REGRESIONES NO LINEALES
Los modelos lineales tienen la ventaja de ser fácilmente interpretables, sin embargo, pueden tener limitaciones importantes en capacidad predictiva. Esto se debe a que, la asunción de linealidad, es con frecuencia una aproximación demasiado simple para describir las relaciones reales entre variables. A continuación, se describen métodos que permiten relajar la condición de linealidad intentando mantener al mismo tiempo una interpretabilidad alta.
Regresión polinómica: Consigue añadir curvatura al modelo introduciendo nuevos predictores que se obtienen al elevar todos o algunos de los predictores originales a distintas potencias.
Step functions: Se divide el rango del predictor en K subintervalos de forma que, en cada uno, se emplean únicamente las observaciones que pertenecen a la región para ajustar el modelo.
Regression splines: Se trata de una extensión de la regresión polinómica y de las step functions que consigue una mayor flexibilidad. Consiste en dividir el rango del predictor X en K subintervalos. Para cada una de las nuevas regiones se ajusta una función polinómica, introduciendo una serie de restricciones que hacen que los extremos de cada función se aproximen a los de las funciones de las regiones colindantes.
Smoothing splines: El concepto es similar a regression splines pero consigue la aproximación de los extremos de las funciones colindantes de forma distinta.
Local regression: Se asemeja a regression splines y smoothing splines en cuanto a que también se realizan ajustes por regiones, pero en este método las regiones solapan las unas con las otras.
Generalized additive models: Es el resultado de extender los métodos anteriores para emplear múltiples predictores.
La forma más sencilla de incorporar flexibilidad a un modelo lineal es introduciendo nuevos predictores obtenidos al elevar a distintas potencias el predictor original.
Partiendo del modelo lineal
\[ y_i = \beta_0 + \beta_1x_i + \epsilon_i \]
Se obtiene un modelo polinómico de grado d a partir de la ecuación
\[ y_i = \beta_0 + \beta_1x_i + \beta_2x^2_i + \beta_3x^3_i + ... + \beta_dx^d_i+ \epsilon_i \]
Los modelos polinómicos se pueden ajustar mediante regresión lineal por mínimos cuadrados ya que, aunque generan modelos no lineales, su ecuación no deja de ser una ecuación lineal con predictores $ x, x^2, x^3, …, x^d $ Por esta misma razón, las funciones polinómicas pueden emplearse en regresión logística para predecir respuestas binarias. Solo es necesario realizar una transformación logit.
\[ P(y_i>Y|x_i=X) = \frac{exp(\beta_0 + \beta_1x_i + \beta_2x^2_i + \beta_3x^3_i + ... + \beta_dx^d_i)}{1 + exp(\beta_0 + \beta_1x_i + \beta_2x^2_i + \beta_3x^3_i + ... + \beta_dx^d_i)} \]
En el libro Introduction to Statistical Learning desaconsejan el uso de modelos polinómicos con grado mayor de 3 o 4 debido a un exceso de flexibilidad (overfitting), principalmente en los extremos del predictor X. La selección del grado de polinomio óptimo puede hacerse mediante cross validation.
El set de datos Wage del paquete ISRL contiene información sobre 3000 trabajadores. Entre las 12 variables registradas se encuentra el salario (wage) y la edad (age). Dada la relación no lineal existente entre estas dos variables, se recurre a un modelo polinómico de grado 4 que permita predecir el salario en función de la edad.
La función lm() permite ajustar modelos lineales por mínimos cuadrados. En el argumento formula se especifica la variable dependiente y los predictores, que en este caso son wage ~ age + age^2 + age^3 + age^4. lm() tiene flexibilidad a la hora de interpretar el argumento fórmula, por lo que existen diferentes formas de obtener el mismo ajuste. Todas las que se muestran a continuación son equivalentes:
lm(wage ~ age + I(age^2) + I(age^3) + I(age^4), data = Wage)
lm(wage ~ cbind(age + age^2 + age^3 + age^4), data = Wage)
lm(wage ~ poly(age, 4, raw = TRUE), data = Wage)
lm(wage ~ poly(age, 4), data = Wage
Con la función poly() se puede generar directamente un polinomio, evitando tener que escribir toda la fórmula. Cuando se especifica que su argumento raw = TRUE, devuelve una matriz formada por el valor de la variable original elevada a cada una de las potencias del polinomio. Si el argumento raw = FALSE se devuelve una matriz con polinomios ortogonales, en la que cada columna es una combinación lineal de las otras. Es importante tenerlo en cuenta al emplear la función poly() en el ajuste de modelos, ya que, aunque no influye en el valor de las predicciones que se obtienen (las curvas obtenidas son iguales) sí que cambia el valor estimado de los coeficientes.
library(pacman)
p_load("ISLR", "ggplot2", "xfun","cluster","vembedr")
data("Wage")
Wage$age## [1] 18 24 45 43 50 54 44 30 41 52 45 34 35 39 54 51 37 50 56 37 38 40 75 40
## [25] 38 49 43 34 57 18 55 51 33 34 36 56 70 25 32 27 28 27 43 50 39 52 35 57
## [49] 25 33 57 71 43 23 30 22 59 28 61 34 43 54 69 41 48 49 42 37 55 21 58 31
## [73] 25 32 40 44 60 23 63 44 47 61 55 24 42 25 34 53 53 70 47 46 33 34 22 74
## [97] 40 45 43 33 62 37 54 34 50 46 41 63 38 35 29 66 37 39 42 51 55 51 38 49
## [121] 42 43 38 59 57 25 49 41 38 61 49 52 43 60 46 21 61 32 58 35 26 32 37 22
## [145] 51 44 35 60 40 35 35 47 43 33 60 38 53 55 57 64 43 35 54 45 58 48 46 46
## [169] 55 51 49 34 53 40 50 37 39 52 50 48 47 27 39 44 37 52 26 39 25 31 58 30
## [193] 27 40 55 35 48 29 25 40 27 44 49 22 45 33 63 49 39 25 29 37 35 46 58 39
## [217] 41 29 37 62 27 37 56 36 23 46 26 43 36 54 62 40 53 48 23 34 43 55 59 60
## [241] 49 45 31 34 26 22 40 41 36 38 48 47 47 35 49 40 32 57 56 73 29 49 30 29
## [265] 36 39 48 45 50 42 58 48 48 45 41 27 44 32 46 52 22 53 34 38 42 25 29 28
## [289] 46 55 56 41 61 47 52 27 33 58 27 52 45 22 25 25 41 54 23 36 31 52 46 45
## [313] 40 33 42 41 25 24 24 51 41 42 30 55 23 60 40 41 80 53 40 35 55 24 39 30
## [337] 68 54 27 34 53 48 59 30 45 39 45 43 30 57 53 42 23 58 43 33 56 37 41 33
## [361] 50 43 53 37 20 26 29 57 47 54 38 23 31 43 33 48 33 52 30 44 38 51 47 28
## [385] 52 23 65 27 33 49 27 48 38 58 40 46 53 25 42 40 35 50 34 48 49 41 37 58
## [409] 28 33 50 38 48 30 49 44 50 58 45 44 35 59 45 51 61 45 34 33 45 50 50 39
## [433] 26 49 20 31 49 56 61 56 51 42 45 30 48 33 50 31 48 35 47 45 52 46 47 49
## [457] 36 51 46 37 23 43 34 58 44 61 40 37 33 38 41 30 51 39 56 44 51 35 27 47
## [481] 51 41 63 61 46 33 35 28 50 41 23 45 63 59 30 30 45 42 57 52 54 30 47 38
## [505] 47 39 50 47 45 44 52 42 18 56 50 50 53 38 27 56 50 56 50 49 42 50 53 28
## [529] 45 24 25 38 47 38 33 39 52 46 42 61 32 42 61 27 45 58 25 34 44 40 51 50
## [553] 64 54 42 31 25 32 51 75 28 28 32 53 36 43 51 35 46 38 43 39 37 59 33 23
## [577] 37 40 25 27 47 52 23 33 37 34 51 40 50 64 54 50 32 37 19 32 42 26 46 18
## [601] 43 62 44 40 43 32 48 35 61 47 55 28 52 27 22 20 42 29 31 59 36 32 32 25
## [625] 43 44 57 49 41 38 58 59 39 60 56 44 70 27 47 41 29 42 51 47 48 39 23 31
## [649] 59 19 42 35 38 45 58 26 30 54 38 44 52 73 65 28 53 53 52 27 57 32 51 43
## [673] 50 53 54 24 40 30 45 55 45 44 37 41 44 52 55 43 27 43 46 30 43 48 33 29
## [697] 24 52 50 24 42 53 49 46 40 41 41 36 34 24 44 33 25 40 48 56 25 44 27 58
## [721] 52 60 39 51 31 45 43 45 40 46 51 47 52 31 40 26 49 38 50 63 35 29 33 29
## [745] 62 45 56 58 39 49 24 61 58 47 41 71 47 38 31 56 44 33 36 31 55 48 50 42
## [769] 25 55 28 30 46 48 42 23 60 34 45 28 33 58 47 24 56 56 23 56 45 58 30 46
## [793] 48 50 43 37 49 31 54 52 70 30 44 34 38 28 38 39 52 34 33 45 58 38 63 38
## [817] 31 53 21 38 18 28 33 32 29 28 42 28 36 47 53 48 36 55 37 68 65 37 33 19
## [841] 50 22 40 45 36 37 24 66 35 33 44 48 47 41 55 74 33 62 56 29 56 47 45 44
## [865] 25 45 40 56 56 47 39 38 48 44 42 55 61 39 30 49 33 31 35 55 36 37 33 48
## [889] 47 60 28 28 48 29 40 32 33 40 42 36 39 44 43 44 29 49 47 46 41 52 43 38
## [913] 42 56 39 29 33 33 41 44 45 58 29 42 68 47 30 39 42 49 36 44 54 42 39 30
## [937] 33 28 38 30 25 52 26 54 62 57 32 60 40 49 54 48 35 46 42 58 30 27 55 50
## [961] 55 40 32 27 49 50 50 44 57 72 23 31 36 63 48 46 55 44 44 32 60 42 48 36
## [985] 31 54 29 46 35 50 25 33 34 51 33 59 62 28 40 52 29 34 25 66 43 45 35 43
## [1009] 49 60 46 55 32 53 57 51 59 45 56 30 21 60 60 48 39 32 51 47 44 46 28 24
## [1033] 37 31 72 50 36 27 27 41 20 49 25 41 53 45 32 47 26 31 32 50 46 47 55 49
## [1057] 25 60 62 63 31 29 51 28 36 28 38 35 46 37 41 59 51 26 34 32 23 50 25 43
## [1081] 36 50 34 34 55 39 40 32 63 38 67 39 31 41 47 61 61 21 22 53 47 36 36 42
## [1105] 54 27 36 35 60 42 41 35 34 22 47 59 29 32 49 30 33 51 37 46 63 41 40 46
## [1129] 45 48 28 65 50 53 48 30 37 51 55 35 33 41 34 33 49 62 31 43 43 43 48 48
## [1153] 50 29 52 46 40 43 54 38 32 28 33 44 41 31 48 50 47 31 40 54 24 34 65 28
## [1177] 30 45 35 46 47 71 39 41 33 76 20 34 26 51 25 62 37 37 32 55 36 39 46 48
## [1201] 34 39 50 54 60 48 47 20 60 37 46 54 51 32 35 46 38 62 47 28 61 26 49 28
## [1225] 61 42 31 50 44 46 54 40 38 43 43 30 58 60 45 47 47 59 36 39 40 42 29 38
## [1249] 58 18 35 30 48 27 40 34 54 20 50 42 45 59 44 67 26 40 42 22 43 34 44 53
## [1273] 54 55 30 48 48 30 38 25 59 38 40 36 60 40 28 34 39 26 28 27 34 38 51 58
## [1297] 42 32 27 51 50 25 60 62 53 39 23 47 32 57 40 57 31 28 58 47 41 53 27 19
## [1321] 47 44 32 23 31 42 50 52 20 33 26 40 29 35 34 37 37 22 39 42 44 45 42 52
## [1345] 27 46 59 52 19 64 38 45 53 28 39 52 41 44 48 47 31 28 45 56 47 41 49 28
## [1369] 19 48 47 57 39 45 52 51 46 45 40 48 47 45 49 57 77 48 56 39 44 49 58 46
## [1393] 39 26 61 62 47 40 35 61 38 18 45 27 22 29 50 25 35 41 38 49 36 66 23 28
## [1417] 42 20 37 58 45 64 45 52 42 32 40 55 46 55 53 33 45 54 32 42 35 54 38 31
## [1441] 41 45 49 50 40 29 25 32 51 29 32 42 59 31 29 52 35 28 50 49 39 26 31 50
## [1465] 62 35 22 55 63 63 39 28 43 58 38 49 62 36 54 26 46 58 22 58 63 67 44 51
## [1489] 46 43 40 31 41 21 51 43 34 45 35 33 46 38 44 50 55 49 47 40 21 60 56 61
## [1513] 44 43 29 38 26 28 38 45 39 33 44 48 45 56 40 71 30 45 41 40 59 46 38 26
## [1537] 53 46 42 28 30 34 46 22 37 27 52 43 52 54 47 21 42 72 38 53 35 60 39 45
## [1561] 61 64 39 46 25 80 51 58 52 45 41 42 31 49 47 39 53 37 52 41 39 63 23 62
## [1585] 43 29 43 34 38 25 64 49 46 30 33 29 32 54 40 24 30 49 47 25 44 41 54 59
## [1609] 25 63 49 35 24 66 57 47 44 56 34 23 30 38 43 58 36 48 35 22 50 58 20 44
## [1633] 50 55 39 32 50 24 53 35 25 24 57 43 33 40 39 32 48 29 35 41 52 50 35 27
## [1657] 57 48 41 59 55 54 34 43 43 62 45 40 33 45 21 54 43 54 35 23 61 51 43 20
## [1681] 51 65 37 24 36 45 33 36 32 45 51 33 47 37 41 23 57 61 47 29 37 57 39 59
## [1705] 31 26 51 38 51 50 32 38 49 40 60 30 41 32 26 41 53 35 50 43 50 19 42 53
## [1729] 22 49 33 31 43 57 40 48 46 58 50 38 33 52 48 53 37 43 54 41 57 54 25 35
## [1753] 29 36 43 41 52 48 51 55 37 48 42 43 32 33 48 20 43 58 38 23 54 66 47 35
## [1777] 39 35 40 41 40 50 35 43 26 23 61 24 66 50 22 62 55 41 54 29 39 71 22 48
## [1801] 35 46 51 55 36 57 21 60 41 56 32 32 36 28 60 41 55 36 46 62 44 36 41 22
## [1825] 51 57 55 36 43 38 27 32 44 56 38 36 28 39 42 51 55 39 42 33 23 40 40 51
## [1849] 76 57 27 26 25 27 33 51 22 47 34 47 31 46 47 49 40 51 31 58 48 54 56 61
## [1873] 32 60 42 22 46 53 43 32 30 50 40 55 42 35 33 33 38 41 42 58 45 47 30 34
## [1897] 43 58 44 28 46 36 37 47 56 38 41 62 40 44 56 51 41 52 27 52 51 51 28 49
## [1921] 61 39 23 53 55 48 50 31 53 49 49 43 20 46 48 19 56 44 23 42 32 32 43 57
## [1945] 26 67 31 49 29 41 35 39 33 53 43 36 38 58 45 34 30 21 39 28 54 24 57 48
## [1969] 31 47 44 30 41 26 32 39 42 24 44 30 58 33 56 28 41 22 37 18 37 43 49 36
## [1993] 47 52 34 62 44 48 51 35 42 34 50 50 55 56 50 44 30 34 50 51 53 40 34 36
## [2017] 44 54 36 62 33 44 80 45 58 51 60 33 28 37 56 59 56 34 37 36 45 36 23 56
## [2041] 33 48 28 37 56 22 60 30 50 38 55 26 39 42 71 33 49 45 41 59 33 47 34 23
## [2065] 32 30 54 46 52 50 57 46 30 32 53 48 31 50 41 47 37 24 53 39 47 36 34 45
## [2089] 60 43 20 27 35 50 56 19 35 23 45 54 43 42 51 49 48 50 37 38 58 41 51 51
## [2113] 44 43 34 43 59 61 40 49 55 54 41 29 66 61 34 41 48 26 54 44 60 57 53 54
## [2137] 37 62 40 39 55 57 45 41 28 58 47 60 26 52 31 63 42 30 52 38 29 42 57 46
## [2161] 21 34 39 26 42 48 54 80 37 31 41 37 43 54 39 45 21 59 29 29 33 45 53 63
## [2185] 56 21 39 30 42 40 47 43 42 50 39 50 60 57 38 49 51 33 59 41 33 28 49 51
## [2209] 36 26 22 47 59 41 32 45 39 64 36 61 34 52 33 36 34 39 59 49 40 49 25 59
## [2233] 39 40 51 63 53 25 53 23 36 19 47 43 40 38 63 45 32 37 37 41 45 22 58 44
## [2257] 39 40 33 35 63 45 31 41 66 45 47 35 52 62 47 40 41 48 55 64 29 49 32 41
## [2281] 58 41 34 43 23 40 46 35 42 47 45 34 57 32 55 22 51 26 27 34 48 23 41 49
## [2305] 47 35 50 55 69 45 40 47 22 42 47 48 28 49 51 58 32 55 49 46 44 25 73 18
## [2329] 52 28 51 44 44 29 48 62 40 24 48 54 69 48 73 30 41 48 63 29 40 52 54 33
## [2353] 42 31 46 44 45 40 31 19 43 56 55 59 49 42 27 34 47 35 33 35 40 53 47 45
## [2377] 34 25 56 54 41 46 44 44 46 38 36 27 33 56 52 33 32 39 22 53 36 37 40 51
## [2401] 40 56 50 49 32 21 48 48 32 30 30 33 56 46 49 24 48 37 53 56 34 56 48 47
## [2425] 52 40 25 35 40 22 50 48 40 45 30 46 34 32 53 32 39 51 40 66 40 52 36 32
## [2449] 45 37 47 49 53 66 33 58 41 54 26 24 62 63 26 45 23 31 44 43 48 48 55 45
## [2473] 48 63 57 69 31 38 43 19 44 31 49 29 26 37 30 35 40 44 65 54 56 48 37 30
## [2497] 46 37 58 52 45 33 51 50 42 46 43 47 47 44 36 39 29 40 20 32 36 31 28 41
## [2521] 54 42 19 59 64 31 37 30 24 26 44 39 48 53 42 44 25 46 52 33 30 38 29 57
## [2545] 50 23 46 61 70 59 57 25 48 52 44 40 43 51 43 42 28 54 34 50 36 36 71 31
## [2569] 43 20 23 42 41 27 29 41 41 22 39 50 49 42 38 55 47 52 56 30 56 46 43 35
## [2593] 58 69 68 52 46 39 66 30 30 43 49 54 48 37 46 53 31 18 49 39 40 37 24 35
## [2617] 27 44 46 40 39 42 37 58 40 27 31 44 38 34 41 20 28 55 38 33 43 50 55 24
## [2641] 41 37 42 25 45 40 43 50 42 38 44 19 44 26 54 32 49 35 34 23 60 54 31 47
## [2665] 48 48 35 55 35 37 27 64 52 47 26 41 22 76 46 39 39 23 49 44 20 43 42 46
## [2689] 33 62 38 43 46 18 63 43 44 53 58 23 50 35 38 36 32 56 41 40 26 26 47 25
## [2713] 58 57 30 44 29 51 37 67 34 50 38 55 27 39 54 55 49 42 39 32 39 50 47 40
## [2737] 51 28 53 54 51 33 55 44 30 40 26 49 43 43 44 32 34 36 51 42 60 36 47 60
## [2761] 22 41 56 44 49 45 25 52 30 29 23 48 44 62 33 51 36 23 51 47 34 34 43 43
## [2785] 40 59 53 32 48 37 20 32 40 48 43 56 55 38 52 40 29 45 39 50 50 57 30 56
## [2809] 43 43 67 50 49 50 59 51 39 54 55 45 54 23 74 52 25 45 37 55 25 66 47 36
## [2833] 63 44 37 32 43 37 26 39 45 40 51 52 43 52 50 54 28 28 26 45 34 73 31 29
## [2857] 40 38 42 50 51 40 25 47 27 53 67 40 44 33 29 32 27 40 36 48 56 24 53 34
## [2881] 61 38 55 70 24 22 38 29 30 38 49 71 32 40 32 33 40 25 36 46 59 49 41 42
## [2905] 59 27 30 54 31 34 47 40 29 58 41 56 52 53 37 30 35 40 54 22 37 39 62 47
## [2929] 51 47 28 65 42 58 32 34 49 39 44 38 48 47 40 27 42 30 31 29 53 37 48 56
## [2953] 44 63 25 31 51 25 50 34 20 30 40 34 57 42 30 37 50 26 59 29 22 54 46 51
## [2977] 35 49 53 61 40 52 40 56 39 30 58 33 51 32 50 26 35 31 31 44 30 27 27 55Wage## year age maritl race education region
## 231655 2006 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 86582 2004 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 161300 2003 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 155159 2003 43 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 11443 2005 50 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 376662 2008 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450601 2009 44 2. Married 4. Other 3. Some College 2. Middle Atlantic
## 377954 2008 30 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 228963 2006 41 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 81404 2004 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302778 2007 45 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 305706 2007 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8690 2005 35 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 153561 2003 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 449654 2009 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447660 2009 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 160191 2003 37 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 230312 2006 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301585 2007 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 153682 2003 37 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 158226 2003 38 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 11141 2005 40 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 448410 2009 75 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305116 2007 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233002 2006 38 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 8684 2005 49 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229379 2006 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86064 2004 34 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 378472 2008 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157244 2003 18 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 82694 2004 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 7690 2005 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 377879 2008 33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9747 2005 34 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 233301 2006 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 157123 2003 56 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 230823 2006 70 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 80406 2004 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 228851 2006 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 153810 2003 27 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 81383 2004 28 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 303642 2007 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 87492 2004 43 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 8692 2005 50 1. Never Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 86929 2004 39 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 380872 2008 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449480 2009 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305136 2007 57 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 227963 2006 25 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 232863 2006 33 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 8621 2005 57 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379668 2008 71 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84595 2004 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154634 2003 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 450864 2009 30 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84377 2004 22 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 234086 2006 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154482 2003 28 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 85916 2004 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161065 2003 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12003 2005 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228071 2006 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13479 2005 69 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 81494 2004 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159076 2003 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 159207 2003 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 447501 2009 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153767 2003 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81071 2004 55 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 376442 2008 21 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 87299 2004 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228621 2006 31 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 232494 2006 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 228400 2006 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 451860 2009 40 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 157058 2003 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 159583 2003 60 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233759 2006 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 159224 2003 63 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374859 2008 44 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11710 2005 47 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 86298 2004 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453021 2009 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 161431 2003 24 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 305888 2007 42 3. Widowed 1. White 2. HS Grad 2. Middle Atlantic
## 232199 2006 25 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86568 2004 34 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 447500 2009 53 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 452506 2009 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450908 2009 70 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 82573 2004 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159196 2003 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156110 2003 33 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 14148 2005 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 232000 2006 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 453486 2009 74 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156065 2003 40 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 229079 2006 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450905 2009 43 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 10660 2005 33 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 449456 2009 62 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 374660 2008 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 87463 2004 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9273 2005 34 2. Married 1. White 3. Some College 2. Middle Atlantic
## 377517 2008 50 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 231592 2006 46 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 303825 2007 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 156310 2003 63 4. Divorced 2. Black 3. Some College 2. Middle Atlantic
## 303376 2007 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 230586 2006 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450109 2009 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 379991 2008 66 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 87291 2004 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228517 2006 39 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 160971 2003 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307464 2007 51 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 449246 2009 55 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 233043 2006 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 377184 2008 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 8033 2005 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233687 2006 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447751 2009 43 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 230398 2006 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378429 2008 59 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 447412 2009 57 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13924 2005 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 87630 2004 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84600 2004 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 451987 2009 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160246 2003 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 307755 2007 49 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 375007 2008 52 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 303430 2007 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379330 2008 60 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8339 2005 46 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 83190 2004 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 452580 2009 61 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302701 2007 32 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 83222 2004 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159871 2003 35 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 82108 2004 26 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 229714 2006 32 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 159048 2003 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302868 2007 22 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 10499 2005 51 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 84127 2004 44 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 11661 2005 35 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 86282 2004 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305327 2007 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81655 2004 35 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 303953 2007 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 374752 2008 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159109 2003 43 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 159285 2003 33 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 159909 2003 60 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 378138 2008 38 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 9786 2005 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86191 2004 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154759 2003 57 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 12122 2005 64 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306309 2007 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377137 2008 35 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 375944 2008 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304068 2007 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156557 2003 58 4. Divorced 3. Asian 4. College Grad 2. Middle Atlantic
## 306779 2007 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161021 2003 46 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 85966 2004 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453692 2009 55 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233313 2006 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9681 2005 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379875 2008 34 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 305250 2007 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84642 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 451306 2009 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228212 2006 37 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 157989 2003 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 88028 2004 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155697 2003 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234523 2006 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233149 2006 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13626 2005 27 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 234640 2006 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453255 2009 44 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 154195 2003 37 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 232628 2006 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85539 2004 26 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 377464 2008 39 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 230582 2006 25 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 9573 2005 31 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 84164 2004 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 11880 2005 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85545 2004 27 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 153581 2003 40 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 232176 2006 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450900 2009 35 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 377900 2008 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232371 2006 29 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 12056 2005 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 84397 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233497 2006 27 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 228458 2006 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230993 2006 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 153269 2003 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 305585 2007 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302536 2007 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 307024 2007 63 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 233435 2006 49 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 12288 2005 39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 303912 2007 25 1. Never Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 14404 2005 29 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233441 2006 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377452 2008 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449474 2009 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 381113 2008 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156406 2003 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 378714 2008 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 376309 2008 29 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 451901 2009 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450725 2009 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 375024 2008 27 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 159821 2003 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229865 2006 56 5. Separated 3. Asian 4. College Grad 2. Middle Atlantic
## 83880 2004 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9965 2005 23 1. Never Married 4. Other 2. HS Grad 2. Middle Atlantic
## 157250 2003 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453371 2009 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 228243 2006 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 307645 2007 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156420 2003 54 5. Separated 1. White 3. Some College 2. Middle Atlantic
## 160039 2003 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233379 2006 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231082 2006 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301920 2007 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 80687 2004 23 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450566 2009 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86450 2004 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 234600 2006 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307663 2007 59 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 303900 2007 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453852 2009 49 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 230477 2006 45 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 227901 2006 31 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 86826 2004 34 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 8653 2005 26 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 305209 2007 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 81173 2004 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451854 2009 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228591 2006 36 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 302140 2007 38 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 153731 2003 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228955 2006 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9621 2005 47 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 305165 2007 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378023 2008 49 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 82989 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82023 2004 32 3. Widowed 3. Asian 4. College Grad 2. Middle Atlantic
## 374706 2008 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 379611 2008 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452592 2009 73 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 305871 2007 29 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 157388 2003 49 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 448936 2009 30 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 377039 2008 29 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82375 2004 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 449852 2009 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301195 2007 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228628 2006 45 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 85756 2004 