.1 8839! 3.!5

!3 12.1 !79 3.5 !9.2 28"5911 3.23

!5 1". 21!" 5.3 !".! !38557 3.29

3 1".5 582 8.1 !2.5 1"15!72 3.31

3 1".7 !213 .7 !1 !"!!21 3.3

52 9. 23"2 22.2 !1.3 !25!" 3.39

33 1".9 122 1.3 !!.9 "387 3.2

!" 1".2 !1"1 13 !5.7 1!"1!91 3.21

35 11.1 3"!2 1!.7 !!. 1898825 3.29

37 11.9 !259 13.1 !9. 12!833 3.2

35 11.8 1!!1 1!.8 51.2 1957378 3.22

3 11.! !"29 12.! !! 9!2"83 3.35

15 12.2 !82! !.7 53.1 1!2883 3.15

31 1".8 !83! 15.8 !3.5 !!88"72 3.!!

3" 1".8 39! 13.1 33.8 !5"!!9 3.53

31 1".9 322 5.1 !5.2 "18" 3.37

!2 1".! 229 22.7 !1.! 851851 3.!5

!3 11.5 29"9 7.2 51. 715923 3.25

! 11.! 2!7 21 !.9 27357 3.35

39 11.! !!12 15. !. 11575 3.23

35 12 322 12. !8. 91!!27 3.1

!3 9.5 321! 2.9 !3.7 323! 3.38

11 12.1 !7"" 7.8 !8.9 7!775"3 2.

3" 9.9 !!7! 13.1 !2. 9575 3.37


6/64

5" 1".! 3!97 3.7 !3.3 913!72 3.!9

" 11.5 !57 13.5 !7.3 125781 2.5

3" 11.1 293! 5.8 !! 13971!3 3.2

25 12.1 2"95 2 51.9 2137133 3.28

!5 1".1 282 21 !.1 85"5"5 3.32

! 11.3 3327 8.8 !5.3 5""!7! 3.1

5! 9.7 3172 31.! !5.5 12525 3.3

!2 1".7 7!2 11.3 !8.7 827!91 3."3

!2 1".5 "92 17.5 !5.3 !71818 3.32

3 1". 3!37 8.1 !5.5 221887" 3.32

37 12 3387 3. 5".3 11"599 2.

!2 1".1 35"8 2.2 38.8 1851! 3.1

!1 9. !8!3 2.7 38. 3125"9 3."8

!! 11 378 28. !9.5 71311 3.32

32 11.1 !355 5 !.! 97123" 3.21

3! 9.7 51" 17.2 !5.1 18"821 3.23

1" 12.1 3"33 5.9 51 1818! 3.1118 12.2 !253 13.7 51.2 1!88871 2.92

13 12.2 27"2 3 51.9 1295"71 3.3

35 12.2 32 5.7 5!.3 1"7!9 3."2

!5 11.1 1883 3.! !1.9 515259 3.21

38 11.! !923 3.8 5".5 !2971 3.3!

31 1".7 32!9 9.5 !3.9 18! 3.22

!" 1".3 171 2.5 !7.! 32"18" 3.28

!2 12.3 53"8 25.9 59.7 325"822 3.25

28 12.1 35 7.5 51. !11313 3.27

5 11.3 3152 12.1 !7.3 523221 3.39

5 11.1 378 1 !!.8 !"2918 3.252 9 999 !.8 2.2 381255 3.22

38 1".7 3!51 11.7 37.5 53135" 3.!8


7/64


8/64

income H*$ot ',-$ot "2$ot ',-

295" 21 15 59 15

31!58 8 1" 39 1"

3185 33

32!52 18 8 2! 8

3238 !3 38 2" 38

27835 3" 32 72 32

3!! 21 32 2 32

!7258 ! ! !

312!8 18 12 37 12

29"89 12 7 2" 7

25782 18 8 27 8

3593 88 3 278 3

31!27 2 2 1! 2

3572" 31 21 ! 21

2971 23 9 15 9

3879 1 1 1 1

3"232 ! 1 !

39"99 17 8 28 8

33858 52 35 12! 35

32""" 11 ! 11 !

29915 5 3 1" 3

29!5" 8 3 5 3

3755 7 3 1" 3

39558 5 1 5

31!1 13 7 33 7

3"783 7 ! ! !

3"2!8 11 7 32 7

32! !8 319 13" 319

2921 38 37 193 37


9/64

2791" 15 18 3! 18

328"8 3 1 1 1

35272 33 23 125 23

35871 2" 11 2 11

28!1 17 1! 78 1!

3!3! ! 3 8 3

327"! 2" 17 1 17

3"!7 !1 2 1"8 2

33!!9 29 32 11 32

3293! !5 59 23 59

33"2" 5 21 !! 21

3""9! ! 18 !

32!!9 11 11 89 11

3351" 12 9 !8 9

3!89 7 ! 18 !

3!5! 31 15 8 15

3258 1!! 2" !79 311 171 8 171

!199! 1"5 32 3 32

37"9 2" 7 2" 7

29327 5 1 2" 1

3"11! 8 5 25 5

3"!97 11 7 25 7

273"5 5 2 11 2

!1888 5 28 1"2 28

3!812 ! 2 1 2

33927 1! 11 !2 11

2937! 7 3 8 328985 8 8 !9 8

289" 1! 13 39 13


10/64

Pratique des biostatistiques www.fundp.ac.bcity Mortality JanTemp JulyTemp RelHumAkron, OH 921.87 27 71 59Albany-Schenectady-Troy, NY 997.87 23 72 57Allentown, Bethlehem, PA-NJ 92.35 29 7! 5!

