ANOVA de un factor
Caso 1
1. Descargue la base ANOVA1
2. Codebook, compact
3. Desarrolle el modelo ANOVA
a. Statistics
b. Linear models an related
c. ANOVA/MANOVA
d. One-way ANOVA
Response variable: stemcell
Factor variable: partyid
La respuesta o variable dependiente debe ser cuantitativa y la variable independiente o
factor variable es categrica.
4. Multiple-comparison tests, seleccione Bonferroni
Se pueden elegir tre Bonferroni, Scheffe y Sidak. Son tres procedimientos para comparar
cada par de las medias
5. OK
female 46 2 .4782609 0 1 1 if female, 0 if mailpartyid 46 4 2.391304 1 4 party identificationstemcell 46 8 6.26087 1 9 support for stem cell research Variable Obs Unique Mean Min Max Label
. codebook, compact
Se evala el valor de Prob>F, si es mayor a 0.05 no hay relacin, si es menor a 0.05 si hay relacin
Origen de las variaciones. El anlisis de la varianza requiere la estimacin de dos varianzas:
entre grupos (stemcell, apoyo a la investigacin de clulas madre) y la de grupos (identidad
partidista)
Suma de cuadrados: suma de las desviaciones al cuadrado
Grados de libertad:
o Entre grupos es 4, nmero de partidos menos 1
o Dentro de los grupos es 42. (nmero de observaciones-el nmero de partidos)
Promedio de los cuadrado: (varianzas estimadas)= Suma de cuadrados/grados de libertad.
(92.70/3=309, y 104.16/42=2.48)
F: es la distribucin de probabilidad. Es el cociente de dos varianzas. (30.900/2.48=12.46)
Probabilidad. Este es el valor que responde a la pregunta. Queremos saber si hay algn
tipo de relacin entre las carreras y las calificaciones. El anlisis de varianza (ANOVA) asume por
default que no hay relacin. Como regla general:
o Si la probabilidad es mayor que 0.05 significa que se cumple no se rechaza la
hiptesis: No hay relacin.
o Si la probabilidad es menor de 0.05 se rechaza la hiptesis, es decir hay algn tipo de
relacin entre las carreras y las calificaciones.
0.000 1.000 0.015noninvol -3.25 .083333 -2.25 0.684 0.003independ -1 2.33333 0.000republic -3.33333 Col Mean democrat republic independRow Mean- (Bonferroni) Comparison of support for stem cell research by party identification
Bartlett's test for equal variances: chi2(3) = 20.1167 Prob>chi2 = 0.000
Total 196.869565 45 4.37487923 Within groups 104.166667 42 2.48015873Between groups 92.7028986 3 30.9009662 12.46 0.0000 Source SS df MS F Prob > F Analysis of Variance
Total 6.2608696 2.0916212 46 noninvolv 4.75 .88640526 8 independe 7 .78446454 14 republica 4.6666667 2.6053558 12 democrat 8 1.2060454 12 ion Mean Std. Dev. Freq.identificat research party Summary of support for stem cell
. oneway stemcell partyid, bonferroni tabulate
Compara las medias de los grupos, que involucra 6 pruebas
de significancia
Democracia vs Independientes,
Demcratas vs noinvolved,
Republican vs independent,
Republican vs noinvolved
Independient vs noinvol
Si la p
Caso 2
Cuando se tienen encuestas donde las respuestas son categricas, por ejemplo de acuerdo, no lo
s y no estoy de acuerdo. Se debe hacer la siguiente asignacin
De acuerdo=1
No lo se=2
No estoy de acuerdo=3
En este caso se usa las pruebas de rango Kruskal-Wallis para comparar los valores de las medianas
entre los grupos. Si estamos interesados en la identificacin de las diferencias entre los partidos y
el apoyo a la investigacin de las clulas madre. Para ello se seguir el siguiente procedimiento:
1. Statistics
2. Summaries, tables and test
3. Nonparametric tests of hypothese
4. Kruskal-Wallis Rank test
5. Outcome variable: stemcell
6. Variable defining groups: partyid
Se obtienen los siguientes resultados Esta prueba ordena las observaciones del valor ms bajo al
ms alto. Con una escala de rangos de 1 a 9, hay muchos
vnculos, y el programa los ajusta. Si los grupos no fueron
diferentes, la suma de los rangos para cada grupo sera la
misma, asumiendo igual nmero de observaciones. Cuando
se comparan los resultados de la columna Rank Sum se
puede afirmar que los demcratas tienen mayor calificacin
que los republicanos. Dado que cuando se observa que la
probabilidad es menor a 0.05 se puede afirmar que las
diferencias entre los grupos que apoyan la investigacin de
clulas madre son significativas
Puesto que estamos tratando los datos como ordinales tiene sentido hacer uso de las
medianas y no de las medias, para ello desarrolle el siguiente procedimiento:
1. Statistics
2. Summaries, tables and test
3. Tables
4. Table of summary statistics (tabstat)
probability = 0.0001chi-squared with ties = 22.696 with 3 d.f.
probability = 0.0001chi-squared = 22.115 with 3 d.f.
noninvolved 8 94.00 independent 14 391.00 republican 12 174.00 democrat 12 422.00 partyid Obs Rank Sum
Kruskal-Wallis equality-of-populations rank test
Graficando las medias
Las medianas estn en la misma relacin
como las medias con los demcratas cuya
mediana es 8.5, seguidos por los
independientes con 7, mientras que
republicanos y no involucrados tienen los
menores valores (4.5)
Caso 3.