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160269 2003 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 301711 2007 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 304988 2007 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156809 2003 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 14133 2005 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306552 2007 41 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 377157 2008 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 82901 2004 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159765 2003 32 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229546 2006 46 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 9730 2005 52 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 158570 2003 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 83618 2004 53 3. Widowed 1. White 2. HS Grad 2. Middle Atlantic
## 379620 2008 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449489 2009 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447879 2009 42 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 10076 2005 25 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 84867 2004 29 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 14063 2005 28 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 12822 2005 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302239 2007 55 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 84949 2004 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11129 2005 41 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 450963 2009 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154245 2003 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231844 2006 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87485 2004 27 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306574 2007 33 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 154477 2003 58 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13319 2005 27 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452710 2009 52 5. Separated 2. Black 2. HS Grad 2. Middle Atlantic
## 156407 2003 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 153297 2003 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13996 2005 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 80386 2004 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12586 2005 41 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 234325 2006 54 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 305437 2007 23 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231481 2006 36 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 83198 2004 31 5. Separated 1. White 3. Some College 2. Middle Atlantic
## 231026 2006 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 303072 2007 46 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 305362 2007 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447780 2009 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87269 2004 33 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 307318 2007 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302976 2007 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302515 2007 25 1. Never Married 4. Other 2. HS Grad 2. Middle Atlantic
## 14041 2005 24 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 228348 2006 24 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 381272 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87402 2004 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451721 2009 42 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 8318 2005 30 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 447992 2009 55 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 377619 2008 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 153764 2003 60 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 158574 2003 40 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 374992 2008 41 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 155488 2003 80 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8969 2005 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86280 2004 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 451302 2009 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 448525 2009 55 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 381232 2008 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 304500 2007 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156397 2003 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9066 2005 68 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82172 2004 54 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 375305 2008 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 13745 2005 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87094 2004 53 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87118 2004 48 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 11498 2005 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87260 2004 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 303688 2007 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304050 2007 39 2. Married 4. Other 4. College Grad 2. Middle Atlantic
## 378178 2008 45 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 302298 2007 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 157594 2003 30 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 10835 2005 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81344 2004 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 449687 2009 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7980 2005 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 449444 2009 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10723 2005 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 154638 2003 33 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 85115 2004 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232201 2006 37 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 452906 2009 41 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 301654 2007 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 307056 2007 50 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 161096 2003 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87060 2004 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12303 2005 37 3. Widowed 1. White 3. Some College 2. Middle Atlantic
## 229331 2006 20 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 159410 2003 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 154322 2003 29 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 378567 2008 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450843 2009 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85580 2004 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 303657 2007 38 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231767 2006 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 82755 2004 31 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84630 2004 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154919 2003 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 83800 2004 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 375159 2008 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452406 2009 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 375122 2008 30 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 87199 2004 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82912 2004 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379794 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307692 2007 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7744 2005 28 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85617 2004 52 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 82419 2004 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 158170 2003 65 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 10787 2005 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 86679 2004 33 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 379950 2008 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380366 2008 27 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 377229 2008 48 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 14381 2005 38 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 380704 2008 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154336 2003 40 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 303935 2007 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449322 2009 53 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 447585 2009 25 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 154099 2003 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 83458 2004 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 228692 2006 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10081 2005 50 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 86122 2004 34 2. Married 1. White 3. Some College 2. Middle Atlantic
## 452287 2009 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82373 2004 49 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 448894 2009 41 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 81495 2004 37 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 155436 2003 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 231274 2006 28 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 158044 2003 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153953 2003 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450724 2009 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160958 2003 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376843 2008 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 229069 2006 49 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9667 2005 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450052 2009 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448988 2009 58 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 82603 2004 45 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 7878 2005 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 14321 2005 35 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 8396 2005 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447417 2009 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87860 2004 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232031 2006 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378256 2008 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155519 2003 34 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 304018 2007 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9841 2005 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448723 2009 50 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233955 2006 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8039 2005 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 448678 2009 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 306092 2007 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153618 2003 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 157194 2003 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306995 2007 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304167 2007 56 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 12086 2005 61 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12979 2005 56 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 451080 2009 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85699 2004 42 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 81085 2004 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228178 2006 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 12945 2005 48 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 450263 2009 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301266 2007 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157405 2003 31 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 161083 2003 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8459 2005 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 451331 2009 47 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 305396 2007 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451170 2009 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306067 2007 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 303214 2007 47 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 452388 2009 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302942 2007 36 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11666 2005 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378911 2008 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82114 2004 37 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 7969 2005 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 379907 2008 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232187 2006 34 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 379987 2008 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448271 2009 44 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 378868 2008 61 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 11319 2005 40 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 155212 2003 37 2. Married 1. White 3. Some College 2. Middle Atlantic
## 160678 2003 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86604 2004 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 227990 2006 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8348 2005 30 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 156680 2003 51 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 158692 2003 39 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 231182 2006 56 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 306711 2007 44 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12734 2005 51 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 229031 2006 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449980 2009 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 160714 2003 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302861 2007 51 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 230508 2006 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12537 2005 63 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 450603 2009 61 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 86119 2004 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448869 2009 33 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 451086 2009 35 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 154643 2003 28 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304493 2007 50 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 303813 2007 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376113 2008 23 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 86394 2004 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301315 2007 63 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 232504 2006 59 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 10753 2005 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 157040 2003 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 305092 2007 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12728 2005 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447357 2009 57 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 159513 2003 52 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 161380 2003 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 14457 2005 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 158761 2003 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154582 2003 38 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 158274 2003 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378307 2008 39 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 9863 2005 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155729 2003 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87848 2004 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305240 2007 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 159441 2003 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 80586 2004 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83515 2004 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231410 2006 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81995 2004 50 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 232366 2006 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229698 2006 53 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 449667 2009 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81457 2004 27 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 83804 2004 56 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154652 2003 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 159717 2003 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302069 2007 50 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 13267 2005 49 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 8550 2005 42 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 449709 2009 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 157793 2003 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302529 2007 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157309 2003 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451256 2009 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 159735 2003 25 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 85268 2004 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 453542 2009 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158301 2003 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307764 2007 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 231800 2006 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 12439 2005 52 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 7412 2005 46 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 86091 2004 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159115 2003 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10935 2005 32 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 447841 2009 42 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 234010 2006 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 453198 2009 27 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376184 2008 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 160130 2003 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306716 2007 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 304809 2007 34 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11522 2005 44 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 306077 2007 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301911 2007 51 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 155698 2003 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450165 2009 64 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159956 2003 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380945 2008 42 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 301907 2007 31 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 159358 2003 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 233565 2006 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301859 2007 51 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 302193 2007 75 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 161261 2003 28 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 451254 2009 28 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 305400 2007 32 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233567 2006 53 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 380078 2008 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 80581 2004 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87755 2004 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13685 2005 35 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 83327 2004 46 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 159834 2003 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84809 2004 43 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 87700 2004 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305809 2007 37 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 380902 2008 59 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 158812 2003 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306821 2007 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 231279 2006 37 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 12575 2005 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232850 2006 25 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379119 2008 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 81696 2004 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 378745 2008 52 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 304502 2007 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 80930 2004 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9157 2005 37 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 377201 2008 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160496 2003 51 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 306557 2007 40 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 302928 2007 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 7880 2005 64 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379439 2008 54 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 155174 2003 50 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 80508 2004 32 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81575 2004 37 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 231191 2006 19 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 232830 2006 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85999 2004 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450673 2009 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 447485 2009 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 453584 2009 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 8016 2005 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160160 2003 62 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380311 2008 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11315 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232256 2006 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 80679 2004 32 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 229791 2006 48 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 450800 2009 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 230173 2006 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228889 2006 47 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 7978 2005 55 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 374363 2008 28 4. Divorced 4. Other 2. HS Grad 2. Middle Atlantic
## 380398 2008 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452862 2009 27 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 228899 2006 22 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 232593 2006 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 231255 2006 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306356 2007 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158824 2003 31 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 380061 2008 59 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 376529 2008 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304383 2007 32 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 10445 2005 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 229647 2006 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 377052 2008 43 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380800 2008 44 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 450000 2009 57 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233715 2006 49 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 304660 2007 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233026 2006 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80647 2004 58 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 87572 2004 59 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 11809 2005 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233001 2006 60 2. Married 1. White 3. Some College 2. Middle Atlantic
## 305553 2007 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379752 2008 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380738 2008 70 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 447577 2009 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 87038 2004 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154076 2003 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 374391 2008 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 449807 2009 42 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 307460 2007 51 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 449365 2009 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378727 2008 48 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 156087 2003 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12157 2005 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 301568 2007 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10832 2005 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160170 2003 19 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 453712 2009 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87395 2004 35 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 305387 2007 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229944 2006 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380031 2008 58 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231476 2006 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 154504 2003 30 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 231749 2006 54 5. Separated 1. White 5. Advanced Degree 2. Middle Atlantic
## 377308 2008 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8330 2005 44 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 154617 2003 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 87791 2004 73 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 230102 2006 65 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 157248 2003 28 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 447647 2009 53 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231197 2006 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379516 2008 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451555 2009 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 158257 2003 57 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 81725 2004 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 305274 2007 51 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 379947 2008 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84795 2004 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 83423 2004 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301999 2007 54 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 305108 2007 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 375810 2008 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153403 2003 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154768 2003 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302561 2007 55 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 153724 2003 45 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84494 2004 44 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 83214 2004 37 3. Widowed 1. White 4. College Grad 2. Middle Atlantic
## 378589 2008 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 307823 2007 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 303202 2007 52 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 452445 2009 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159137 2003 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451436 2009 27 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 232410 2006 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307670 2007 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159052 2003 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 155165 2003 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 13246 2005 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 158241 2003 33 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 379243 2008 29 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 9196 2005 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 450568 2009 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7781 2005 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 10997 2005 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 153426 2003 42 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 80273 2004 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 374547 2008 49 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85217 2004 46 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 377128 2008 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 158403 2003 41 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 228131 2006 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452170 2009 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154530 2003 34 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 81780 2004 24 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 378629 2008 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305370 2007 33 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 301646 2007 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12249 2005 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302635 2007 48 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 8793 2005 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12032 2005 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 13257 2005 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156095 2003 27 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 232674 2006 58 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 378952 2008 52 4. Divorced 2. Black 4. College Grad 2. Middle Atlantic
## 304280 2007 60 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376160 2008 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86736 2004 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305599 2007 31 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 9903 2005 45 3. Widowed 1. White 2. HS Grad 2. Middle Atlantic
## 13558 2005 43 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 378086 2008 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80963 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 376772 2008 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453319 2009 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231608 2006 47 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 87803 2004 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154604 2003 31 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 304641 2007 40 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 452853 2009 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 85681 2004 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452452 2009 38 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 8297 2005 50 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 233667 2006 63 2. Married 1. White 3. Some College 2. Middle Atlantic
## 377125 2008 35 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 380656 2008 29 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 374314 2008 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306069 2007 29 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306727 2007 62 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 379612 2008 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 153785 2003 56 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 157154 2003 58 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 306904 2007 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9761 2005 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86702 2004 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 158105 2003 61 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 379806 2008 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 449268 2009 47 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 83615 2004 41 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 378890 2008 71 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 230899 2006 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9311 2005 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7750 2005 31 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 302750 2007 56 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 231066 2006 44 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 157343 2003 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9952 2005 36 