Atlanta, GA 982.29 !5 79 5Baltimore, MD 1"71.29 35 77 55Birmingham, AL 1"3".38 !5 8" 5!Boston, MA 93!.7 3" 7! 5Bridgeport-Milford, CT 899.53 3" 73 5Buffalo, NY 1""1.9 2! 7" 1Canton, OH 912.35 27 72 59Chattanooga, TN-GA 1"17.1 !2 79 5Chicago, IL 1"2!.89 2 7 58Cincinnati, OH-KY-IN 97".!7 3! 77 57Cleveland, OH 985.95 28 71 "

Columbus, OH 958.8! 31 75 58Dallas, TX 8".1 ! 85 5!Dayton-Springfield, OH 93.23 3" 75 58Denver, CO 871.77 3" 73 38Detroit, MI 959.22 27 7! 59Flint, MI 9!1.18 2! 72 1Grand Rapids, MI 871.3! 2! 72 1Greensboro-Winston-Salem-High Point, 971.12 !" 77 53Hartford, CT 887.!7 27 72 5Houston, TX 952.53 55 8! 59Indianapolis, IN 98.7 29 75 "

Kansas City, MO 919.73 31 81 55Lancaster, PA 8!!."5 32 7! 5!Los Angeles, Long Beach, CA 81.2 53 8 !7Louisville, KY-IN 989.2 35 71 57Memphis, TN-AR-MS 1"".!9 !2 82 59Miami-Hialeah, FL 81.!! 7 82 "Milwaukee, WI 929.15 2" 9 !Minneapolis-St. Paul, MN-WI 857.2 12 73 58Nashville, TN 91."1 !" 8" 5New Haven-Meriden, CT 923.23 3" 72 58New Orleans, LA 1113.1 5! 81 2

New York, NY 99!.5 33 77 58Philadelphia, PA-NJ 1"15."2 32 7 5!Pittsburgh, PA 991.29 29 72 5Portland, OR 893.99 38 7 73Providence, RI 938.5 29 72 5Reading, PA 9!.19 33 77 5!Richmond-Petersburg, VA 1"25.5 39 78 53Rochester, NY 87!.28 25 72 "

A propos du

75" 8"" 85" 9"" 95" 1"""

"

".5

1

1.5

2

2.5

3

3.5

!

$asser en re/ue les /aria0les cliuer sur les points saisir les donn4es encadr4es et aire 6li .

%tatistiques univariede la line 6ort @ort'manquantesNBxPot et Nox redondNox1ransformation de po

%)4Pot en &BC


11/64


12/64

/biostats Eric Depiereux - Universit de NamurRain #ducation $op%ensity &'on()ite &(* pop pop+)ouse

3 11.! 32!3 8.8 !2. "328 3.3!

35 11 !281 3.5 5".7 83588" 3.1!

!! 9.8 !2" ".8 39.! 35!81 3.21

!7 11.1 3125 27.1 5".2 2138231 3.!1!3 9. !!1 2!.! !3.7 2199531 3.!!

53 1".2 3325 38.5 !3.1 8839! 3.!5

!3 12.1 !79 3.5 !9.2 28"5911 3.23

!5 1". 21!" 5.3 !".! !38557 3.29

3 1".5 582 8.1 !2.5 1"15!72 3.31

3 1".7 !213 .7 !1 !"!!21 3.3

52 9. 23"2 22.2 !1.3 !25!" 3.39

33 1".9 122 1.3 !!.9 "387 3.2

!" 1".2 !1"1 13 !5.7 1!"1!91 3.21

35 11.1 3"!2 1!.7 !!. 1898825 3.29

37 11.9 !259 13.1 !9. 12!833 3.235 11.8 1!!1 1!.8 51.2 1957378 3.22

3 11.! !"29 12.! !! 9!2"83 3.35

15 12.2 !82! !.7 53.1 1!2883 3.15

31 1".8 !83! 15.8 !3.5 !!88"72 3.!!

3" 1".8 39! 13.1 33.8 !5"!!9 3.53

31 1".9 322 5.1 !5.2 "18" 3.37

!2 1".! 229 22.7 !1.! 851851 3.!5

!3 11.5 29"9 7.2 51. 715923 3.25

! 11.! 2!7 21 !.9 27357 3.35

39 11.! !!12 15. !. 11575 3.23

35 12 322 12. !8. 91!!27 3.1!3 9.5 321! 2.9 !3.7 323! 3.38

11 12.1 !7"" 7.8 !8.9 7!775"3 2.

3" 9.9 !!7! 13.1 !2. 9575 3.37

5" 1".! 3!97 3.7 !3.3 913!72 3.!9

" 11.5 !57 13.5 !7.3 125781 2.5

3" 11.1 293! 5.8 !! 13971!3 3.2

25 12.1 2"95 2 51.9 2137133 3.28

!5 1".1 282 21 !.1 85"5"5 3.32

! 11.3 3327 8.8 !5.3 5""!7! 3.1

5! 9.7 3172 31.! !5.5 12525 3.3

!2 1".7 7!2 11.3 !8.7 827!91 3."3!2 1".5 "92 17.5 !5.3 !71818 3.32

3 1". 3!37 8.1 !5.5 221887" 3.32

37 12 3387 3. 5".3 11"599 2.

!2 1".1 35"8 2.2 38.8 1851! 3.1

!1 9. !8!3 2.7 38. 3125"9 3."8

!! 11 378 28. !9.5 71311 3.32

32 11.1 !355 5 !.! 97123" 3.21

1"5" 11"" 115"

ser. *liuer sur la-e des ordonn4es on6let ec)elle pour selec tionner le lo6arit)me.

pop+)ouse

$ suppression+donnes

antes supprimer

9,Pot NBxPot


13/64

3! 9.7 51" 17.2 !5.1 18"821 3.23

1" 12.1 3"33 5.9 51 1818! 3.11

18 12.2 !253 13.7 51.2 1!88871 2.92

13 12.2 27"2 3 51.9 1295"71 3.3

35 12.2 32 5.7 5!.3 1"7!9 3."2

!5 11.1 1883 3.! !1.9 515259 3.21

38 11.! !923 3.8 5".5 !2971 3.3!