Con la base ANOVA 2
1. codebook, compact
0 2 4 6 8p 50 of stemcell
noninvolved
independent
republican
democrat
Mediana de la posicin por partido respecto a la investigacin de las clulas madre Los resultados
coinciden con los
resultados de la
tabla Kruskal-
Wallis.
2. Desarrolle el modelo ANOVA
a. Statistics
b. Linear models an related
c. ANOVA/MANOVA
d. One-way ANOVA
e. En la pestaa main:
3. En la pestaan by if/in restrinja la muestra para aquellos que estn entre los 30 y 59 aos
y tienen trabajo de tiempo completo
4. Oprima OK
Aquellos adultos que se mudan a diferentes estados alcanzan
3.06 puntos ms en el indicador de prestigio que el promedio que
permanece en la misma ciudad. Mientras que los que se
mudaron dentro del mismo estado tienen 4.56 puntos mas. Para
el caso de misma ciudad vs diferente las diferencias no son
significativas ya que el valor de la probabilidad es mayor a 0.05
(0.487)
ANOVA de dos factores.
Se tienen dos variables cualitativas que actan como predictores. Usando por ejemplo la relacin
entre prestigio (prestige) y movilidad (mobile16) vara con base en el gnero (sex) del encuestado.
1. Hay que probar si hay relacin entre prestigio y movilidad.
2. Probar su el prestigio est influenciado por el gnero.
3. Verificar si hay un efecto de interaccin, es decir cuando el efecto de una variable, por
ejemplo movilidad, est supeditada a otra, como el gnero.
Procedimiento en stata
1. Statistics 2. Summaries, tables and test 3. Tables 4. One/two-way table of summary statistics
En la pestaa by if/in, incluya las siguientes condiciones:
age>29 & age
Para verificar si las diferencias son significativas, es necesario seguir la siguiente ruta
1. Statistics 2. Linear models and related 3. ANOVA/MANOVA 4. Analysis of variance and covariance
a. Dependent variabel: perstg80 b. Model: mobile16 sex sex#mobile16
Lo que implica que hay tres hiptesis La movilidad tienen un efecto
El gnero influye
La columna de total muestra que la media del
prestigio va de 44.12 a 48.67 y finalmente a
47.19 dependiendo del grado de movilidad de
la persona que responde a la encuesta.
Tambin se ve afectado por el gnero, con las
mujeres, tiene mayor peso el prestigio que en
el caso delos hombres. La media del prestigio
para las mujeres es 47.01 mientras que para
lo hombres es de 45.91.
La interaccin entre movilidad y gnero (sex#mobile16) tiene efectos
En la pestaa by/if/in: age>29 & ageF, si es menor a 0.005, significa que
cada una de las variables es significativa,
en nuestro ejemplo solo se cumple para
mobile16 (movilidad).
2. Variable: mobile16
f. En la pestaa if/in, escriba la condicin age>29 & age29 & age
La lnea azul corresponde con la primera condicin sex==1, es decir a los hombres y la segunda a las mujeres (sex==2). Lo que se puede modificar con el editor de grficas
Las mujeres tienen mayor prestigio que los hombres, respecto a la movilidad, pero hay que ser cauteloso porque las diferencias no son significativas. Las diferencias entre los gneros son mayores cuando se observa a quienes se han mudado de diferentes ciudades, pero an viven en su estado de origen. Tarea Con la base Tarea ANOVA, desarrolle lo que se pide
1. El tiempo que una mujer observa la TV (tvhours) varia dependiendo de su estado civil (MARITAL)? Haga un ANOVA de un factor, incluyendo la tabla de las medias, la comparacin de Bonferri multiple-comparison y presente una grfica de barras que
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1 1.5 2 2.5 3GEOGRAPHIC MOBILITY SINCE AGE 16
Linear Prediction Linear Prediction
Movilidad y prestigio por gnero
SAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITY
SAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITY
DIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATE
SAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITYSAME CITY
SAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITYSAME ST,DIF CITY
DIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATEDIFFERENT STATE
44
46
48
50
Lin
ea
r P
redic
tion
1 1.5 2 2.5 3GEOGRAPHIC MOBILITY SINCE AGE 16
Hombres Mujeres
Movilidad y prestigio por gnero
muestre las medias de las horas que pasan viendo la TV por estado civil. Explique los patrones de las medias y las diferencias de las medias.
2. Desarrolle la prueba de Kruskal-Wallis y compare los resultados que obtenga con los resultados obtenidos en el punto 1.
3. Como condicin, considere a las mujeres entre 25 y 40 aos, que trabajan tiempo completo