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 233281 2006 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 86503 2004 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 14172 2005 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 14341 2005 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 231725 2006 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 377627 2008 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 375298 2008 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84172 2004 28 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154047 2003 30 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 375008 2008 46 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 86259 2004 48 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 230737 2006 42 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 378052 2008 23 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155909 2003 60 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 375457 2008 34 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 155588 2003 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306550 2007 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 82560 2004 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379734 2008 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376576 2008 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 158927 2003 24 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 374739 2008 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83417 2004 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 14351 2005 23 1. Never Married 4. Other 4. College Grad 2. Middle Atlantic
## 159265 2003 56 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 157150 2003 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451548 2009 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302614 2007 30 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 453033 2009 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84994 2004 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 227948 2006 50 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 380920 2008 43 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 231461 2006 37 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 160102 2003 49 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 449353 2009 31 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 448411 2009 54 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 306810 2007 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155681 2003 70 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10055 2005 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233682 2006 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157882 2003 34 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 302173 2007 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231216 2006 28 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 9850 2005 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 161403 2003 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377645 2008 52 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 84260 2004 34 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 155985 2003 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306353 2007 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228023 2006 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156832 2003 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304488 2007 63 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305737 2007 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 303148 2007 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302080 2007 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 447857 2009 21 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 233741 2006 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85657 2004 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 379124 2008 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 157694 2003 33 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 83479 2004 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450888 2009 29 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 14252 2005 28 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 14421 2005 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301908 2007 28 3. Widowed 1. White 1. < HS Grad 2. Middle Atlantic
## 452061 2009 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304906 2007 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302424 2007 53 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 159404 2003 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231750 2006 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 305745 2007 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 376178 2008 37 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 450343 2009 68 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160548 2003 65 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 302678 2007 37 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 302085 2007 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159635 2003 19 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 81174 2004 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 82948 2004 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 82251 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379828 2008 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450063 2009 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9535 2005 37 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 154111 2003 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 305404 2007 66 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 85550 2004 35 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 447980 2009 33 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 14481 2005 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85819 2004 48 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 450651 2009 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82222 2004 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12508 2005 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 377741 2008 74 4. Divorced 2. Black 5. Advanced Degree 2. Middle Atlantic
## 302139 2007 33 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 153833 2003 62 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85624 2004 56 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 230790 2006 29 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449764 2009 56 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 449202 2009 47 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 13741 2005 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302523 2007 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81623 2004 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 13718 2005 45 4. Divorced 2. Black 3. Some College 2. Middle Atlantic
## 10378 2005 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161366 2003 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9215 2005 56 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 157493 2003 47 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 302363 2007 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11991 2005 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 449684 2009 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11238 2005 44 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 159751 2003 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452407 2009 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233537 2006 61 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229847 2006 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9864 2005 30 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 447299 2009 49 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 231895 2006 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230128 2006 31 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 12999 2005 35 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 160782 2003 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379257 2008 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161228 2003 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232829 2006 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234092 2006 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84421 2004 47 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 157953 2003 60 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86497 2004 28 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 7737 2005 28 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13471 2005 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448820 2009 29 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85643 2004 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 453480 2009 32 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85241 2004 33 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 156206 2003 40 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 84713 2004 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 155666 2003 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83567 2004 39 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 449541 2009 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 448368 2009 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377037 2008 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231115 2006 29 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 305375 2007 49 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 303226 2007 47 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 85015 2004 46 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 228219 2006 41 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 379558 2008 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160043 2003 43 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 82149 2004 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156798 2003 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9029 2005 56 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 157633 2003 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9820 2005 29 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 448635 2009 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81776 2004 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86230 2004 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84040 2004 44 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 11619 2005 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87714 2004 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14549 2005 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 83620 2004 42 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 378744 2008 68 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10047 2005 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 11784 2005 30 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 12453 2005 39 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 378962 2008 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230457 2006 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 447527 2009 36 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 154701 2003 44 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 453719 2009 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153784 2003 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160819 2003 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380247 2008 30 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 81823 2004 33 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 155141 2003 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156716 2003 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 7546 2005 30 2. Married 4. Other 3. Some College 2. Middle Atlantic
## 374359 2008 25 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301939 2007 52 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 306511 2007 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452755 2009 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8667 2005 62 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450499 2009 57 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 156050 2003 32 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160046 2003 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87749 2004 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8363 2005 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234293 2006 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448089 2009 48 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 453187 2009 35 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 447835 2009 46 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 307486 2007 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82464 2004 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155315 2003 30 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 380158 2008 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 375387 2008 55 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 85776 2004 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229893 2006 55 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 229973 2006 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13960 2005 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234361 2006 27 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301929 2007 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306789 2007 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230376 2006 50 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 380304 2008 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306501 2007 57 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 376743 2008 72 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 230371 2006 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 304137 2007 31 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 374823 2008 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451590 2009 63 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 227916 2006 48 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 7993 2005 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159388 2003 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304858 2007 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 230749 2006 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86325 2004 32 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 154901 2003 60 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 81954 2004 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 451332 2009 48 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 379839 2008 36 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 449978 2009 31 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233080 2006 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307530 2007 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 161327 2003 46 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 158949 2003 35 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 448811 2009 50 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11623 2005 25 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10265 2005 33 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 379315 2008 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230661 2006 51 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 81295 2004 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305243 2007 59 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228627 2006 62 5. Separated 2. Black 1. < HS Grad 2. Middle Atlantic
## 13060 2005 28 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 375312 2008 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 156535 2003 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304223 2007 29 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307620 2007 34 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 85969 2004 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13360 2005 66 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 11113 2005 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305667 2007 45 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 234017 2006 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 12837 2005 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302321 2007 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81373 2004 60 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 160726 2003 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452148 2009 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229256 2006 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306650 2007 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452276 2009 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302510 2007 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81228 2004 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 228440 2006 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228053 2006 56 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 10471 2005 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231759 2006 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 155837 2003 60 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302024 2007 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301193 2007 48 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 158905 2003 39 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 453630 2009 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 303454 2007 51 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 228501 2006 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304450 2007 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378489 2008 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86991 2004 28 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 153315 2003 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 231642 2006 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234448 2006 31 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 80744 2004 72 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374333 2008 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 304748 2007 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232443 2006 27 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 451096 2009 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82862 2004 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380709 2008 20 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 376073 2008 49 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 301216 2007 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 233939 2006 41 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 451070 2009 53 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 449595 2009 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158200 2003 32 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 9638 2005 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157436 2003 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452319 2009 31 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 302474 2007 32 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 230090 2006 50 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 306734 2007 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234336 2006 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 8827 2005 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8301 2005 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85748 2004 25 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376569 2008 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378593 2008 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158180 2003 63 5. Separated 2. Black 2. HS Grad 2. Middle Atlantic
## 82969 2004 31 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 228806 2006 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380329 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304795 2007 28 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 14455 2005 36 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 304663 2007 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 87070 2004 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380220 2008 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12400 2005 46 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 303868 2007 37 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7845 2005 41 4. Divorced 2. Black 3. Some College 2. Middle Atlantic
## 234319 2006 59 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 233042 2006 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233381 2006 26 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 157856 2003 34 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 82387 2004 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301852 2007 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 82525 2004 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449130 2009 25 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 84343 2004 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452636 2009 36 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 233211 2006 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233851 2006 34 5. Separated 2. Black 2. HS Grad 2. Middle Atlantic
## 12233 2005 34 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12501 2005 55 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 153789 2003 39 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 87826 2004 40 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 8875 2005 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 229950 2006 63 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85730 2004 38 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 377504 2008 67 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 13650 2005 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155246 2003 31 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 227999 2006 41 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 157775 2003 47 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 453565 2009 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8927 2005 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 380898 2008 21 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 85375 2004 22 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 153469 2003 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83341 2004 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8279 2005 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 307337 2007 36 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13148 2005 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84841 2004 54 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 85515 2004 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86629 2004 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231027 2006 35 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 157246 2003 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13588 2005 42 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 376203 2008 41 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 83057 2004 35 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 230814 2006 34 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 305515 2007 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 307267 2007 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 88046 2004 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302698 2007 29 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 232536 2006 32 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 158406 2003 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452654 2009 30 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 155330 2003 33 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 307313 2007 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159448 2003 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155833 2003 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 307280 2007 63 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 7401 2005 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11845 2005 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307683 2007 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 8589 2005 45 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 375802 2008 48 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 305144 2007 28 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453214 2009 65 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 8360 2005 50 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 377324 2008 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302793 2007 48 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 154537 2003 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232060 2006 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83048 2004 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 376922 2008 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87672 2004 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234303 2006 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374328 2008 41 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 158629 2003 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231349 2006 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377297 2008 49 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 230086 2006 62 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81256 2004 31 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 306063 2007 43 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 378700 2008 43 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 86261 2004 43 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 450507 2009 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159849 2003 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301682 2007 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448787 2009 29 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 82646 2004 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81754 2004 46 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 14268 2005 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 85704 2004 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233733 2006 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229393 2006 38 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 83536 2004 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375861 2008 28 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 14368 2005 33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85295 2004 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231204 2006 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13498 2005 31 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 302692 2007 48 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 307635 2007 50 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 83924 2004 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80239 2004 31 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 379220 2008 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453870 2009 54 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 85521 2004 24 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 9738 2005 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157529 2003 65 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307581 2007 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380007 2008 30 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 453715 2009 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 381016 2008 35 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 8356 2005 46 2. Married 4. Other 5. Advanced Degree 2. Middle Atlantic
## 156461 2003 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380325 2008 71 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156598 2003 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450872 2009 41 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 305335 2007 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449727 2009 76 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 452029 2009 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 232822 2006 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 158958 2003 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 233370 2006 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161344 2003 25 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233394 2006 62 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233584 2006 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448801 2009 37 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 302882 2007 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306349 2007 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 452162 2009 36 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231483 2006 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82643 2004 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305066 2007 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 11473 2005 34 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 86233 2004 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12787 2005 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233174 2006 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 303344 2007 60 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307057 2007 48 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301337 2007 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81731 2004 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 157918 2003 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160058 2003 37 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 159843 2003 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 157233 2003 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 231489 2006 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452313 2009 32 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 233665 2006 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 157818 2003 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376459 2008 38 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 13375 2005 62 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 154265 2003 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156078 2003 28 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 303231 2007 61 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159873 2003 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 228330 2006 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451634 2009 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159186 2003 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160564 2003 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 447672 2009 31 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452613 2009 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12504 2005 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 302206 2007 46 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 234624 2006 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159256 2003 40 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 14460 2005 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233287 2006 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452861 2009 43 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 88065 2004 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7550 2005 58 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 302313 2007 60 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 82600 2004 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 380306 2008 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13488 2005 47 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 153493 2003 59 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 227880 2006 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378323 2008 39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81976 2004 40 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 155452 2003 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 450962 2009 29 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 11853 2005 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156191 2003 58 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 87661 2004 18 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 82514 2004 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378030 2008 30 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 157381 2003 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86485 2004 27 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10930 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 307771 2007 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85202 2004 