31 1".7 32!9 9.5 !3.9 18! 3.22

!" 1".3 171 2.5 !7.! 32"18" 3.28

!2 12.3 53"8 25.9 59.7 325"822 3.25

28 12.1 35 7.5 51. !11313 3.27

5 11.3 3152 12.1 !7.3 523221 3.39

5 11.1 378 1 !!.8 !"2918 3.25

2 9 999 !.8 2.2 381255 3.22

38 1".7 3!51 11.7 37.5 53135" 3.!8


14/64

income H*$ot ',-$ot "2$ot ',-

295" 21 15 59 15

31!58 8 1" 39 1"

3185 33

32!52 18 8 2! 83238 !3 38 2" 38

27835 3" 32 72 32

3!! 21 32 2 32

!7258 ! ! !

312!8 18 12 37 12

29"89 12 7 2" 7

25782 18 8 27 8

3593 88 3 278 3

31!27 2 2 1! 2

3572" 31 21 ! 21

2971 23 9 15 93879 1 1 1 1

3"232 ! 1 !

39"99 17 8 28 8

33858 52 35 12! 35

32""" 11 ! 11 !

29915 5 3 1" 3

29!5" 8 3 5 3

3755 7 3 1" 3

39558 5 1 5

31!1 13 7 33 7

3"783 7 ! ! !3"2!8 11 7 32 7

32! !8 319 13" 319

2921 38 37 193 37

2791" 15 18 3! 18

328"8 3 1 1 1

35272 33 23 125 23

35871 2" 11 2 11

28!1 17 1! 78 1!

3!3! ! 3 8 3

327"! 2" 17 1 17

3"!7 !1 2 1"8 233!!9 29 32 11 32

3293! !5 59 23 59

33"2" 5 21 !! 21

3""9! ! 18 !

32!!9 11 11 89 11

3351" 12 9 !8 9

3!89 7 ! 18 !


15/64

3!5! 31 15 8 15

3258 1!! 2"

!79 311 171 8 171

!199! 1"5 32 3 32

37"9 2" 7 2" 7

29327 5 1 2" 1

3"11! 8 5 25 5

3"!97 11 7 25 7

273"5 5 2 11 2

!1888 5 28 1"2 28

3!812 ! 2 1 2

33927 1! 11 !2 11

2937! 7 3 8 3

28985 8 8 !9 8

289" 1! 13 39 13


16/64

Pratique des biostatistiques www.fundp.ac.b

city Mortality JanTemp JulyTemp RelHumAkron, OH 921.87 27 71 59Albany-Schenectady-Troy, NY 997.87 23 72 57Allentown, Bethlehem, PA-NJ 92.35 29 7! 5!Atlanta, GA 982.29 !5 79 5Baltimore, MD 1"71.29 35 77 55Birmingham, AL 1"3".38 !5 8" 5!Boston, MA 93!.7 3" 7! 5Bridgeport-Milford, CT 899.53 3" 73 5Buffalo, NY 1""1.9 2! 7" 1Canton, OH 912.35 27 72 59Chattanooga, TN-GA 1"17.1 !2 79 5Chicago, IL 1"2!.89 2 7 58Cincinnati, OH-KY-IN 97".!7 3! 77 57Cleveland, OH 985.95 28 71 "Columbus, OH 958.8! 31 75 58Dallas, TX 8".1 ! 85 5!Dayton-Springfield, OH 93.23 3" 75 58Denver, CO 871.77 3" 73 38Detroit, MI 959.22 27 7! 59Flint, MI 9!1.18 2! 72 1Grand Rapids, MI 871.3! 2! 72 1Greensboro-Winston-Salem-High Point, 971.12 !" 77 53Hartford, CT 887.!7 27 72 5Houston, TX 952.53 55 8! 59Indianapolis, IN 98.7 29 75 "Kansas City, MO 919.73 31 81 55Lancaster, PA 8!!."5 32 7! 5!Los Angeles, Long Beach, CA 81.2 53 8 !7Louisville, KY-IN 989.2 35 71 57Memphis, TN-AR-MS 1"".!9 !2 82 59Miami-Hialeah, FL 81.!! 7 82 "Milwaukee, WI 929.15 2" 9 !Minneapolis-St. Paul, MN-WI 857.2 12 73 58Nashville, TN 91."1 !" 8" 5New Haven-Meriden, CT 923.23 3" 72 58New Orleans, LA 1113.1 5! 81 2New York, NY 99!.5 33 77 58Philadelphia, PA-NJ 1"15."2 32 7 5!Pittsburgh, PA 991.29 29 72 5Portland, OR 893.99 38 7 73Providence, RI 938.5 29 72 5Reading, PA 9!.19 33 77 5!Richmond-Petersburg, VA 1"25.5 39 78 53

A propos du

75" 8"" 85" 9"" 95" 1""" 1"5" 11

"

5

1"

15

2"

25

3"

35

!"

!5

R : ".!18"3!77"7

$asser en re/ue les /aria0les cliuer sur les points saisir les donn4es encadr4es et aire 6li .


17/64

Rochester, NY 87!.28 25 72 "St. Louis, MO-IL 953.5 32 79 57San Diego, CA 839.71 55 7" 1San Francisco, CA 911.7 !8 3 71San Jose, CA 79".73 !9 8 71Seattle, WA 899.2 !" ! 72Springfield, MA 9"!.1 28 7! 5Syracuse, NY 95".7 2! 72 1Toledo, OH 972.! 2 73 59Utica-Rome, NY 912.2 23 71 "Washington, DC-MD-VA 97.8 37 78 52Wichita, KS 823.7 32 81 5!Wilmington, DE-NJ-MD 1""3.5 33 7 5Worcester, MA 895.7 2! 7" 5York, PA 911.82 33 7 5!Youngstown-Warren, OH 95!.!! 28 72 58

moyenne 9!1.17 33.8" 7!.!1 57.75

/ariance 389.!2 1"3." 21.18 28.95

mod>le 0" 01

".95!"3 ?"."53779

".173!3"29 1 8.8

".!7222727 1 3.5

".2!!!! 1 ".8

?".8582!9! 1 27.1

?".7""!71 1 2!.!?1.5""9"32 1 38.5

".!7222727 1 3.5

".37"7!9"5 1 5.3

".21289!"! 1 8.1

".2918215! 1 .7

?".582"187 1 22.2

?".2!93952 1 1.3

?"."335222 1 13

?".1591927 1 1!.7

?"."89899 1 13.1

?".1!83"!! 1 1!.8

?"."295215 1 12.!