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233889 2006 20 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 7496 2005 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453337 2009 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376076 2008 45 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 160307 2003 59 2. Married 1. White 3. Some College 2. Middle Atlantic
## 161341 2003 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11390 2005 67 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 301389 2007 26 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 304303 2007 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87441 2004 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12175 2005 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12033 2005 43 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82301 2004 34 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 83227 2004 44 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 153765 2003 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 158059 2003 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 375572 2008 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448806 2009 30 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 82280 2004 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 153375 2003 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380151 2008 30 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 230950 2006 38 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 14546 2005 25 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450602 2009 59 3. Widowed 2. Black 2. HS Grad 2. Middle Atlantic
## 81692 2004 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 158659 2003 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306889 2007 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379968 2008 60 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10750 2005 40 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 155530 2003 28 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86633 2004 34 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 378686 2008 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10144 2005 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87286 2004 28 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 87895 2004 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 375523 2008 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451283 2009 38 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 14519 2005 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380780 2008 58 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 86239 2004 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10984 2005 32 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 231862 2006 27 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 449495 2009 51 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 448715 2009 50 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 448977 2009 25 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 234530 2006 60 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 86190 2004 62 2. Married 1. White 3. Some College 2. Middle Atlantic
## 230114 2006 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 447347 2009 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155626 2003 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 376579 2008 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 451819 2009 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 155900 2003 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8505 2005 40 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 234613 2006 57 2. Married 1. White 3. Some College 2. Middle Atlantic
## 11832 2005 31 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 11081 2005 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 301246 2007 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 375987 2008 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156259 2003 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85655 2004 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448836 2009 27 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 153902 2003 19 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 305415 2007 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9743 2005 44 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 230054 2006 32 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12519 2005 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 227962 2006 31 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83739 2004 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157490 2003 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 82456 2004 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159012 2003 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 88116 2004 33 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 376549 2008 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 87170 2004 40 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 11435 2005 29 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 85129 2004 35 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 448698 2009 34 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 154709 2003 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 379618 2008 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161267 2003 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 380753 2008 39 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 153467 2003 42 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 231484 2006 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 379211 2008 45 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 156236 2003 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450978 2009 52 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 84773 2004 27 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 449829 2009 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 305946 2007 59 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12507 2005 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154311 2003 19 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 154975 2003 64 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307420 2007 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 228741 2006 45 5. Separated 2. Black 2. HS Grad 2. Middle Atlantic
## 376605 2008 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 304583 2007 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159573 2003 39 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 375743 2008 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449387 2009 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 83565 2004 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 7664 2005 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157200 2003 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230665 2006 31 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12813 2005 28 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302409 2007 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83416 2004 56 3. Widowed 1. White 4. College Grad 2. Middle Atlantic
## 83964 2004 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13483 2005 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232794 2006 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447864 2009 28 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 452049 2009 19 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 87163 2004 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157204 2003 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80604 2004 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161272 2003 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87121 2004 45 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 231993 2006 52 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 377133 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449641 2009 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156429 2003 45 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 12311 2005 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379397 2008 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84236 2004 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 451645 2009 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8988 2005 49 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 307325 2007 57 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 11919 2005 77 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11403 2005 48 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 88019 2004 56 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306940 2007 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155528 2003 44 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 301789 2007 49 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 378048 2008 58 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 8841 2005 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85602 2004 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304529 2007 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157296 2003 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 155829 2003 62 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 379034 2008 47 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 153627 2003 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229223 2006 35 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 380392 2008 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158726 2003 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377495 2008 18 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 230878 2006 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453110 2009 27 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 85888 2004 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 376196 2008 29 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 228775 2006 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153559 2003 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 304567 2007 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83140 2004 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450085 2009 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378923 2008 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87254 2004 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9513 2005 66 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 156960 2003 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 80462 2004 28 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304074 2007 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306048 2007 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 448446 2009 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448106 2009 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86335 2004 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 230002 2006 64 2. Married 1. White 3. Some College 2. Middle Atlantic
## 447211 2009 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305589 2007 52 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 8755 2005 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13308 2005 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448287 2009 40 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 10187 2005 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80524 2004 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 377969 2008 55 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 153484 2003 53 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 11876 2005 33 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 229679 2006 45 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 229435 2006 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 80558 2004 32 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 11650 2005 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 82081 2004 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 82799 2004 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155256 2003 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 80446 2004 31 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 159200 2003 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8197 2005 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 153388 2003 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 88113 2004 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 155513 2003 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 158884 2003 29 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 230315 2006 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 86782 2004 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306149 2007 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380883 2008 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7639 2005 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 381143 2008 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9181 2005 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158451 2003 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229117 2006 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233600 2006 52 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 231346 2006 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379646 2008 28 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 228164 2006 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85693 2004 49 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 452344 2009 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160400 2003 26 1. Never Married 4. Other 4. College Grad 2. Middle Atlantic
## 160533 2003 31 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 307204 2007 50 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 450078 2009 62 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84607 2004 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10989 2005 22 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 155859 2003 55 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 234391 2006 63 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81772 2004 63 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 377896 2008 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 153951 2003 28 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231716 2006 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229399 2006 58 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 302102 2007 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81714 2004 49 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 155433 2003 62 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87168 2004 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85320 2004 54 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 7420 2005 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451424 2009 46 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 229703 2006 58 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 14417 2005 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 9241 2005 58 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 377591 2008 63 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302226 2007 67 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 376645 2008 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157321 2003 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154342 2003 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301885 2007 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 84599 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 374558 2008 31 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 301209 2007 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 378837 2008 21 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 374851 2008 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 153917 2003 43 5. Separated 2. Black 3. Some College 2. Middle Atlantic
## 86617 2004 34 2. Married 1. White 3. Some College 2. Middle Atlantic
## 374294 2008 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375787 2008 35 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 83031 2004 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155234 2003 46 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 156931 2003 38 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 84305 2004 44 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 233131 2006 50 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 451873 2009 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452428 2009 49 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 232403 2006 47 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 158091 2003 40 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 159901 2003 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 374894 2008 60 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 376018 2008 56 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 85534 2004 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378978 2008 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 305552 2007 43 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 12671 2005 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157620 2003 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156543 2003 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 234246 2006 28 1. Never Married 4. Other 2. HS Grad 2. Middle Atlantic
## 157606 2003 38 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 230929 2006 45 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 87063 2004 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157575 2003 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8274 2005 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 229913 2006 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301692 2007 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304818 2007 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448786 2009 40 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 229605 2006 71 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 231509 2006 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 80950 2004 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 87704 2004 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158664 2003 40 2. Married 4. Other 3. Some College 2. Middle Atlantic
## 81095 2004 59 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 302918 2007 46 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 161349 2003 38 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 306415 2007 26 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10603 2005 53 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 86007 2004 46 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 306146 2007 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 234661 2006 28 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 84287 2004 30 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 377509 2008 34 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 377763 2008 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306688 2007 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 302888 2007 37 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 377799 2008 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 381003 2008 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380799 2008 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83368 2004 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11548 2005 54 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 304155 2007 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9144 2005 21 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 11624 2005 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 153897 2003 72 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 157384 2003 38 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 453498 2009 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229614 2006 35 5. Separated 1. White 3. Some College 2. Middle Atlantic
## 380993 2008 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159758 2003 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10899 2005 45 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 374347 2008 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374986 2008 64 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 81794 2004 39 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 303090 2007 46 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 375451 2008 25 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 154262 2003 80 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379725 2008 51 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 88050 2004 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451349 2009 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84848 2004 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306255 2007 41 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 82384 2004 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378696 2008 31 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 85794 2004 49 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 450118 2009 47 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 9457 2005 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230105 2006 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 153266 2003 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157526 2003 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 234243 2006 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231448 2006 39 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 449095 2009 63 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 303172 2007 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 81506 2004 62 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 80235 2004 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87943 2004 29 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 83985 2004 43 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 375234 2008 34 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 156633 2003 38 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 14384 2005 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 8450 2005 64 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 160165 2003 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451015 2009 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232095 2006 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154723 2003 33 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 304780 2007 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 377397 2008 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 303182 2007 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11131 2005 40 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 7535 2005 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 375336 2008 30 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 451744 2009 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232578 2006 47 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 374914 2008 25 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 307821 2007 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 305822 2007 41 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 7495 2005 54 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 449798 2009 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 159599 2003 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 448887 2009 63 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 453745 2009 49 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 375738 2008 35 5. Separated 2. Black 3. Some College 2. Middle Atlantic
## 229672 2006 24 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 161522 2003 66 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378510 2008 57 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 160189 2003 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230629 2006 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233946 2006 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 86943 2004 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230497 2006 23 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 377005 2008 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80350 2004 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81917 2004 43 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 301556 2007 58 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 8888 2005 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307676 2007 48 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 7381 2005 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233790 2006 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 303636 2007 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81716 2004 58 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 158585 2003 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 307816 2007 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154833 2003 50 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 450754 2009 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157064 2003 39 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 377858 2008 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 380391 2008 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452617 2009 24 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 452685 2009 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154958 2003 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161421 2003 25 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 229694 2006 24 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 7822 2005 57 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 12679 2005 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 447486 2009 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13835 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379762 2008 39 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 81141 2004 32 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 7699 2005 48 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 85842 2004 29 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 12364 2005 35 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 84080 2004 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451706 2009 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14152 2005 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85144 2004 35 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 302797 2007 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81223 2004 57 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 88062 2004 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 452864 2009 41 4. Divorced 2. Black 3. Some College 2. Middle Atlantic
## 12144 2005 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 160944 2003 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8105 2005 54 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 154672 2003 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 453271 2009 43 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 155921 2003 43 4. Divorced 2. Black 4. College Grad 2. Middle Atlantic
## 154732 2003 62 3. Widowed 1. White 1. < HS Grad 2. Middle Atlantic
## 233690 2006 45 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 86143 2004 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156740 2003 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12718 2005 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449744 2009 21 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 448117 2009 54 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 154750 2003 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83654 2004 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81277 2004 35 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 379686 2008 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 227939 2006 61 3. Widowed 1. White 2. HS Grad 2. Middle Atlantic
## 80897 2004 51 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 231662 2006 43 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154839 2003 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 305114 2007 51 2. Married 4. Other 3. Some College 2. Middle Atlantic
## 450873 2009 65 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447174 2009 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377920 2008 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 161041 2003 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14541 2005 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 376938 2008 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 447645 2009 36 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 80720 2004 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447722 2009 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155179 2003 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8907 2005 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 160862 2003 47 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 155453 2003 37 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 378199 2008 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12156 2005 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 447458 2009 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232327 2006 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301930 2007 47 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 158517 2003 29 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 12579 2005 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13995 2005 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82195 2004 39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306499 2007 59 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302319 2007 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 447816 2009 26 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 449074 2009 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229524 2006 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232133 2006 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 85388 2004 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13298 2005 32 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 307289 2007 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7589 2005 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9082 2005 40 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 305036 2007 60 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 302117 2007 30 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 160497 2003 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450224 2009 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 449975 2009 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 80475 2004 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378718 2008 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13370 2005 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380165 2008 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86118 2004 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159505 2003 50 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 450919 2009 19 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 80496 2004 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302736 2007 53 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 81910 2004 22 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 159140 2003 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8846 2005 33 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 7415 2005 31 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 80565 2004 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 452789 2009 57 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 13535 2005 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156743 2003 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87391 2004 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450392 2009 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155733 2003 50 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 12600 2005 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 80237 2004 33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306346 2007 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81445 2004 48 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231389 2006 53 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 378598 2008 37 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 306310 2007 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380028 2008 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86072 2004 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 11321 2005 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307301 2007 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 447298 2009 25 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 161253 2003 35 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 377359 2008 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453728 2009 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14042 2005 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304908 2007 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160028 2003 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13005 2005 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158124 2003 51 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 86567 2004 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82851 2004 37 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 305392 2007 48 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 153650 2003 42 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 304093 2007 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233121 2006 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230850 2006 33 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 157822 2003 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451294 2009 20 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 14543 2005 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 159847 2003 58 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 83903 2004 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378535 2008 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 453171 2009 54 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 301347 2007 66 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 453420 2009 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155699 2003 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380739 2008 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9766 2005 35 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 234383 2006 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232723 2006 41 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 81234 2004 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229581 2006 50 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 87788 2004 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452608 2009 43 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8652 2005 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 451324 2009 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 160285 2003 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84767 2004 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 229001 2006 66 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 230839 2006 50 3. Widowed 1. White 2. HS Grad 2. Middle Atlantic
## 11453 2005 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 87015 2004 62 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 157453 2003 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 87789 2004 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10827 2005 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450748 2009 29 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 83883 2004 39 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 230302 2006 71 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 160949 2003 22 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 302490 2007 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452615 2009 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 156728 2003 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158466 2003 51 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 8344 2005 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 7436 2005 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374803 2008 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12491 2005 21 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232762 2006 60 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 230998 2006 41 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 84524 2004 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13464 2005 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 159550 2003 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234248 2006 36 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 234357 2006 28 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 451267 2009 60 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155944 2003 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228029 2006 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159068 2003 36 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 228443 2006 46 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 376883 2008 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 233097 2006 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228418 2006 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80966 2004 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229478 2006 22 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 374483 2008 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 381181 2008 57 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 12955 2005 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161502 2003 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380218 2008 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156036 2003 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 229899 2006 27 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 305122 2007 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450849 2009 44 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 376406 2008 56 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 303218 2007 38 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 156645 2003 36 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 14338 2005 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 14140 2005 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380621 2008 42 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 447629 2009 51 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 86490 2004 55 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 302168 2007 39 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 158551 2003 42 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233702 2006 33 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 378925 2008 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 160680 2003 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158298 2003 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450290 2009 51 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 305059 2007 76 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 301937 2007 57 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 160924 2003 27 5. Separated 1. White 3. Some College 2. Middle Atlantic
## 12963 2005 26 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 10344 2005 25 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8757 2005 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82071 2004 33 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 155631 2003 51 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 9139 2005 22 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 10933 2005 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449746 2009 34 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 379247 2008 47 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 13497 2005 31 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 14109 2005 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234415 2006 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234376 2006 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155250 2003 40 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 85134 2004 51 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 381020 2008 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159971 2003 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9591 2005 48 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 83666 2004 54 4. Divorced 2. Black 4. College Grad 2. Middle Atlantic
## 301931 2007 56 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 307750 2007 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453302 2009 32 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 307225 2007 60 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230293 2006 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154660 2003 22 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 156739 2003 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8789 2005 53 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 375928 2008 43 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 447995 2009 32 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 447215 2009 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448598 2009 50 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 229234 2006 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 447888 2009 55 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 82715 2004 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 82946 2004 35 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 80449 2004 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 86044 2004 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157202 2003 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 450096 2009 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448535 2009 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450450 2009 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451844 2009 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451460 2009 47 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 11973 2005 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452739 2009 34 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230033 2006 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 377968 2008 58 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 447810 2009 44 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 9620 2005 28 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 83273 2004 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 381222 2008 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301976 2007 37 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 381289 2008 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307040 2007 56 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 450227 2009 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302539 2007 41 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 86544 2004 62 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86015 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84882 2004 44 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 301497 2007 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378528 2008 51 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 7539 2005 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 14035 2005 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379720 2008 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87842 2004 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12496 2005 51 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 453550 2009 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12905 2005 28 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 307423 2007 49 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 302880 2007 61 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 229722 2006 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13420 2005 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 305048 2007 53 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 81872 2004 55 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 11889 2005 48 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 301313 2007 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448972 2009 31 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 304644 2007 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380216 2008 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154881 2003 49 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 85010 2004 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 303653 2007 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 374554 2008 46 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 7830 2005 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 14307 2005 19 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 83763 2004 56 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 161310 2003 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 450610 2009 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 8736 2005 42 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 379881 2008 32 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 161031 2003 32 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 156574 2003 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380839 2008 57 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 380501 2008 26 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 449794 2009 67 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 81288 2004 31 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231420 2006 49 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 10519 2005 29 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 381177 2008 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 229249 2006 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453598 2009 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82185 2004 33 5. Separated 2. Black 3. Some College 2. Middle Atlantic
## 453746 2009 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 448132 2009 43 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 86463 2004 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84715 2004 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155547 2003 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83136 2004 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8414 2005 34 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 304459 2007 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378108 2008 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 155401 2003 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228504 2006 28 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 376032 2008 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305001 2007 24 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 10568 2005 57 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 158869 2003 48 5. Separated 2. Black 2. HS Grad 2. Middle Atlantic
## 82571 2004 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233856 2006 47 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85706 2004 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 87534 2004 30 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 158028 2003 41 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 376894 2008 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 450739 2009 32 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 453840 2009 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85005 2004 42 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 12029 2005 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 233756 2006 44 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 228877 2006 30 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 233966 2006 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 376565 2008 33 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 375596 2008 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 7603 2005 28 2. Married 1. White 3. Some College 2. Middle Atlantic
## 376986 2008 41 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 448055 2009 22 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81116 2004 37 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 228861 2006 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 87034 2004 37 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 305311 2007 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378766 2008 49 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 13578 2005 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302454 2007 47 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 160354 2003 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 452525 2009 34 2. Married 1. White 3. Some College 2. Middle Atlantic
## 83954 2004 62 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302858 2007 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11897 2005 48 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 305534 2007 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448547 2009 35 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 154312 2003 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13095 2005 34 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 155937 2003 50 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 233677 2006 50 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 82261 2004 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450761 2009 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11935 2005 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449193 2009 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13380 2005 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13510 2005 34 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 303955 2007 50 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 82964 2004 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155032 2003 53 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 81944 2004 40 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 228060 2006 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228305 2006 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8471 2005 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375955 2008 54 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 378357 2008 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228453 2006 62 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 375260 2008 33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84747 2004 44 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 9001 2005 80 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13523 2005 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377490 2008 58 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 85233 2004 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8658 2005 60 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302756 2007 33 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 228793 2006 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 85808 2004 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229152 2006 56 2. Married 1. White 3. Some College 2. Middle Atlantic
## 449705 2009 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85799 2004 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155865 2003 34 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 85689 2004 37 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 450894 2009 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378221 2008 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230406 2006 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376602 2008 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 156489 2003 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 7568 2005 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453257 2009 48 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 376581 2008 28 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 379989 2008 37 2. Married 1. White 3. Some College 2. Middle Atlantic
## 234332 2006 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11046 2005 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 303385 2007 60 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 450697 2009 30 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 156124 2003 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161043 2003 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449651 2009 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233230 2006 26 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 231523 2006 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154395 2003 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304408 2007 71 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 380248 2008 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 83466 2004 49 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13091 2005 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84078 2004 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 14266 2005 59 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 82469 2004 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450648 2009 47 1. Never Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 230082 2006 34 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302568 2007 23 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 452618 2009 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449703 2009 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228508 2006 54 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 453301 2009 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8172 2005 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380101 2008 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306319 2007 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10780 2005 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8168 2005 30 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 234147 2006 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 379279 2008 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13027 2005 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159780 2003 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 153749 2003 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87231 2004 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 381130 2008 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83569 2004 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82380 2004 24 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 87411 2004 53 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 80378 2004 39 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 306390 2007 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 233582 2006 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230156 2006 34 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80860 2004 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157459 2003 60 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 228496 2006 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 453835 2009 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 376688 2008 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 84683 2004 35 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 380971 2008 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448578 2009 56 2. Married 4. Other 2. HS Grad 2. Middle Atlantic
## 376787 2008 19 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 231118 2006 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7373 2005 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 156889 2003 45 3. Widowed 4. Other 2. HS Grad 2. Middle Atlantic
## 80853 2004 54 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 379750 2008 43 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 377519 2008 42 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 11199 2005 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 306981 2007 49 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 232149 2006 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13294 2005 50 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 229612 2006 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12617 2005 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 451199 2009 58 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7609 2005 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231686 2006 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 234389 2006 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 229901 2006 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 153622 2003 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 86931 2004 34 2. Married 1. White 3. Some College 2. Middle Atlantic
## 9860 2005 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 82359 2004 59 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83774 2004 61 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 379289 2008 40 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 451529 2009 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 157319 2003 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10740 2005 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 83212 2004 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234447 2006 29 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448296 2009 66 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 229238 2006 61 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156703 2003 34 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 303382 2007 41 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 83663 2004 48 4. Divorced 2. Black 1. < HS Grad 2. Middle Atlantic
## 13264 2005 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 228067 2006 54 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 379994 2008 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374633 2008 60 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 380994 2008 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452521 2009 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301537 2007 54 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 452259 2009 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380756 2008 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156099 2003 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379666 2008 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13066 2005 55 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 233531 2006 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159976 2003 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155361 2003 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 301559 2007 28 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 159911 2003 58 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 378511 2008 47 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 303173 2007 60 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155313 2003 26 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 231958 2006 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375616 2008 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 307319 2007 63 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 12456 2005 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448765 2009 30 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 301777 2007 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 11762 2005 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379995 2008 29 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 302475 2007 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 303761 2007 57 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7976 2005 46 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 157964 2003 21 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 9336 2005 34 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 379954 2008 39 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 230714 2006 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 83126 2004 42 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 82701 2004 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 452203 2009 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154263 2003 80 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230644 2006 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304966 2007 31 1. Never Married 4. Other 3. Some College 2. Middle Atlantic
## 156987 2003 41 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 88084 2004 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160389 2003 43 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 81881 2004 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83677 2004 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 80890 2004 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306629 2007 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12188 2005 59 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 301793 2007 29 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 447716 2009 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10043 2005 33 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 156286 2003 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 376933 2008 53 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 160815 2003 63 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84588 2004 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156257 2003 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 306463 2007 39 3. Widowed 3. Asian 2. HS Grad 2. Middle Atlantic
## 304367 2007 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 156055 2003 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84965 2004 40 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 86137 2004 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7434 2005 43 2. Married 1. White 3. Some College 2. Middle Atlantic
## 13145 2005 42 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 376834 2008 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 80861 2004 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307009 2007 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9407 2005 60 3. Widowed 2. Black 5. Advanced Degree 2. Middle Atlantic
## 448011 2009 57 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 301160 2007 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87472 2004 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86258 2004 51 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 86622 2004 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 234539 2006 59 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 233141 2006 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160720 2003 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 380833 2008 28 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 447332 2009 49 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 13074 2005 51 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 377769 2008 36 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 159957 2003 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 14047 2005 22 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 229085 2006 47 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 156367 2003 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 86170 2004 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 231625 2006 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 376206 2008 45 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 374441 2008 39 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 229681 2006 64 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84975 2004 36 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 80338 2004 61 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158704 2003 34 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 86260 2004 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 377704 2008 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 450907 2009 36 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 8898 2005 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86506 2004 39 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 81695 2004 59 3. Widowed 2. Black 5. Advanced Degree 2. Middle Atlantic
## 452011 2009 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233422 2006 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 232655 2006 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161451 2003 25 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 450319 2009 59 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 305903 2007 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12064 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 448531 2009 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450203 2009 63 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 302905 2007 53 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 377539 2008 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 306049 2007 53 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 234286 2006 23 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 82123 2004 36 1. Never Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 13073 2005 19 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12975 2005 