".!"!57512 1 !.7

?".2212"723 1 15.8

?"."89899 1 13.1

".382"2!!1 1 5.1

?".1"2"7"7 1 22.7

".233315 1 7.2

source
http://lib.stat.cmu.edu/DASL/Datafiles/SMSA.htmlhttp://lib.stat.cmu.edu/DASL/Datafiles/SMSA.html


18/64

?".51!353 1 21

?".2"993187 1 15.

?"."!"8"151 1 12.

".5""533! 1 2.9

".2298"7"8 1 7.8

?"."89899 1 13.1

?1.399!821 1 3.7

?"."915!"2 1 13.5

".3!25"5 1 5.8

".55792!5 1 2

?".51!353 1 21

".173!3"29 1 8.8

?1.1""8513 1 31.!

"."32!8832 1 11.3

?".317"!777 1 17.5

".21289!"! 1 8.1

".!58959 1 3.

".5!5517"9 1 2.2".5173287 1 2.7

?".9!283"12 1 28.

".3872"9 1 5

?".3""13!73 1 17.2

".3392298 1 5.9

?".1"281597 1 13.7

".5""!15 1 3

".3!819833 1 5.7

".!778!95 1 3.!

".!5531!23 1 3.8

".13395! 1 9.5

".528"!" 1 2.5

?".79"1279 1 25.9

".2!72"11 1 7.5

?"."121311 1 12.1

".13192! 1 1

".398937!! 1 !.8

".""9937 1 11.7

moyenne 1.9993#?"15

/ariance ".2573"8R2 ."37#?""5


19/64

/biostats Eric Depiereux - Universit de Namur

Rain #ducation $op%ensity &'on()ite &(* ;,@ pop pop+)ouse

3 11.! 32!3 8.8 !2. 5.81975971 3.3!

35 11 !281 3.5 5".7 5.9221!393 3.1!

!! 9.8 !2" ".8 39.! 5.8"31"257 3.21

!7 11.1 3125 27.1 5".2 .33""5!2 3.!1

!3 9. !!1 2!.! !3.7 .3!233""9 3.!!

53 1".2 3325 38.5 !3.1 5.9!!2573 3.!5

!3 12.1 !79 3.5 !9.2 .!!8"7389 3.23

!5 1". 21!" 5.3 !".! 5.!2"2"5 3.29

3 1".5 582 8.1 !2.5 .""795 3.31

3 1".7 !213 .7 !1 5."8337 3.3

52 9. 23"2 22.2 !1.3 5.299597 3.39

33 1".9 122 1.3 !!.9 5.7827!988 3.2

!" 1".2 !1"1 13 !5.7 .1!59"31 3.21

35 11.1 3"!2 1!.7 !!. .278!8!9! 3.29

37 11.9 !259 13.1 !9. 5."9329!1 3.2

35 11.8 1!!1 1!.8 51.2 .2917!7 3.22

3 11.! !"29 12.! !! 5.97!"8917 3.35

15 12.2 !82! !.7 53.1 .15!98238 3.15

31 1".8 !83! 15.8 !3.5 .52"5982 3.!!

3" 1".8 39! 13.1 33.8 5.53!53 3.53

31 1".9 322 5.1 !5.2 5.7793558 3.37

!2 1".! 229 22.7 !1.! 5.93"33! 3.!5

!3 11.5 29"9 7.2 51. 5.85!831 3.25

! 11.! 2!7 21 !.9 .!37"7895 3.35

39 11.! !!12 15. !. ."9127 3.23

35 12 322 12. !8. 5.911!9"! 3.1

!3 9.5 321! 2.9 !3.7 5.559123!7 3.38

11 12.1 !7"" 7.8 !8.9 .87375 2.

3" 9.9 !!7! 13.1 !2. 5.98"8"119 3.37

5" 1".! 3!97 3.7 !3.3 5.9"952! 3.!9

" 11.5 !57 13.5 !7.3 .211"2"! 2.5

3" 11.1 293! 5.8 !! .1!52!"8 3.2

25 12.1 2"95 2 51.9 .32983155 3.28

!5 1".1 282 21 !.1 5.929787 3.32

! 11.3 3327 8.8 !5.3 5.9938152 3.1

5! 9.7 3172 31.! !5.5 ."99"7815 3.3

!2 1".7 7!2 11.3 !8.7 .917759 3."3

!2 1".5 "92 17.5 !5.3 .73!912 3.32

3 1". 3!37 8.1 !5.5 .3!1318 3.32

37 12 3387 3. 5".3 ."!3392 2.

!2 1".1 35"8 2.2 38.8 5.7913!953 3.1

!1 9. !8!3 2.7 38. 5.!9!8253 3."8

!! 11 378 28. !9.5 5.881521 3.32

"" 115"

ser. *liuer sur la-e des ordonn4es on6let ec)elle pour selec tionner le lo6arit)me.

&'on()ite

;inear


20/64

32 11.1 !355 5 !.! 5.987322"9 3.21

3! 9.7 51" 17.2 !5.1 .2573!757 3.23

1" 12.1 3"33 5.9 51 .299!37 3.11

18 12.2 !253 13.7 51.2 .172857"7 2.92

13 12.2 27"2 3 51.9 .11229358 3.3

35 12.2 32 5.7 5!.3 .2"1!21 3."2

!5 11.1 1883 3.! !1.9 5.712"2559 3.21

38 11.! !923 3.8 5".5 5.8"819139 3.3!