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9152 2005 43 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85858 2004 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 449352 2009 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156000 2003 63 2. Married 1. White 3. Some College 2. Middle Atlantic
## 374878 2008 45 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 374341 2008 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453736 2009 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 83544 2004 37 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 374646 2008 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 14363 2005 45 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 380303 2008 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 11668 2005 58 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 156595 2003 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 303371 2007 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12558 2005 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154495 2003 33 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 232910 2006 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 448457 2009 63 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 156591 2003 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 374845 2008 31 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154639 2003 41 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376657 2008 66 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 453155 2009 45 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 302655 2007 47 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 234441 2006 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10756 2005 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157788 2003 62 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159478 2003 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 82408 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 231687 2006 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 451735 2009 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14361 2005 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 447846 2009 64 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87736 2004 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159033 2003 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 452456 2009 32 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229915 2006 41 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 85977 2004 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 158370 2003 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306799 2007 34 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 86857 2004 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154144 2003 23 1. Never Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 155861 2003 40 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 302734 2007 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87460 2004 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 301952 2007 42 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452190 2009 47 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 302487 2007 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 375314 2008 34 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 80513 2004 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8245 2005 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 450802 2009 55 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 380599 2008 22 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 8760 2005 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228870 2006 26 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 86333 2004 27 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 82672 2004 34 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 303408 2007 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379215 2008 23 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153433 2003 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452035 2009 49 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 12738 2005 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 10025 2005 35 4. Divorced 2. Black 4. College Grad 2. Middle Atlantic
## 302428 2007 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230517 2006 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451939 2009 69 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83710 2004 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11155 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10801 2005 47 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 377849 2008 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 155762 2003 42 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 380873 2008 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 11350 2005 48 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 449916 2009 28 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 11955 2005 49 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 452076 2009 51 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 158386 2003 58 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 8307 2005 32 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 452919 2009 55 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304571 2007 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84662 2004 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157527 2003 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155753 2003 25 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85476 2004 73 4. Divorced 2. Black 1. < HS Grad 2. Middle Atlantic
## 86888 2004 18 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 11885 2005 52 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 379300 2008 28 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 84104 2004 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451062 2009 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 379529 2008 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 155117 2003 29 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 234168 2006 48 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 228808 2006 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85191 2004 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 159708 2003 24 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 155806 2003 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378375 2008 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155162 2003 69 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 230689 2006 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158165 2003 73 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 448727 2009 30 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 154715 2003 41 1. Never Married 3. Asian 3. Some College 2. Middle Atlantic
## 449784 2009 48 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 82382 2004 63 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 159218 2003 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81077 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 303201 2007 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375099 2008 54 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 452764 2009 33 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84935 2004 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302956 2007 31 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 231714 2006 46 2. Married 1. White 3. Some College 2. Middle Atlantic
## 377432 2008 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450157 2009 45 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 155744 2003 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12978 2005 31 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 228951 2006 19 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 156037 2003 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302728 2007 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 233642 2006 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 228903 2006 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449895 2009 49 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 451041 2009 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 376582 2008 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 160144 2003 34 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 379821 2008 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161269 2003 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87217 2004 33 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 160293 2003 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86674 2004 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87761 2004 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 303104 2007 47 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 229277 2006 45 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452824 2009 34 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232086 2006 25 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233767 2006 56 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12838 2005 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159042 2003 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 375741 2008 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85607 2004 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 86744 2004 44 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 11797 2005 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452631 2009 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 374872 2008 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448646 2009 27 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 379131 2008 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231134 2006 56 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 9431 2005 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379883 2008 33 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376403 2008 32 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 376258 2008 39 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 14511 2005 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 449447 2009 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 231149 2006 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13208 2005 37 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 376577 2008 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9330 2005 51 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 380510 2008 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 234379 2006 56 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449359 2009 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449768 2009 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304596 2007 32 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 83073 2004 21 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 80331 2004 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 307248 2007 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87597 2004 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 161439 2003 30 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 234656 2006 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 153663 2003 33 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 11542 2005 56 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 81869 2004 46 4. Divorced 2. Black 3. Some College 2. Middle Atlantic
## 156792 2003 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 376283 2008 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 452245 2009 48 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 231515 2006 37 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 306859 2007 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82001 2004 56 2. Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 375236 2008 34 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 86010 2004 56 2. Married 1. White 3. Some College 2. Middle Atlantic
## 230943 2006 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228764 2006 47 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 156896 2003 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453724 2009 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379194 2008 25 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452457 2009 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232552 2006 40 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 450777 2009 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 158588 2003 50 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 377411 2008 48 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 302723 2007 40 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 153400 2003 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 86089 2004 30 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160883 2003 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 379090 2008 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302129 2007 32 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 86755 2004 53 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 377441 2008 32 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 87396 2004 39 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 307386 2007 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 84169 2004 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449775 2009 66 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 228357 2006 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 449987 2009 52 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 303856 2007 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 304921 2007 32 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 374988 2008 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229150 2006 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 84663 2004 47 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 379349 2008 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157534 2003 53 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 305469 2007 66 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 231089 2006 33 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 82956 2004 58 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 379819 2008 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449534 2009 54 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 448935 2009 26 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 375717 2008 24 1. Never Married 4. Other 2. HS Grad 2. Middle Atlantic
## 304731 2007 62 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10772 2005 63 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14158 2005 26 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 85775 2004 45 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161082 2003 23 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377328 2008 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155957 2003 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 154985 2003 43 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 87716 2004 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374629 2008 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 232517 2006 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84219 2004 45 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 380749 2008 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 453653 2009 63 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 81828 2004 57 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 377546 2008 69 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 451614 2009 31 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 160598 2003 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7816 2005 43 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 157421 2003 19 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 9691 2005 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304770 2007 31 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 81122 2004 49 1. Never Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 233881 2006 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 377413 2008 26 2. Married 4. Other 3. Some College 2. Middle Atlantic
## 303918 2007 37 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229437 2006 30 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 447724 2009 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85017 2004 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9109 2005 44 4. Divorced 4. Other 5. Advanced Degree 2. Middle Atlantic
## 84346 2004 65 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301863 2007 54 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 452767 2009 56 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380912 2008 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450623 2009 37 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 7899 2005 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13782 2005 46 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452871 2009 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13456 2005 58 4. Divorced 2. Black 2. HS Grad 2. Middle Atlantic
## 306022 2007 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232102 2006 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375105 2008 33 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 81175 2004 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 375985 2008 50 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233063 2006 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85647 2004 46 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 11736 2005 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 153843 2003 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10673 2005 47 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84898 2004 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 375389 2008 36 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 374477 2008 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160912 2003 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13605 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 305951 2007 20 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 84566 2004 32 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 160765 2003 36 2. Married 1. White 3. Some College 2. Middle Atlantic
## 449036 2009 31 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 13295 2005 28 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 7863 2005 41 4. Divorced 4. Other 3. Some College 2. Middle Atlantic
## 87877 2004 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 86166 2004 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160895 2003 19 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 450033 2009 59 2. Married 1. White 3. Some College 2. Middle Atlantic
## 156104 2003 64 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 160718 2003 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 81086 2004 37 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 87767 2004 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 13125 2005 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 231653 2006 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 85304 2004 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 375038 2008 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9595 2005 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 87553 2004 53 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 81392 2004 42 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 451374 2009 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 158047 2003 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 81515 2004 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 153519 2003 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380550 2008 33 2. Married 1. White 3. Some College 2. Middle Atlantic
## 304366 2007 30 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 304377 2007 38 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 9064 2005 29 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 378073 2008 57 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 158940 2003 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380022 2008 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 227841 2006 46 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 12002 2005 61 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304602 2007 70 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 450489 2009 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158881 2003 57 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 154684 2003 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 9521 2005 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 451147 2009 52 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 448799 2009 44 5. Separated 1. White 4. College Grad 2. Middle Atlantic
## 86446 2004 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378317 2008 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 7499 2005 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154659 2003 43 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 159096 2003 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379777 2008 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161093 2003 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 8398 2005 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 86001 2004 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9947 2005 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 13597 2005 36 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8402 2005 71 3. Widowed 1. White 3. Some College 2. Middle Atlantic
## 229336 2006 31 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 9471 2005 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 307463 2007 20 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 303301 2007 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 307758 2007 42 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 8704 2005 41 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450579 2009 27 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 377548 2008 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 379802 2008 41 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 155828 2003 41 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 160072 2003 22 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 158458 2003 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 380862 2008 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229278 2006 49 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 158416 2003 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 374326 2008 38 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 84906 2004 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10154 2005 47 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 304890 2007 52 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 448330 2009 56 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 302440 2007 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8594 2005 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160473 2003 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452589 2009 43 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 154916 2003 35 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453566 2009 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453173 2009 69 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231286 2006 68 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 83337 2004 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 8625 2005 46 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 304249 2007 39 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 452699 2009 66 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 13542 2005 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233331 2006 30 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 12638 2005 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376869 2008 49 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 11100 2005 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379372 2008 48 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 376009 2008 37 5. Separated 2. Black 3. Some College 2. Middle Atlantic
## 304338 2007 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304116 2007 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 452574 2009 31 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 230268 2006 18 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 159545 2003 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 229535 2006 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161425 2003 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376778 2008 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232700 2006 24 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306371 2007 35 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 304010 2007 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 154423 2003 44 1. Never Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 377710 2008 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8072 2005 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 306740 2007 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 374463 2008 42 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 155676 2003 37 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378483 2008 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 11655 2005 40 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 159926 2003 27 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161488 2003 31 2. Married 1. White 3. Some College 2. Middle Atlantic
## 380370 2008 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154590 2003 38 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 86392 2004 34 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12146 2005 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 301904 2007 20 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 375850 2008 28 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 449254 2009 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 378197 2008 38 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 12275 2005 33 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 447285 2009 43 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 229216 2006 50 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 379593 2008 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10380 2005 24 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 378289 2008 41 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 453516 2009 37 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 8978 2005 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87747 2004 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 13594 2005 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 448361 2009 40 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 82431 2004 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 227968 2006 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154580 2003 42 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 155201 2003 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 228062 2006 44 4. Divorced 1. White 1. < HS Grad 2. Middle Atlantic
## 301131 2007 19 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 81508 2004 44 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 160105 2003 26 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 10455 2005 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230783 2006 32 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 380368 2008 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8521 2005 35 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 302231 2007 34 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 154400 2003 23 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 376389 2008 60 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 231469 2006 54 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 155163 2003 31 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 229213 2006 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161447 2003 48 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 11017 2005 48 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81252 2004 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 227917 2006 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 82223 2004 35 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450449 2009 37 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 155027 2003 27 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 301716 2007 64 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160957 2003 52 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 307162 2007 47 5. Separated 2. Black 1. < HS Grad 2. Middle Atlantic
## 153288 2003 26 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 10549 2005 41 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 448079 2009 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 85787 2004 76 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232991 2006 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232011 2006 39 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 234060 2006 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 83770 2004 23 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 228316 2006 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 451479 2009 44 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233965 2006 20 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 8562 2005 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 231536 2006 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451622 2009 46 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451993 2009 33 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 159704 2003 62 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 228435 2006 38 2. Married 1. White 3. Some College 2. Middle Atlantic
## 11386 2005 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 10964 2005 46 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 227859 2006 18 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 449407 2009 63 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233646 2006 43 1. Never Married 2. Black 5. Advanced Degree 2. Middle Atlantic
## 450142 2009 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 375066 2008 53 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 377927 2008 58 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 154494 2003 23 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 80376 2004 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 81068 2004 35 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 233828 2006 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85640 2004 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10274 2005 32 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 153933 2003 56 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 10377 2005 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87797 2004 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 84394 2004 26 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 232457 2006 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377675 2008 47 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 304688 2007 25 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 233833 2006 58 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 374782 2008 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154678 2003 30 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 303392 2007 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 453674 2009 29 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 302464 2007 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230110 2006 37 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 86348 2004 67 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 449111 2009 34 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 156748 2003 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 8312 2005 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 378918 2008 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154871 2003 27 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 302382 2007 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 305523 2007 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 377010 2008 55 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 157367 2003 49 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 154310 2003 42 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 8265 2005 39 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 154479 2003 32 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 14202 2005 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 161025 2003 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85939 2004 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158022 2003 40 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 229664 2006 51 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 448419 2009 28 2. Married 3. Asian 3. Some College 2. Middle Atlantic
## 301493 2007 53 4. Divorced 1. White 3. Some College 2. Middle Atlantic
## 9698 2005 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 451173 2009 51 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 377766 2008 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379628 2008 55 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158239 2003 44 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 450366 2009 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10192 2005 40 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 303306 2007 26 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230907 2006 49 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 87177 2004 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 85563 2004 43 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 378239 2008 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 232251 2006 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 448807 2009 34 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 451298 2009 36 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 234574 2006 51 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 303467 2007 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 160372 2003 60 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 80668 2004 36 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230140 2006 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87724 2004 60 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159738 2003 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13820 2005 41 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 159737 2003 56 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 158555 2003 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 8911 2005 49 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 230355 2006 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155813 2003 25 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 304171 2007 52 2. Married 1. White 3. Some College 2. Middle Atlantic
## 154382 2003 30 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 447429 2009 29 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 307480 2007 23 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 301212 2007 48 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 450515 2009 44 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160071 2003 62 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 231742 2006 33 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379911 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231151 2006 36 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 7548 2005 23 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157269 2003 51 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 378112 2008 47 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158610 2003 34 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 87409 2004 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451122 2009 43 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 227949 2006 43 5. Separated 1. White 3. Some College 2. Middle Atlantic
## 451359 2009 40 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 13067 2005 59 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374802 2008 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 86228 2004 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 379346 2008 48 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 376228 2008 37 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 228763 2006 20 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 85100 2004 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87786 2004 40 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 87346 2004 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10641 2005 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 451408 2009 56 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 159969 2003 55 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 376315 2008 38 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 233368 2006 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155264 2003 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 7747 2005 29 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 302426 2007 45 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 157328 2003 39 2. Married 3. Asian 1. < HS Grad 2. Middle Atlantic
## 9454 2005 50 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 160476 2003 50 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 84722 2004 57 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 160518 2003 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 12284 2005 56 4. Divorced 2. Black 3. Some College 2. Middle Atlantic
## 375528 2008 43 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 83300 2004 43 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 9974 2005 67 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 11998 2005 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11771 2005 49 2. Married 1. White 3. Some College 2. Middle Atlantic
## 85840 2004 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83877 2004 59 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 305966 2007 51 2. Married 1. White 3. Some College 2. Middle Atlantic
## 7951 2005 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451372 2009 54 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 83243 2004 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 10311 2005 45 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159643 2003 54 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378452 2008 23 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 153846 2003 74 3. Widowed 2. Black 4. College Grad 2. Middle Atlantic
## 13108 2005 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11905 2005 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 375715 2008 45 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 82621 2004 37 2. Married 1. White 3. Some College 2. Middle Atlantic
## 12425 2005 55 2. Married 1. White 3. Some College 2. Middle Atlantic
## 82295 2004 25 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 379133 2008 66 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 305527 2007 47 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 13255 2005 36 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 86181 2004 63 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 157316 2003 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450927 2009 37 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 229450 2006 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 85047 2004 43 2. Married 1. White 3. Some College 2. Middle Atlantic
## 447600 2009 37 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450428 2009 26 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 85993 2004 39 2. Married 1. White 3. Some College 2. Middle Atlantic
## 378229 2008 45 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 449815 2009 40 1. Never Married 2. Black 4. College Grad 2. Middle Atlantic
## 229998 2006 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 448218 2009 52 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 306163 2007 43 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11664 2005 52 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 8194 2005 50 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 14196 2005 54 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 88022 2004 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 160061 2003 28 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 7840 2005 26 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 450384 2009 45 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 160299 2003 34 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 233831 2006 73 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 449264 2009 31 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 12477 2005 29 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 375640 2008 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 161055 2003 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 82687 2004 42 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301552 2007 50 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 375238 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 453137 2009 40 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## 379538 2008 25 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 451582 2009 47 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 447462 2009 27 2. Married 1. White 3. Some College 2. Middle Atlantic
## 158645 2003 53 4. Divorced 1. White 4. College Grad 2. Middle Atlantic
## 87154 2004 67 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 378986 2008 40 2. Married 3. Asian 4. College Grad 2. Middle Atlantic
## 160715 2003 44 2. Married 2. Black 4. College Grad 2. Middle Atlantic
## 81037 2004 33 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 82804 2004 29 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 154694 2003 32 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 452218 2009 27 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 157720 2003 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374624 2008 36 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 153643 2003 48 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 86198 2004 56 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84791 2004 24 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 232289 2006 53 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 374507 2008 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305083 2007 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 87712 2004 38 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306948 2007 55 3. Widowed 1. White 4. College Grad 2. Middle Atlantic
## 13141 2005 70 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 155887 2003 24 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 228654 2006 22 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 304515 2007 38 4. Divorced 2. Black 4. College Grad 2. Middle Atlantic
## 83807 2004 29 2. Married 1. White 3. Some College 2. Middle Atlantic
## 229996 2006 30 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301419 2007 38 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306410 2007 49 5. Separated 1. White 3. Some College 2. Middle Atlantic
## 452996 2009 71 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 14126 2005 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158400 2003 40 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 87273 2004 32 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 231271 2006 33 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 155621 2003 40 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 11861 2005 25 1. Never Married 2. Black 2. HS Grad 2. Middle Atlantic
## 154008 2003 36 5. Separated 2. Black 3. Some College 2. Middle Atlantic
## 161216 2003 46 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447422 2009 59 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 156545 2003 49 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 13641 2005 41 2. Married 1. White 3. Some College 2. Middle Atlantic
## 304636 2007 42 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 452513 2009 59 2. Married 2. Black 3. Some College 2. Middle Atlantic
## 81809 2004 27 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic
## 231777 2006 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9019 2005 54 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 9487 2005 31 1. Never Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 304371 2007 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 305970 2007 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 155402 2003 40 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 307501 2007 29 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 155886 2003 58 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 229104 2006 41 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 87711 2004 56 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 374720 2008 52 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 156049 2003 53 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159113 2003 37 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 449072 2009 30 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 87306 2004 35 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 229074 2006 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 302202 2007 54 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 303505 2007 22 1. Never Married 3. Asian 4. College Grad 2. Middle Atlantic
## 11180 2005 37 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 9111 2005 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 447235 2009 62 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304337 2007 47 2. Married 1. White 3. Some College 2. Middle Atlantic
## 159650 2003 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 234513 2006 47 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 159500 2003 28 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 12446 2005 65 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 9781 2005 42 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 305890 2007 58 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306575 2007 32 2. Married 1. White 3. Some College 2. Middle Atlantic
## 153588 2003 34 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306484 2007 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 377256 2008 39 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 379428 2008 44 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 450934 2009 38 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 377314 2008 48 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 234185 2006 47 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 448466 2009 40 2. Married 4. Other 1. < HS Grad 2. Middle Atlantic
## 12792 2005 27 5. Separated 1. White 1. < HS Grad 2. Middle Atlantic
## 80262 2004 42 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 82810 2004 30 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic
## 301634 2007 31 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 306030 2007 29 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 231565 2006 53 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 451279 2009 37 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 307401 2007 48 2. Married 1. White 3. Some College 2. Middle Atlantic
## 453377 2009 56 4. Divorced 1. White 5. Advanced Degree 2. Middle Atlantic
## 159201 2003 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 84893 2004 63 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161391 2003 25 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161397 2003 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 161416 2003 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306010 2007 25 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 306687 2007 50 2. Married 1. White 3. Some College 2. Middle Atlantic
## 232349 2006 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 83445 2004 20 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 303155 2007 30 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 450065 2009 40 2. Married 1. White 3. Some College 2. Middle Atlantic
## 231998 2006 34 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 80918 2004 57 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 304411 2007 42 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 155790 2003 30 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 159561 2003 37 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 377472 2008 50 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 450455 2009 26 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 304184 2007 59 2. Married 3. Asian 2. HS Grad 2. Middle Atlantic
## 154351 2003 29 1. Never Married 4. Other 3. Some College 2. Middle Atlantic
## 447182 2009 22 1. Never Married 1. White 2. HS Grad 2. Middle Atlantic
## 13962 2005 54 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 154728 2003 46 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 380298 2008 51 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 230171 2006 35 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 307415 2007 49 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 161305 2003 53 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 451605 2009 61 2. Married 1. White 3. Some College 2. Middle Atlantic
## 301838 2007 40 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 154752 2003 52 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 8804 2005 40 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 158531 2003 56 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 379706 2008 39 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 306214 2007 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 158084 2003 58 2. Married 1. White 3. Some College 2. Middle Atlantic
## 305029 2007 33 2. Married 3. Asian 5. Advanced Degree 2. Middle Atlantic
## 307412 2007 51 2. Married 1. White 5. Advanced Degree 2. Middle Atlantic
## 377739 2008 32 1. Never Married 1. White 4. College Grad 2. Middle Atlantic
## 451296 2009 50 2. Married 2. Black 2. HS Grad 2. Middle Atlantic
## 157053 2003 26 1. Never Married 2. Black 3. Some College 2. Middle Atlantic
## 303357 2007 35 2. Married 1. White 1. < HS Grad 2. Middle Atlantic
## 233408 2006 31 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 449482 2009 31 2. Married 1. White 4. College Grad 2. Middle Atlantic
## 376816 2008 44 2. Married 1. White 3. Some College 2. Middle Atlantic
## 302281 2007 30 2. Married 1. White 2. HS Grad 2. Middle Atlantic
## 10033 2005 27 2. Married 2. Black 1. < HS Grad 2. Middle Atlantic
## 14375 2005 27 1. Never Married 1. White 3. Some College 2. Middle Atlantic
## 453557 2009 55 5. Separated 1. White 2. HS Grad 2. Middle Atlantic
## jobclass health health_ins logwage wage
## 231655 1. Industrial 1. <=Good 2. No 4.318063 75.04315
## 86582 2. Information 2. >=Very Good 2. No 4.255273 70.47602
## 161300 1. Industrial 1. <=Good 1. Yes 4.875061 130.98218
## 155159 2. Information 2. >=Very Good 1. Yes 5.041393 154.68529
## 11443 2. Information 1. <=Good 1. Yes 4.318063 75.04315
## 376662 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 450601 1. Industrial 2. >=Very Good 1. Yes 5.133021 169.52854
## 377954 2. Information 1. <=Good 1. Yes 4.716003 111.72085
## 228963 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 81404 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 302778 2. Information 1. <=Good 1. Yes 4.763428 117.14682
## 305706 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 8690 2. Information 2. >=Very Good 1. Yes 4.494155 89.49248
## 153561 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 449654 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 447660 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 160191 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 230312 2. Information 2. >=Very Good 2. No 5.360552 212.84235
## 301585 1. Industrial 1. <=Good 1. Yes 4.861026 129.15669
## 153682 1. Industrial 2. >=Very Good 1. Yes 4.591065 98.59934
## 158226 2. Information 2. >=Very Good 2. No 5.301030 200.54326
## 11141 2. Information 2. >=Very Good 2. No 3.920123 50.40666
## 448410 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 305116 2. Information 2. >=Very Good 2. No 5.079181 160.64248
## 233002 1. Industrial 1. <=Good 2. No 4.544068 94.07271
## 8684 2. Information 2. >=Very Good 1. Yes 5.626186 277.60142
## 229379 1. Industrial 1. <=Good 1. Yes 4.431364 84.04596
## 86064 1. Industrial 1. <=Good 1. Yes 4.176091 65.11085
## 378472 1. Industrial 2. >=Very Good 2. No 4.755875 116.26532
## 157244 1. Industrial 2. >=Very Good 1. Yes 4.255273 70.47602
## 82694 2. Information 2. >=Very Good 1. Yes 5.276462 195.67631
## 7690 2. Information 2. >=Very Good 1. Yes 4.619093 101.40205
## 377879 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 9747 1. Industrial 2. >=Very Good 2. No 4.716003 111.72085
## 233301 2. Information 2. >=Very Good 1. Yes 4.498476 89.88005
## 157123 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 230823 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 80406 1. Industrial 2. >=Very Good 1. Yes 4.643453 103.90247
## 228851 1. Industrial 2. >=Very Good 2. No 4.662758 105.92781
## 153810 1. Industrial 2. >=Very Good 2. No 4.193125 66.22941
## 81383 1. Industrial 2. >=Very Good 2. No 3.544068 34.60742
## 303642 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 87492 1. Industrial 1. <=Good 2. No 3.812913 45.28217
## 8692 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 86929 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 380872 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 449480 1. Industrial 2. >=Very Good 1. Yes 5.590618 267.90109
## 305136 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 227963 1. Industrial 2. >=Very Good 2. No 4.193125 66.22941
## 232863 2. Information 1. <=Good 1. Yes 4.755875 116.26532
## 8621 2. Information 2. >=Very Good 2. No 5.301030 200.54326
## 379668 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 84595 1. Industrial 2. >=Very Good 1. Yes 5.606885 272.29478
## 154634 1. Industrial 2. >=Very Good 2. No 3.556303 35.03342
## 450864 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 84377 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 234086 2. Information 1. <=Good 1. Yes 5.301030 200.54326
## 154482 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 85916 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 161065 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 12003 1. Industrial 2. >=Very Good 1. Yes 5.029384 152.83880
## 228071 1. Industrial 2. >=Very Good 2. No 4.763428 117.14682
## 13479 1. Industrial 1. <=Good 1. Yes 4.353339 77.73760
## 81494 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 159076 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 159207 2. Information 2. >=Very Good 1. Yes 4.814913 123.33610
## 447501 1. Industrial 2. >=Very Good 1. Yes 5.064458 158.29462
## 153767 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 81071 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 376442 1. Industrial 2. >=Very Good 2. No 4.255273 70.47602
## 87299 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 228621 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 232494 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 228400 2. Information 2. >=Very Good 1. Yes 4.612784 100.76427
## 451860 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 157058 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 159583 1. Industrial 2. >=Very Good 1. Yes 5.591980 268.26629
## 233759 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 159224 2. Information 2. >=Very Good 2. No 4.732394 113.56709
## 374859 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 11710 2. Information 1. <=Good 1. Yes 4.857332 128.68049
## 86298 1. Industrial 2. >=Very Good 1. Yes 4.670246 106.72398
## 453021 2. Information 2. >=Very Good 2. No 4.190332 66.04469
## 161431 1. Industrial 1. <=Good 2. No 3.942008 51.52196
## 305888 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 232199 2. Information 2. >=Very Good 1. Yes 4.342423 76.89360
## 86568 1. Industrial 2. >=Very Good 2. No 4.505150 90.48191
## 447500 2. Information 2. >=Very Good 2. No 4.220631 68.07643
## 452506 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 450908 2. Information 1. <=Good 2. No 4.851258 127.90123
## 82573 2. Information 2. >=Very Good 1. Yes 4.876910 131.22459
## 159196 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 156110 1. Industrial 1. <=Good 1. Yes 4.342423 76.89360
## 14148 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 232000 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 453486 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 156065 2. Information 1. <=Good 1. Yes 4.591065 98.59934
## 229079 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 450905 2. Information 2. >=Very Good 1. Yes 5.053078 156.50351
## 10660 2. Information 2. >=Very Good 1. Yes 4.976350 144.94436
## 449456 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 374660 2. Information 2. >=Very Good 1. Yes 4.799341 121.43031
## 87463 2. Information 1. <=Good 1. Yes 4.716003 111.72085
## 9273 1. Industrial 2. >=Very Good 2. No 4.230449 68.74809
## 377517 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 231592 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 303825 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 156310 1. Industrial 1. <=Good 1. Yes 4.163161 64.27440
## 303376 1. Industrial 1. <=Good 1. Yes 4.857332 128.68049
## 230586 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 450109 2. Information 1. <=Good 1. Yes 4.724276 112.64890
## 379991 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 87291 2. Information 1. <=Good 1. Yes 4.329357 75.89548
## 228517 2. Information 2. >=Very Good 1. Yes 4.719721 112.13692
## 160971 1. Industrial 2. >=Very Good 2. No 4.447158 85.38394
## 307464 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 449246 1. Industrial 1. <=Good 1. Yes 4.740363 114.47571
## 233043 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 377184 1. Industrial 1. <=Good 1. Yes 5.623217 276.77841
## 8033 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 233687 2. Information 2. >=Very Good 2. No 4.518514 91.69923
## 447751 2. Information 1. <=Good 2. No 4.462398 86.69515
## 230398 2. Information 2. >=Very Good 1. Yes 5.093422 162.94646
## 378429 1. Industrial 2. >=Very Good 1. Yes 4.936011 139.21379
## 447412 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 13924 1. Industrial 1. <=Good 2. No 4.204120 66.96164
## 87630 1. Industrial 1. <=Good 1. Yes 4.876680 131.19432
## 84600 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 451987 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 160246 1. Industrial 2. >=Very Good 1. Yes 4.371068 79.12808
## 307755 1. Industrial 1. <=Good 1. Yes 4.650065 104.59174
## 375007 2. Information 2. >=Very Good 1. Yes 4.886491 132.48782
## 303430 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 379330 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 8339 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 83190 2. Information 2. >=Very Good 2. No 4.021189 55.76739
## 452580 1. Industrial 2. >=Very Good 1. Yes 4.672098 106.92181
## 302701 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 83222 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 159871 2. Information 2. >=Very Good 1. Yes 4.487845 88.92961
## 82108 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 229714 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 159048 2. Information 2. >=Very Good 1. Yes 4.672098 106.92181
## 302868 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 10499 1. Industrial 1. <=Good 2. No 4.176091 65.11085
## 84127 2. Information 1. <=Good 1. Yes 4.792392 120.58944
## 11661 1. Industrial 2. >=Very Good 1. Yes 5.060698 157.70053
## 86282 2. Information 2. >=Very Good 1. Yes 4.863323 129.45364
## 305327 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 81655 2. Information 2. >=Very Good 2. No 4.079181 59.09706
## 303953 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 374752 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 159109 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 159285 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 159909 1. Industrial 2. >=Very Good 1. Yes 5.033424 153.45752
## 378138 1. Industrial 2. >=Very Good 1. Yes 4.919078 136.87637
## 9786 2. Information 2. >=Very Good 2. No 4.318063 75.04315
## 86191 2. Information 2. >=Very Good 1. Yes 4.869232 130.22083
## 154759 2. Information 1. <=Good 2. No 4.653213 104.92151
## 12122 2. Information 1. <=Good 2. No 3.903090 49.55534
## 306309 1. Industrial 1. <=Good 1. Yes 4.819544 123.90857
## 377137 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 375944 2. Information 2. >=Very Good 2. No 4.358696 78.15516
## 304068 2. Information 1. <=Good 1. Yes 4.301030 73.77574
## 156557 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 306779 2. Information 1. <=Good 2. No 4.845098 127.11574
## 161021 1. Industrial 2. >=Very Good 1. Yes 4.230449 68.74809
## 85966 1. Industrial 2. >=Very Good 1. Yes 4.435462 84.39111
## 453692 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 233313 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 9681 1. Industrial 2. >=Very Good 1. Yes 4.255273 70.47602
## 379875 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 305250 1. Industrial 2. >=Very Good 2. No 5.000000 148.41316
## 84642 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 451306 1. Industrial 2. >=Very Good 1. Yes 5.170262 175.96088
## 228212 2. Information 1. <=Good 1. Yes 4.591065 98.59934
## 157989 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 88028 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 155697 2. Information 2. >=Very Good 1. Yes 4.949390 141.08887
## 234523 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 233149 1. Industrial 2. >=Very Good 1. Yes 4.863323 129.45364
## 13626 1. Industrial 2. >=Very Good 1. Yes 4.716003 111.72085
## 234640 1. Industrial 2. >=Very Good 1. Yes 4.643453 103.90247
## 453255 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 154195 1. Industrial 2. >=Very Good 1. Yes 5.021189 151.59148
## 232628 1. Industrial 1. <=Good 2. No 4.623249 101.82435
## 85539 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 377464 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 230582 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 9573 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 84164 1. Industrial 1. <=Good 1. Yes 5.025306 152.21681
## 11880 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 85545 1. Industrial 1. <=Good 1. Yes 4.176091 65.11085
## 153581 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 232176 1. Industrial 2. >=Very Good 1. Yes 5.158362 173.87949
## 450900 2. Information 2. >=Very Good 1. Yes 5.264818 193.41107
## 377900 1. Industrial 1. <=Good 2. No 4.740363 114.47571
## 232371 1. Industrial 1. <=Good 1. Yes 5.079181 160.64248
## 12056 1. Industrial 2. >=Very Good 1. Yes 4.494155 89.49248
## 84397 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 233497 2. Information 1. <=Good 2. No 4.301030 73.77574
## 228458 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 230993 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 153269 1. Industrial 1. <=Good 2. No 3.544068 34.60742
## 305585 1. Industrial 1. <=Good 1. Yes 4.740363 114.47571
## 302536 1. Industrial 2. >=Very Good 2. No 4.447158 85.38394
## 307024 2. Information 2. >=Very Good 1. Yes 5.763128 318.34243
## 233435 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 12288 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 303912 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 14404 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 233441 1. Industrial 2. >=Very Good 1. Yes 4.318063 75.04315
## 377452 2. Information 1. <=Good 1. Yes 5.043362 154.99026
## 449474 1. Industrial 1. <=Good 1. Yes 4.653213 104.92151
## 381113 1. Industrial 2. >=Very Good 1. Yes 4.292079 73.11831
## 156406 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 378714 2. Information 2. >=Very Good 1. Yes 5.060698 157.70053
## 376309 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 451901 2. Information 1. <=Good 1. Yes 4.675219 107.25606
## 450725 2. Information 1. <=Good 2. No 4.369216 78.98167
## 375024 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 159821 1. Industrial 1. <=Good 1. Yes 4.544068 94.07271
## 229865 2. Information 1. <=Good 2. No 4.602060 99.68946
## 83880 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 9965 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 157250 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 453371 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 228243 2. Information 2. >=Very Good 1. Yes 4.556303 95.23071
## 307645 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 156420 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 160039 1. Industrial 2. >=Very Good 1. Yes 4.561101 95.68881
## 233379 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 231082 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 301920 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 80687 1. Industrial 