31 1".7 32!9 9.5 !3.9 5.79"189!3 3.22

!" 1".3 171 2.5 !7.! 5.5"539!2 3.28

!2 12.3 53"8 25.9 59.7 .51199319 3.25

28 12.1 35 7.5 51. 5.1!172!! 3.27

5 11.3 3152 12.1 !7.3 5.7188517 3.39

5 11.1 378 1 !!.8 5."5217 3.25

2 9 999 !.8 2.2 5.58121555 3.22

38 1".7 3!51 11.7 37.5 5.72538"8 3.!8

38.51 1".97 391".!9 11.88 !.39 ."" 3.25

133.9! ".72 2"78!8.8! 8".9 25.7" ".13 "."3


21/64


22/64

income ;,@ H*$ot ;,@ ',-$ot ;,@ "2$ot *,R# ?B Mortality295" 1.32221929 1.17"912 1.77"852"1 ?".3"9

31!58 ".9"3"8999 1 1.591"!1 ".9"8

3185 ".77815125 ".77815125 1.5185139! ".339

32!52 1.25527251 ".9"3"8999 1.38"2112! ".59

3238 1.33!8! 1.579783 2.3138722 2."8!

27835 1.!7712125 1.5"51!998 1.8573325 1.!29

3!! 1.32221929 1.5"51!998 1.7923919 ?".1"!

!7258 ".77815125 "."2"5999 "."2"5999 ?".7

312!8 1.25527251 1."7918125 1.582"172 ".973

29"89 1."7918125 ".8!5"98"! 1.3"1"3 ?".!2

25782 1.25527251 ".9"3"8999 1.!31337 1.225

3593 1.9!!!827 1.7993!"55 2.!!!"!!8 1.3!1

31!27 1.!1!97335 1.!1!97335 2.1!3528 ".!9

3572" 1.!91319 1.32221929 1.8"17997 ".717

2971 1.317278! ".95!2!251 1.17"912 ".283

3879 " " " ?1.299

3"232 ".77815125 "."2"5999 1.2"!11998 ?"."79

39"99 1.23"!!892 ".9"3"8999 1.!!7158"3 ?1.112

33858 1.71""33! 1.5!!"8"! 2."93!219 ".289

32""" 1."!13929 "."2"5999 1."!13929 "."""

29915 ".9897 ".!7712125 1 ?1.119

29!5" ".9"3"8999 ".!7712125 ".9897 ".!8"

3755 ".8!5"98"! ".!7712125 1 ?".8"

39558 ".77815125 ".9897 " ".182

31!1 1.1139!335 ".8!5"98"! 1.5185139! ".!!1

3"783 ".8!5"98"! "."2"5999 "."2"5999 ?".3!!

3"2!8 1."!13929 ".8!5"98"! 1.5"51!998 ?1.55

32! 2.811575"1 2.5"379"8 2.1139!335 ?1.28"

2921 1.579783 1.582"172 2.28555731 ".77"

2791" 1.17"912 1.25527251 1.531!7892 1."!

328"8 ".!7712125 " " ?1.277

35272 1.5185139! 1.317278! 2."991""1 ?".193

35871 1.3"1"3 1."!13929 1.!1!97335 ?1.339

28!1 1.23"!!892 1.1!128"! 1.892"9! ".318

3!3! "."2"5999 ".!7712125 ".9"3"8999 ?".287

327"! 1.3"1"3 1.23"!!892 " 2.755

3"!7 1.127838 1.!1!97335 2."33!237 ".857

33!!9 1.!2398 1.5"51!998 2.2"82588 1.183

3293! 1.5321251 1.77"852"1 2.!1995575 ".8"3

33"2" 1.7!8188"3 1.32221929 1.!3!528 ?".75

3""9! ".77815125 "."2"5999 1.25527251 ?"."!3

32!!9 1."!13929 1."!13929 1.9!939""1 "."8"

3351" 1."7918125 ".95!2!251 1.812!12! 1.351


23/64

3!89 ".8!5"98"! "."2"5999 1.25527251 ?1."72

3!5! 1.!91319 1.17"912 1.8325"891 ".198

3258 2.15832!9 1.8195!39! 1.3"1"3 ?1.25

!79 2.!927"39 2.2329911 1.93!!98!5 ?".!72

!199! 2."211893 1.5"51!998 ".!7712125 ?2.!1"

37"9 1.3"1"3 ".8!5"98"! 1.3"1"3 ?".71

29327 ".9897 " 1.3"1"3 ?".593

3"11! ".9"3"8999 ".9897 1.3979!""1 ".152

3"!97 1."!13929 ".8!5"98"! 1.3979!""1 ".5"1

273"5 ".9897 ".3"1"3 1."!13929 ?".!!

!1888 1.8129133 1.!!7158"3 2.""8""17 ".!27

3!812 "."2"5999 ".3"1"3 " ?1.881

33927 1.1!128"! 1."!13929 1.232!929 ".998

2937! ".8!5"98"! ".!7712125 ".9"3"8999 ?".728

28985 ".9"3"8999 ".9"3"8999 1.9"19"8 ?".!7"

289" 1.1!128"! 1.1139!335 1.591"!1 ".213

332!. 1.22 1."2 1.!1 ".""

CCC ".2! ".27 ".!" 1.""

MatriceMortality

Mortality 1.""

JanTemp ?"."2

JulyTemp ".32

RelHum ?".1"

Rain ".!3

#ducation ?".51$op%ensity ".25

&'on()ite ".5

&(* ?".29

;,@ pop "."9

pop+)ouse ".37

income ?".28

;,@ H*$ot ".13

;,@ ',-$ot ".28

;,@ "2$ot ".39

".2MortalityMortalityJanTempJulyTempRelHum

Matrice


24/64

Rain

Education ".2PopDensity%NonWhite ".!2%WC

LOG poppop/houseincomeLOG HCPotLOG NOxPot

LOG S02Pot


25/64

JanTemp JulyTemp RelHum Rain #ducation $op%ensity

?".9 ?".7!" ".233 ?".217 ".51" ?".!3

?1."! ?".523 ?".139 ?".3"3 "."!" ".257

?".!72 ?"."88 ?".9 ".!7! ?1.371 ".2!2

1.1"! ".998 ?".32! ".73! ".157 ?".5!5

".119 ".5! ?".51" ".388 ?1." 1.755

1.1"! 1.215 ?".9 1.252 ?".9"1 ?".!"

?".37! ?"."88 ?".32! ".388 1.333 ".533

?".37! ?".3" ?".32! ".51 ?".!3" ?1.228

?".95 ?".958 "."5 ?".217 ?".5!8 1.853

?".9 ?".523 ".233 ?".217 ?".313 ".21"

".8"8 ".998 ?".32! 1.1 ?1." ?1.11

?".78 ".3! "."!7 ?".!7 ?"."78 1.53!

"."2" ".5! ?".139 ".129 ?".9"1 ".132

?".571 ?".7!" ".!19 ?".3"3 ".157 ?"."2

?".275 ".129 "."!7 ?".13" 1."98 ".2!2

1.2"2 2.3"2 ?".9 ?".3"3 ".98" ?1.713

?".37! ".129 "."!7 ?".217 ".51" "."82

?".37! ?".3" ?3.7" ?2."31 1.!5" ".3!

?".9 ?"."88 ".233 ?".!9 ?".195 ".!1

?".95 ?".523 "."5 ?".735 ?".195 ?".15"

?".95 ?".523 "."5 ?".!9 ?"."78 ?".!75

".11 ".5! ?".882 ".3"2 ?".5 ?1.139

?".9 ?".523 ?".32! ".388 ".28 ?".95

2."89 2."85 ".233 ".!7 ".51" ?".87

?".!72 ".129 ".!19 "."!2 ".51" ".3!8

?".275 1.!33 ?".51" ?".3"3 1.215 ?".!5"

?".177 ?"."88 ?".9 ".388 ?1.723 ?".!83

1.892 ?1.392 ?1.997 ?2.377 1.333 ".5!8

".119 ?".7!" ?".139 ?".735 ?1.253 ".391

".8"8 1.5" ".233 ".993 ?".5 ?".287

3.271 1.5" ".!19 1.857 ".28 ".518

?1.359 ?1.175 1.12 ?".735 ".157 ?".77

?2.1!7 ?".3" "."!7 ?1.17 1.333 ?1.259

".11 1.215 ?".32! ".51 ?1."18 ?".852

?".37! ?".523 "."!7 ".!7 ".393 ?".!"5

1.99" 1.!33 ".791 1.339 ?1.!88 ?".512

?"."78 ".5! "."!7 ".3"2 ?".313 2.!3

?".177 ".3! ?".9 ".3"2 ?".5!8 1.513

?".!72 ?".523 ?".32! ?".217 ?".!3" ?".328

".!1! ?1.1" 2.835 ?".13" 1.215 ?".33

?".!72 ?".523 ?".32! ".3"2 ?1."18 ?".279

?"."78 ".5! ?".9 ".215 ?1." ".!7

".513 ".781 ?".882 ".!7! "."!" ?"."99


26/64

?".8 ?".523 ".!19 ?".52 ".157 ".3"8

?".177 ".998 ?".139 ?".39" ?1.!88 ".87

2."89 ?".958 "."5 ?2.!3 1.333 ?"."9

1.399 ?2.!79 2.!3 ?1.772 1.!5" ".238

1.!98 ?1.392 2.!3 ?2.2"! 1.!5" ?".838

".11 ?2.21 2.!9 ?".3"3 1.!5" ?".197

?".571 ?"."88 ?".32! ".51 ".157 ?1.!"

?".95 ?".523 "."5 ?"."!! ".51" ".7"2

?".78 ?".3" ".233 ?".!9 ?".313 ?".!59

?1."! ?".7!" ".!19 ".129 ?".783 ?1.553

".31 ".781 ?1."8 ".3"2 1.58 ".99

?".177 1.!33 ?".9 ?".9"8 1.333 ?".17"

?"."78 ".3! ?".32! 2.289 ".393 ?".52

?".95 ?".958 ?".32! 2.289 ".157 ?".11

?"."78 ".3! ?".9 2."3" ?2.311 !."15

?".571 ?".523 "."!7 ?"."!! ?".313 ?".319

"."" "."" "."" "."" "."" ".""

1."" 1."" 1."" 1."" 1."" 1.""

e corr4lation 1+n JanTemp JulyTemp RelHum Rain #ducation $op%ensity

?"."2 ".32 ?".1" ".!3 ?".51 ".25

1."" ".32 "."9 "." ".11 ?"."8

".32 1."" ?".!! ".!7 ?".27 ?"."1

"."9 ?".!! 1."" ?".12 ".19 ?".15

"." ".!7 ?".12 1."" ?".!7 "."8

".11 ?".27 ".19 ?".!7 1."" ?".2!?"."8 ?"."1 ?".15 "."8 ?".2! 1.""

".! "." ?".12 ".3" ?".21 ?"."1

".21 ?"."1 "."1 ?".11 ".!9 ".25

".32 "."! ?"."2 ?".28 ".27 ".21

?".33 ".2 ?".1! ".2" ?".39 ?".17

".2" ?".19 ".13 ?".3 ".51 ".""

".23 ?".!1 ".18 ?".!8 ".18 ".2

".18 ?".3" ".1" ?".39 "."3 ".3!

?".31 ?".31 ?".11 ?".13 ?".25 ".!5

JanTemp JulyTemp RelHum Rain Education PopDensity

".2

".22

e d4termination


27/64

".22 ".22

".22

".21 ".3

".2!

".2

".23

".21


28/64

&'on()ite &(* ;,@ pop pop+)ouse income ;,@ H*$ot

?".3!2 ?".7!7 ?".511 ".511 ?".82! ".217

?".931 ".851 ?".223 ?".583 ?".!"" ?".38

?1.231 ?1.378 ?".558 ?".2"" ?".311 ?".893

1.92 ".752 ".92 ".893 ?".178 "."8"

1.392 ?".53" ".9" 1."57 ?".19 ".852

2.959 ?".!8 ?".15! 1.112 ?1.21" ".533

?".931 ".555 1.258 ?"."91 ".7" ".217

?".731 ?1.181 ?1."11 ".237 3.132 ?".893

?".!2" ?".77 "."15 ".3!7 ?".!!7 "."8"

?".575 ?1."2 ?1.111 ".2" ?".929 ?".279

1.1!7 ?1.""3 ?1."!5 ".78! ?1.9 "."8"

".!92 ?".293 ?".15 ?".255 ".7!8 1.!8

".125 ?".135 ".!"9 ?".2"" ?".!"7 ".!"

".31! ?".352 ".781 ".237 ".553 ".52

".13 ".3! ?2.5!8 "."73 ?".779 ".297

".325 ".9!9 ".818 ?".1!5 1.235 ?2.!81

"."58 ?".!71 ?"."7 ".55 ?".7! ?".893

?".798 1.32! ".!33 ?".528 1.3"8 "."29

".!3 ?".59 1.833 1."57 ".137 1."2"

".13 ?2.!83 ?".979 1.5!9 ?".279 ?".35

?".753 ?".23! ?".25 ".75 ?".7!5 ?1."55

1.2"3 ?".98! ?".2"" 1.112 ?".8!9 ?".38

?".52" 1."28 ?".!12 "."19 ".95 ?".757

1."1! ".1"1 1.227 ".55 1.!11 ?".893

".!1! "."!2 ".185 ?"."91 ?".399 ?".2"8

"."8" ".!37 ?".113 ?".8"1 ?".551 ?".757

?".998 ?".53" ?1.2!5 ".729 ?".7" ?".35

?".!53 ".!9 2.!57 ?3.2"7 ".755 3.25

".13 ?".7!7 ?"."58 ".75 ?".811 ".7!2

2.759 ?"."9 ?".11! 1.331 ?1.193 ?"."81

".18" ".18" ".591 ?3.22 ?"."98 ?1.5"8

?".75 ?".!71 ".!"5 "."73 ".!53 ".17

?1."98 1."88 ".925 ".183 ".587 ".173

1."1! ?"."57 ?".2"2 ".!"1 ?1."3" "."29

?".3!2 ?".21! ?".85" ?".!73 ".25" ?1.253

2.17" ?".175 ".275 ".2" ?".121 ".173

?"."! ".!5 2.581 ?1.18! ".2 ".81"

".25 ?".21! 1.893 ".!"1 "."!5 ".5"3

?".!2" ?".175 ".971 ".!"1 ?"."7" ".892

?".92" ".772 ".119 ?3.2"7 ?"."51 1."8

?1."75 ?1.!9 ?".591 ?".!73 ?".7"5 ?".893

?1."2" ?1.53 ?1.!2 ?".911 ?".178 ?".35

1.859 ".1! ?".337 ".!"1 "."59 ?".279


29/64

?".7! ".""3 ?"."39 ?".2"" ".39 ?".757

".592 ?".25! ".721 ?"."91 ".29" ".52

?".! ".91" ".757 ?".7!7 ?".1!8 1.923

".2"3 ".9!9 ".!83 ?1.78 3.291 2."5

?".987 1."88 ".313 ".2" 1.95 1.!3

?".8 1.51 ".577 ?1.239 ".855 ".173

?".9!2 ?".885 ?".81! ?".2"" ?".87 ?1."55

?".898 ".811 ?".5!! ".511 ?".7"" ?".38

?".2! ?".!9" ?".59! ?".1!5 ?".15 ?".35

?1."!2 ".2"" ?1.39 ".183 ?1.328 ?1."55

1.559 2.2 1.!38 "."19 1.932 1.218

?".!8 1."28 ?1."9" ".128 ".35" ?1.253

"."25 ".18" ?".79 ".78! ".152 ?".1!3

?1.2"9 ?".313 ?1.115 "."19 ?".8 ?".757

?".78 3.119 ?1.183 ?".1!5 ?".953 ?".38

?"."2" ?1.753 ?".777 1.27 ?".958 ?".1!3

"."" "."" "."" "."" "."" ".""

1."" 1."" 1."" 1."" 1."" 1.""

&'on()ite &(* ;,@ pop pop+)ouse income ;,@ H*$ot

".5 ?".29 "."9 ".37 ?".28 ".13

".! ".21 ".32 ?".33 ".2" ".23

"." ?"."1 "."! ".2 ?".19 ?".!1

?".12 "."1 ?"."2 ?".1! ".13 ".18

".3" ?".11 ?".28 ".2" ?".3 ?".!8

?".21 ".!9 ".27 ?".39 ".51 ".18?"."1 ".25 ".21 ?".17 "."" ".2

1."" ?"." ".22 ".35 ?".1" ".15

?"." 1."" ".28 ?".35 ".37 ".1

".22 ".28 1."" ?".2 ".!1 ".!8

".35 ?".35 ?".2 1."" ?".3" ?".22

?".1" ".37 ".!1 ?".3" 1."" ".29

".15 ".1 ".!8 ?".22 ".29 1.""

".21 ".11 ".5" ?".12 ".25 ".9!

"."5 ?"."7 ".25 "."1 ?".1" ".1

%NonWhite %WC LOG pop pop/house income LOG HCPot

".!2

".21

".3


30/64

".23

".2! ".2

".23

".23

".25 ".88

".37


31/64

;,@ ',-$ot ;,@ "2$ot

".31" ".57"

?"."31 ".28!

?".!1 ".19

?".219 ?"."51

1."93 1.!32

".9!8 ".7"7

".9!8 "."!

?".8"2 ?1.28

".122 ".2!8

?".331 ?".17

?".219 "."31

1.518 1.39

".773 1.195

".593 ".2

?".12" ?".375

?1.99 ?2.2!2

?".8"2 ?".33"

?".219 "."5

1."23 1."82

?".8"2 ?".589

?1."!! ?".5!

?1."!! ?1.132

?1."!! ?".5!

?".1! ?2.2!2

?".331 ".19

?".8"2 ?1.28

?".331 ".1!8

2.883 1.115

1."7" 1.387

".!! ".19"

?1.99 ?2.2!2

".7" 1."88

"."!9 ".""5

".252 ".72

?1."!! ?".8"8

".!1 ?2.2!2

".773 ".987

".9!8 1.22

1.!3 1."1

".593 ".37

?".8"2 ?".2!9

"."!9 ".853

?".12" ".!27


32/64

?".8"2 ?".2!9

".31" ".8

1.557 ?".17

2.358 ".83"

".9!8 ?1.!85

?".331 ?".17

?1.99 ?".17

?".1! ?"."22

?".331 ?"."22

?1.38 ?".589

".83 ".9!7

?1.38 ?2.2!2

"."!9 ".335

?1."!! ?".8"8

?".219 ".!!2

".19" ".28!

"."" ".""

1."" 1.""

;,@ ',-$ot ;,@ "2$ot

".28 ".39

".18 ?".31

?".3" ?".31

".1" ?".11

?".39 ?".13

"."3 ?".25".3! ".!5

".21 "."5

".11 ?"."7

".5" ".25

?".12 "."1

".25 ?".1"

".9! ".1

1."" ".7"

".7" 1.""

LOG NOxP LOG S02Pot


33/64

".21

".25

".88 ".37

".!8

".!8


34/64

Pratique des biostatistiques www.fundp.ac.be/biostats Eric Depiereux -

Mortality JanTemp JulyTemp RelHum Rain #ducation $op%ensit &'on()it

Mortality ?".17 ".! "."2 ?".1" "."8 ?".2! ?".1 ".2!

JanTemp "."9 "." ".53 ?".17 ".3" ".38 ".12 ?".2

JulyTemp ?".3" ".13 ".!3 ".1! ?".18 "."7 "."1 ".""RelHum ".1! ?".11 ?"."8 ?".!5 "." ?".!" ?"."8 "."3

Rain ?".35 ".11 ".13 ".18 ".39 ?".21 ?".15 ".18

#ducation ".3" ?".29 ".18 ?"."5 ?".2" ?".2! ".19 ".!1

$op%ensit ".1" ".27 ?"."8 ".58 ".23 ?".13 ?".1" ?".33

&'on()it ?".13 ".3 ".39 ?".25 ?"."7 ?".15 ".18 "."!

&(* ".23 ?"."9 ".27 ".!1 "." ?".! ".!9 ?"."2

;,@ pop ".29 ".2" ".27 "."5 ?".18 "."2 ?".!2 ".!3

pop+)ouse ?".28 ".15 ?".12 ?".27 ?".!3 ?".!3 ".1! ?".3!

income ".31 ?".11 ".21 ?"."1 ?".19 ?".29 ?"." ?".!1

;,@ H*$o ".39 ".29 ?"."5 ?".17 "."2 ".1" ".21 ?".12

;,@ ',-$ ".3! ".38 ?"." ?".12 ?"."2 "."7 ".12 ?".13

;,@ "2$ ".17 ".!" ?".33 ".13 ?"." "."1 "." ".2!

A propos d

dentie cette matricecalcule par diaonalisation+loiciel R.Nomme la dans le tableur.

Utilise la pour la suite del!anal#se.
http://webcampus.fundp.ac.be/BIOSTAT/document/docbiostats/Charte_copy.pdfhttp://webcampus.fundp.ac.be/BIOSTAT/document/docbiostats/Charte_copy.pdfhttp://webcampus.fundp.ac.be/BIOSTAT/document/docbiostats/Charte_copy.pdf


35/64

niversit de Namur

&(* ;,@ pop pop+)ouse income ;,@ H*$o ;,@ ',-$ ;,@ "2$ot

?".18 ".35 "."9 ?".55 ?".25 ?".2! ?".1

?"."1 ?".11 ?".23 ?".11 ".1! ?".5" ?".1"

".1 ".11 ".!! ".!9 ?".39 ?".1" ?".15".3! "."1 ".2! ".23 ?"."3 ?"."7 ?"."1

?".!" ?".37 ?".39 ".27 ?".13 ".1! "."1

?".13 ".!1 ?".!1 ".27 ?"."9 ?".23 ".""

".35 ".!" ?".29 ".12 "."9 ?"."1 "."1

?"."! ".22 "."! "."8 ".55 ".!" ".23

?"."2 ?".3" ".27 ?".29 ?"."1 "."" ?"."1

".!9 ?".3 ?".15 ?".12 "."1 "."9 ?"."1

".2! ?".2 ?".33 "."! ?"."! ?".23 ?".1"

?".!" "."1 ".15 "." ".1" ?"."! ?"."!

?".12 ?"."3 ?".11 ".11 ?".22 ".!1 ?".3

?".12 ?"."9 ?"."1 ".1" ?".!! ?"."2 ".8

?".19 ?".18 ".23 ".3! ".!1 ?".!5 ?".12


36/64

Pratique des biostatistiques www.fundp.ac.be/biosta

D *,M$ 1 *,M$ 2 *,M$ 3 *,M$ ! *,M$ 5AEron ,H AEr "."! ?".17 ?1.53 ?".7 ?".27

Al0any?c)enectady?Troy 'D Al0 ".11 ?".2 ?1."8 1."7 ".1!

AllentoFn Get)le)em $A?'J All ?1.57 ?"."8 ?1.!5 ".7 ".23

Atlanta @A Atl ?".7 1.2" 2.21 ?".!7 ?".!3Galtimore M% Gal ?".!7 !.2" ?"."8 ".35 ?".1"

Girmin6)am A; Gir ?1.98 3.!" 1.!5 ?1.23 ?"."9

Goston MA Gos 1.7 ".18 "."8 ".98 ?".58

Grid6eport?Milord *T Gri ?".73 ?2.21 "." ?".72 ?".75

Gualo 'D Gu ?"."2 1."3 ?1.83 ".!3 ".8

*anton ,H *an ?1."" ?".2 ?1.7" ?".35 ".12

*)attanoo6a T'?@A *)a ?2.95 1." ".3" ?1.25 ".5!

*)ica6o ; *)i 1.28 2.1 ?".99 ".39 ?"."2

*incinnati ,H?ID?' *in "." 1.5 ?".28 ".22 ".13

*le/eland ,H *le ".9! ".82 ?".55 ?1."2 ?".!!

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