2. >=Very Good 2. No 4.113943 61.18753
## 450566 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 86450 2. Information 2. >=Very Good 2. No 5.546741 256.40065
## 234600 2. Information 1. <=Good 1. Yes 4.397940 81.28325
## 307663 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 303900 2. Information 2. >=Very Good 2. No 4.021189 55.76739
## 453852 1. Industrial 2. >=Very Good 1. Yes 4.322219 75.35568
## 230477 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 227901 1. Industrial 2. >=Very Good 2. No 3.778151 43.73511
## 86826 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 8653 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 305209 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 81173 2. Information 1. <=Good 2. No 4.227887 68.57217
## 451854 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 228591 1. Industrial 2. >=Very Good 1. Yes 4.579784 97.49329
## 302140 1. Industrial 2. >=Very Good 2. No 4.133539 62.39835
## 153731 1. Industrial 2. >=Very Good 2. No 4.579784 97.49329
## 228955 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 9621 1. Industrial 1. <=Good 2. No 4.113943 61.18753
## 305165 2. Information 1. <=Good 2. No 4.778151 118.88436
## 378023 2. Information 2. >=Very Good 1. Yes 4.176091 65.11085
## 82989 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 82023 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 374706 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 379611 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 452592 1. Industrial 1. <=Good 2. No 4.505150 90.48191
## 305871 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 157388 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 448936 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 377039 1. Industrial 2. >=Very Good 1. Yes 4.518514 91.69923
## 82375 2. Information 2. >=Very Good 2. No 4.556303 95.23071
## 449852 2. Information 2. >=Very Good 1. Yes 5.053078 156.50351
## 301195 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 228628 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 85756 1. Industrial 1. <=Good 2. No 4.000000 54.59815
## 160269 2. Information 2. >=Very Good 1. Yes 3.477121 32.36641
## 301711 1. Industrial 1. <=Good 2. No 4.778151 118.88436
## 304988 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 156809 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 14133 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 306552 1. Industrial 2. >=Very Good 1. Yes 4.707570 110.78265
## 377157 1. Industrial 2. >=Very Good 1. Yes 4.538574 93.55727
## 82901 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 159765 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 229546 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 9730 2. Information 1. <=Good 2. No 3.954243 52.15617
## 158570 1. Industrial 2. >=Very Good 2. No 3.778151 43.73511
## 83618 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 379620 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 449489 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 447879 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 10076 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 84867 1. Industrial 2. >=Very Good 1. Yes 4.462398 86.69515
## 14063 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 12822 1. Industrial 2. >=Very Good 1. Yes 4.204120 66.96164
## 302239 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 84949 1. Industrial 1. <=Good 2. No 4.661245 105.76764
## 11129 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 450963 2. Information 2. >=Very Good 2. No 5.176091 176.98965
## 154245 2. Information 2. >=Very Good 1. Yes 4.176091 65.11085
## 231844 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 87485 1. Industrial 2. >=Very Good 2. No 4.278754 72.15046
## 306574 2. Information 2. >=Very Good 1. Yes 4.491362 89.24288
## 154477 2. Information 1. <=Good 1. Yes 4.176091 65.11085
## 13319 1. Industrial 2. >=Very Good 1. Yes 4.982271 145.80516
## 452710 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 156407 1. Industrial 2. >=Very Good 2. No 3.716003 41.09980
## 153297 2. Information 2. >=Very Good 1. Yes 4.225309 68.39565
## 13996 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 80386 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 12586 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 234325 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 305437 1. Industrial 2. >=Very Good 1. Yes 4.397245 81.22675
## 231481 1. Industrial 2. >=Very Good 1. Yes 4.146128 63.18886
## 83198 1. Industrial 1. <=Good 1. Yes 4.544068 94.07271
## 231026 2. Information 1. <=Good 1. Yes 4.528917 92.65813
## 303072 2. Information 1. <=Good 2. No 4.342423 76.89360
## 305362 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 447780 1. Industrial 1. <=Good 2. No 4.380211 79.85490
## 87269 2. Information 2. >=Very Good 1. Yes 4.462398 86.69515
## 307318 2. Information 2. >=Very Good 1. Yes 4.897627 133.97150
## 302976 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 302515 1. Industrial 2. >=Very Good 1. Yes 4.531479 92.89584
## 14041 1. Industrial 2. >=Very Good 1. Yes 4.278754 72.15046
## 228348 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 381272 2. Information 1. <=Good 2. No 4.255273 70.47602
## 87402 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 451721 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 8318 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 447992 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 377619 1. Industrial 2. >=Very Good 1. Yes 4.431364 84.04596
## 153764 2. Information 2. >=Very Good 2. No 4.447158 85.38394
## 158574 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 374992 2. Information 2. >=Very Good 1. Yes 4.707570 110.78265
## 155488 2. Information 1. <=Good 1. Yes 4.380211 79.85490
## 8969 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 86280 1. Industrial 2. >=Very Good 2. No 5.146128 171.76513
## 451302 1. Industrial 1. <=Good 1. Yes 4.923488 137.48125
## 448525 1. Industrial 1. <=Good 1. Yes 4.322219 75.35568
## 381232 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 304500 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 156397 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 9066 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 82172 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 375305 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 13745 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 87094 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 87118 2. Information 2. >=Very Good 2. No 4.447158 85.38394
## 11498 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 87260 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 303688 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 304050 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 378178 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 302298 2. Information 2. >=Very Good 1. Yes 5.641006 281.74597
## 157594 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 10835 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 81344 2. Information 1. <=Good 1. Yes 4.919078 136.87637
## 449687 2. Information 2. >=Very Good 1. Yes 5.230449 186.87668
## 7980 1. Industrial 1. <=Good 2. No 4.505150 90.48191
## 449444 1. Industrial 1. <=Good 2. No 4.447158 85.38394
## 10723 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 154638 2. Information 2. >=Very Good 1. Yes 4.792392 120.58944
## 85115 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 232201 1. Industrial 2. >=Very Good 2. No 4.690196 108.87453
## 452906 1. Industrial 2. >=Very Good 2. No 3.653405 38.60591
## 301654 2. Information 2. >=Very Good 1. Yes 4.531479 92.89584
## 307056 2. Information 2. >=Very Good 1. Yes 4.838849 126.32388
## 161096 2. Information 2. >=Very Good 1. Yes 5.255273 191.57368
## 87060 1. Industrial 2. >=Very Good 1. Yes 5.049218 155.90051
## 12303 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 229331 2. Information 2. >=Very Good 2. No 4.079181 59.09706
## 159410 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 154322 2. Information 2. >=Very Good 2. No 4.505150 90.48191
## 378567 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 450843 2. Information 2. >=Very Good 1. Yes 5.021189 151.59148
## 85580 1. Industrial 2. >=Very Good 2. No 5.606885 272.29478
## 303657 1. Industrial 1. <=Good 2. No 4.579784 97.49329
## 231767 1. Industrial 2. >=Very Good 2. No 4.221153 68.11199
## 82755 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 84630 2. Information 2. >=Very Good 1. Yes 5.606885 272.29478
## 154919 2. Information 1. <=Good 2. No 4.716003 111.72085
## 83800 1. Industrial 1. <=Good 1. Yes 4.845098 127.11574
## 375159 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 452406 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 375122 2. Information 2. >=Very Good 2. No 4.245513 69.79153
## 87199 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 82912 2. Information 2. >=Very Good 1. Yes 4.846337 127.27335
## 379794 1. Industrial 2. >=Very Good 1. Yes 5.079181 160.64248
## 307692 1. Industrial 2. >=Very Good 1. Yes 5.146128 171.76513
## 7744 2. Information 1. <=Good 1. Yes 4.954243 141.77517
## 85617 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 82419 1. Industrial 1. <=Good 2. No 4.278754 72.15046
## 158170 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 10787 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 86679 2. Information 2. >=Very Good 2. No 3.041393 20.93438
## 379950 1. Industrial 2. >=Very Good 1. Yes 4.380211 79.85490
## 380366 1. Industrial 1. <=Good 1. Yes 4.633468 102.87025
## 377229 1. Industrial 1. <=Good 1. Yes 4.748188 115.37504
## 14381 1. Industrial 1. <=Good 1. Yes 4.579784 97.49329
## 380704 1. Industrial 1. <=Good 2. No 4.653213 104.92151
## 154336 1. Industrial 2. >=Very Good 2. No 4.748188 115.37504
## 303935 1. Industrial 2. >=Very Good 2. No 4.537819 93.48669
## 449322 2. Information 1. <=Good 1. Yes 4.812913 123.08970
## 447585 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 154099 2. Information 2. >=Very Good 1. Yes 4.568202 96.37065
## 83458 1. Industrial 2. >=Very Good 1. Yes 4.431364 84.04596
## 228692 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 10081 2. Information 1. <=Good 2. No 4.556303 95.23071
## 86122 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 452287 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 82373 2. Information 1. <=Good 1. Yes 4.716003 111.72085
## 448894 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 81495 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 155436 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 231274 1. Industrial 1. <=Good 2. No 4.221153 68.11199
## 158044 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 153953 1. Industrial 2. >=Very Good 1. Yes 4.969309 143.92736
## 450724 2. Information 2. >=Very Good 1. Yes 4.643453 103.90247
## 160958 1. Industrial 2. >=Very Good 1. Yes 4.518514 91.69923
## 376843 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 229069 2. Information 2. >=Very Good 2. No 4.929419 138.29913
## 9667 2. Information 2. >=Very Good 1. Yes 4.775392 118.55678
## 450052 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 448988 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 82603 2. Information 2. >=Very Good 1. Yes 5.010724 150.01329
## 7878 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 14321 2. Information 1. <=Good 2. No 4.505150 90.48191
## 8396 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 447417 2. Information 2. >=Very Good 2. No 4.875061 130.98218
## 87860 1. Industrial 1. <=Good 1. Yes 5.017033 150.96278
## 232031 2. Information 2. >=Very Good 2. No 4.875061 130.98218
## 378256 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 155519 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 304018 2. Information 1. <=Good 2. No 4.732394 113.56709
## 9841 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 448723 2. Information 1. <=Good 1. Yes 5.060698 157.70053
## 233955 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 8039 2. Information 1. <=Good 2. No 4.431364 84.04596
## 448678 2. Information 2. >=Very Good 1. Yes 5.079188 160.64364
## 306092 1. Industrial 1. <=Good 2. No 3.869232 47.90557
## 153618 1. Industrial 2. >=Very Good 2. No 4.079181 59.09706
## 157194 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 306995 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 304167 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 12086 2. Information 2. >=Very Good 1. Yes 4.968483 143.80856
## 12979 2. Information 1. <=Good 1. Yes 4.707570 110.78265
## 451080 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 85699 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 81085 1. Industrial 2. >=Very Good 1. Yes 5.606885 272.29478
## 228178 2. Information 2. >=Very Good 1. Yes 4.657534 105.37589
## 12945 2. Information 1. <=Good 2. No 4.234264 69.01088
## 450263 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 301266 2. Information 2. >=Very Good 1. Yes 4.491362 89.24288
## 157405 2. Information 2. >=Very Good 1. Yes 5.146128 171.76513
## 161083 1. Industrial 1. <=Good 1. Yes 4.892095 133.23235
## 8459 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 451331 1. Industrial 2. >=Very Good 1. Yes 4.531479 92.89584
## 305396 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 451170 1. Industrial 2. >=Very Good 1. Yes 4.785344 119.74256
## 306067 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 303214 2. Information 2. >=Very Good 2. No 4.662758 105.92781
## 452388 1. Industrial 2. >=Very Good 1. Yes 5.590618 267.90109
## 302942 1. Industrial 1. <=Good 2. No 4.653213 104.92151
## 11666 1. Industrial 1. <=Good 2. No 4.845098 127.11574
## 378911 1. Industrial 2. >=Very Good 1. Yes 5.060698 157.70053
## 82114 2. Information 2. >=Very Good 2. No 5.000000 148.41316
## 7969 1. Industrial 2. >=Very Good 1. Yes 4.176091 65.11085
## 379907 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 232187 2. Information 2. >=Very Good 1. Yes 4.361728 78.39247
## 379987 1. Industrial 2. >=Very Good 1. Yes 4.936011 139.21379
## 448271 2. Information 2. >=Very Good 1. Yes 4.724276 112.64890
## 378868 2. Information 2. >=Very Good 2. No 4.380211 79.85490
## 11319 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 155212 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 160678 2. Information 2. >=Very Good 2. No 4.653213 104.92151
## 86604 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 227990 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 8348 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 156680 1. Industrial 1. <=Good 1. Yes 4.260071 70.81504
## 158692 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 231182 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 306711 1. Industrial 1. <=Good 2. No 4.579784 97.49329
## 12734 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 229031 1. Industrial 2. >=Very Good 2. No 4.320146 75.19963
## 449980 1. Industrial 1. <=Good 2. No 4.176091 65.11085
## 160714 1. Industrial 1. <=Good 1. Yes 4.986772 146.46284
## 302861 2. Information 1. <=Good 2. No 4.397940 81.28325
## 230508 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 12537 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 450603 2. Information 1. <=Good 2. No 4.176091 65.11085
## 86119 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 448869 1. Industrial 2. >=Very Good 2. No 4.380211 79.85490
## 451086 2. Information 1. <=Good 2. No 4.301030 73.77574
## 154643 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 304493 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 303813 2. Information 2. >=Very Good 1. Yes 5.650820 284.52474
## 376113 1. Industrial 1. <=Good 2. No 4.778151 118.88436
## 86394 2. Information 2. >=Very Good 1. Yes 4.672098 106.92181
## 301315 1. Industrial 2. >=Very Good 1. Yes 4.605305 100.01349
## 232504 2. Information 1. <=Good 1. Yes 4.690196 108.87453
## 10753 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 157040 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 305092 1. Industrial 1. <=Good 2. No 4.875061 130.98218
## 12728 1. Industrial 1. <=Good 1. Yes 4.380211 79.85490
## 447357 1. Industrial 2. >=Very Good 1. Yes 4.672098 106.92181
## 159513 1. Industrial 1. <=Good 2. No 3.133858 22.96240
## 161380 2. Information 2. >=Very Good 1. Yes 4.746517 115.18246
## 14457 2. Information 2. >=Very Good 1. Yes 4.643453 103.90247
## 158761 1. Industrial 2. >=Very Good 1. Yes 5.217484 184.46946
## 154582 2. Information 2. >=Very Good 1. Yes 5.750441 314.32934
## 158274 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 378307 1. Industrial 1. <=Good 1. Yes 4.857332 128.68049
## 9863 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 155729 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 87848 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 305240 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 159441 1. Industrial 2. >=Very Good 1. Yes 4.523538 92.16112
## 80586 1. Industrial 1. <=Good 2. No 4.845098 127.11574
## 83515 1. Industrial 2. >=Very Good 2. No 3.730621 41.70499
## 231410 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 81995 2. Information 2. >=Very Good 2. No 4.414973 82.67964
## 232366 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 229698 2. Information 1. <=Good 2. No 4.602060 99.68946
## 449667 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 81457 2. Information 2. >=Very Good 2. No 4.431364 84.04596
## 83804 2. Information 2. >=Very Good 2. No 5.096910 163.51586
## 154652 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 159717 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 302069 1. Industrial 1. <=Good 2. No 4.845098 127.11574
## 13267 2. Information 2. >=Very Good 2. No 4.278754 72.15046
## 8550 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 449709 1. Industrial 1. <=Good 1. Yes 5.230449 186.87668
## 157793 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 302529 1. Industrial 1. <=Good 2. No 4.939519 139.70307
## 157309 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 451256 2. Information 2. >=Very Good 2. No 4.193125 66.22941
## 159735 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 85268 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 453542 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 158301 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 307764 2. Information 2. >=Very Good 2. No 4.672098 106.92181
## 231800 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 12439 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 7412 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 86091 2. Information 2. >=Very Good 1. Yes 4.672098 106.92181
## 159115 1. Industrial 2. >=Very Good 1. Yes 4.041393 56.90554
## 10935 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 447841 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 234010 2. Information 2. >=Very Good 1. Yes 5.278754 196.12527
## 453198 1. Industrial 2. >=Very Good 2. No 4.518514 91.69923
## 376184 1. Industrial 1. <=Good 1. Yes 5.301030 200.54326
## 160130 2. Information 2. >=Very Good 2. No 3.477121 32.36641
## 306716 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 304809 1. Industrial 2. >=Very Good 2. No 4.612784 100.76427
## 11522 2. Information 1. <=Good 1. Yes 4.447158 85.38394
## 306077 2. Information 2. >=Very Good 2. No 4.414973 82.67964
## 301911 1. Industrial 2. >=Very Good 2. No 4.579784 97.49329
## 155698 2. Information 2. >=Very Good 1. Yes 4.795880 121.01083
## 450165 2. Information 1. <=Good 1. Yes 4.897627 133.97150
## 159956 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 380945 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 301907 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 159358 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 233565 1. Industrial 2. >=Very Good 1. Yes 4.672098 106.92181
## 301859 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 302193 2. Information 1. <=Good 2. No 3.977724 53.39535
## 161261 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 451254 1. Industrial 2. >=Very Good 2. No 4.193125 66.22941
## 305400 1. Industrial 1. <=Good 1. Yes 4.568202 96.37065
## 233567 2. Information 2. >=Very Good 1. Yes 5.607283 272.40323
## 380078 1. Industrial 1. <=Good 2. No 4.576341 97.15828
## 80581 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 87755 1. Industrial 1. <=Good 1. Yes 4.812913 123.08970
## 13685 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 83327 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 159834 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 84809 2. Information 2. >=Very Good 2. No 5.041393 154.68529
## 87700 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 305809 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 380902 2. Information 1. <=Good 1. Yes 4.301030 73.77574
## 158812 1. Industrial 1. <=Good 2. No 4.681241 107.90392
## 306821 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 231279 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 12575 1. Industrial 1. <=Good 2. No 3.301030 27.14058
## 232850 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 379119 1. Industrial 2. >=Very Good 1. Yes 4.629410 102.45356
## 81696 2. Information 1. <=Good 1. Yes 5.606885 272.29478
## 378745 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 304502 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 80930 2. Information 1. <=Good 2. No 4.477121 87.98103
## 9157 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 377201 1. Industrial 1. <=Good 2. No 4.387390 80.43021
## 160496 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 306557 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 302928 2. Information 1. <=Good 1. Yes 4.397940 81.28325
## 7880 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 379439 1. Industrial 1. <=Good 1. Yes 4.388101 80.48744
## 155174 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 80508 2. Information 2. >=Very Good 1. Yes 4.694605 109.35563
## 81575 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 231191 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 232830 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 85999 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 450673 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 447485 2. Information 2. >=Very Good 1. Yes 5.060698 157.70053
## 453584 1. Industrial 1. <=Good 2. No 3.903090 49.55534
## 8016 2. Information 1. <=Good 1. Yes 4.505150 90.48191
## 160160 1. Industrial 2. >=Very Good 1. Yes 4.716003 111.72085
## 380311 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 11315 2. Information 1. <=Good 1. Yes 4.892095 133.23235
## 232256 1. Industrial 1. <=Good 1. Yes 4.903090 134.70538
## 80679 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 229791 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 450800 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 230173 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 228889 1. Industrial 2. >=Very Good 1. Yes 4.491362 89.24288
## 7978 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 374363 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 380398 1. Industrial 1. <=Good 2. No 5.008600 149.69504
## 452862 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 228899 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 232593 1. Industrial 1. <=Good 2. No 4.247482 69.92913
## 231255 2. Information 1. <=Good 1. Yes 4.672098 106.92181
## 306356 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 158824 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 380061 2. Information 1. <=Good 1. Yes 5.021189 151.59148
## 376529 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 304383 1. Industrial 1. <=Good 2. No 4.204120 66.96164
## 10445 2. Information 1. <=Good 1. Yes 4.643453 103.90247
## 229647 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 377052 2. Information 2. >=Very Good 2. No 4.903090 134.70538
## 380800 1. Industrial 1. <=Good 2. No 3.778151 43.73511
## 450000 1. Industrial 2. >=Very Good 2. No 4.759668 116.70715
## 233715 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 304660 2. Information 2. >=Very Good 1. Yes 4.973128 144.47809
## 233026 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 80647 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 87572 2. Information 2. >=Very Good 2. No 5.243038 189.24416
## 11809 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 233001 1. Industrial 1. <=Good 1. Yes 4.564678 96.03166
## 305553 2. Information 1. <=Good 1. Yes 4.710117 111.06519
## 379752 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 380738 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 447577 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 87038 1. Industrial 1. <=Good 2. No 4.778151 118.88436
## 154076 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 374391 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 449807 1. Industrial 2. >=Very Good 1. Yes 4.724276 112.64890
## 307460 2. Information 1. <=Good 1. Yes 5.641006 281.74597
## 449365 1. Industrial 2. >=Very Good 1. Yes 4.740378 114.47752
## 378727 1. Industrial 1. <=Good 1. Yes 4.716003 111.72085
## 156087 1. Industrial 2. >=Very Good 2. No 4.903090 134.70538
## 12157 1. Industrial 2. >=Very Good 1. Yes 4.322219 75.35568
## 301568 1. Industrial 2. >=Very Good 2. No 4.785330 119.74085
## 10832 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 160170 1. Industrial 2. >=Very Good 2. No 3.301030 27.14058
## 453712 2. Information 2. >=Very Good 1. Yes 5.204120 182.02062
## 87395 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 305387 2. Information 1. <=Good 1. Yes 4.954243 141.77517
## 229944 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 380031 1. Industrial 2. >=Very Good 2. No 4.909695 135.59806
## 231476 2. Information 2. >=Very Good 1. Yes 4.763428 117.14682
## 154504 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 231749 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 377308 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 8330 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 154617 2. Information 2. >=Very Good 2. No 4.568202 96.37065
## 87791 1. Industrial 1. <=Good 1. Yes 4.322219 75.35568
## 230102 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 157248 2. Information 1. <=Good 2. No 4.556303 95.23071
## 447647 1. Industrial 1. <=Good 1. Yes 4.000000 54.59815
## 231197 2. Information 2. >=Very Good 1. Yes 4.491362 89.24288
## 379516 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 451555 2. Information 2. >=Very Good 1. Yes 4.573336 96.86670
## 158257 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 81725 2. Information 2. >=Very Good 1. Yes 4.431364 84.04596
## 305274 2. Information 1. <=Good 1. Yes 4.998259 148.15505
## 379947 2. Information 2. >=Very Good 1. Yes 3.903090 49.55534
## 84795 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 83423 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 301999 1. Industrial 1. <=Good 2. No 4.176091 65.11085
## 305108 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 375810 2. Information 1. <=Good 1. Yes 4.623249 101.82435
## 153403 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 154768 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 302561 1. Industrial 2. >=Very Good 1. Yes 4.991226 147.11669
## 153724 2. Information 2. >=Very Good 1. Yes 4.944483 140.39820
## 84494 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 83214 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 378589 1. Industrial 1. <=Good 1. Yes 4.748188 115.37504
## 307823 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 303202 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 452445 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 159137 1. Industrial 2. >=Very Good 1. Yes 4.261406 70.90959
## 451436 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 232410 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 307670 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 159052 2. Information 1. <=Good 1. Yes 5.230449 186.87668
## 155165 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 13246 1. Industrial 2. >=Very Good 1. Yes 5.079181 160.64248
## 158241 1. Industrial 2. >=Very Good 2. No 4.158362 63.96669
## 379243 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 9196 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 450568 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 7781 1. Industrial 2. >=Very Good 2. No 4.954243 141.77517
## 10997 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 153426 1. Industrial 2. >=Very Good 1. Yes 4.819544 123.90857
## 80273 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 374547 2. Information 2. >=Very Good 1. Yes 5.631919 279.19750
## 85217 1. Industrial 1. <=Good 2. No 4.000000 54.59815
## 377128 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 158403 2. Information 2. >=Very Good 1. Yes 5.193125 180.03020
## 228131 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 452170 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 154530 2. Information 1. <=Good 2. No 4.518514 91.69923
## 81780 2. Information 2. >=Very Good 2. No 4.079181 59.09706
## 378629 1. Industrial 2. >=Very Good 1. Yes 4.819544 123.90857
## 305370 2. Information 2. >=Very Good 2. No 4.698970 109.83399
## 301646 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 12249 1. Industrial 2. >=Very Good 2. No 4.763428 117.14682
## 302635 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 8793 1. Industrial 1. <=Good 2. No 4.579784 97.49329
## 12032 1. Industrial 2. >=Very Good 2. No 4.770852 118.01975
## 13257 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 156095 2. Information 2. >=Very Good 1. Yes 4.755112 116.17670
## 232674 1. Industrial 1. <=Good 1. Yes 4.322219 75.35568
## 378952 2. Information 2. >=Very Good 1. Yes 4.556303 95.23071
## 304280 1. Industrial 1. <=Good 1. Yes 4.716003 111.72085
## 376160 2. Information 2. >=Very Good 1. Yes 4.643453 103.90247
## 86736 1. Industrial 2. >=Very Good 1. Yes 4.991226 147.11669
## 305599 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 9903 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 13558 2. Information 2. >=Very Good 1. Yes 4.612784 100.76427
## 378086 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 80963 2. Information 2. >=Very Good 1. Yes 5.267172 193.86688
## 376772 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 453319 2. Information 2. >=Very Good 1. Yes 5.590618 267.90109
## 231608 2. Information 2. >=Very Good 1. Yes 5.161368 174.40288
## 87803 2. Information 2. >=Very Good 1. Yes 4.897627 133.97150
## 154604 2. Information 2. >=Very Good 1. Yes 5.041393 154.68529
## 304641 2. Information 2. >=Very Good 1. Yes 5.041393 154.68529
## 452853 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 85681 1. Industrial 2. >=Very Good 2. No 4.556303 95.23071
## 452452 1. Industrial 1. <=Good 2. No 4.698970 109.83399
## 8297 2. Information 1. <=Good 2. No 4.716003 111.72085
## 233667 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 377125 1. Industrial 2. >=Very Good 2. No 4.453196 85.90104
## 380656 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 374314 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 306069 1. Industrial 2. >=Very Good 2. No 4.531479 92.89584
## 306727 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 379612 2. Information 2. >=Very Good 1. Yes 4.826075 124.72045
## 153785 1. Industrial 2. >=Very Good 1. Yes 4.851258 127.90123
## 157154 1. Industrial 1. <=Good 2. No 4.579784 97.49329
## 306904 1. Industrial 2. >=Very Good 1. Yes 5.290035 198.35029
## 9761 1. Industrial 2. >=Very Good 1. Yes 4.531479 92.89584
## 86702 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 158105 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 379806 1. Industrial 2. >=Very Good 1. Yes 4.380211 79.85490
## 449268 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 83615 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 378890 2. Information 1. <=Good 1. Yes 4.544068 94.07271
## 230899 1. Industrial 2. >=Very Good 1. Yes 5.011105 150.07048
## 9311 1. Industrial 1. <=Good 1. Yes 5.176091 176.98965
## 7750 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 302750 2. Information 2. >=Very Good 1. Yes 4.829304 125.12382
## 231066 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 157343 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 9952 1. Industrial 2. >=Very Good 2. No 4.106599 60.73978
## 233281 2. Information 2. >=Very Good 1. Yes 4.522183 92.03632
## 86503 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 14172 2. Information 2. >=Very Good 2. No 4.204120 66.96164
## 14341 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 231725 2. Information 2. >=Very Good 2. No 5.139879 170.69513
## 377627 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 375298 1. Industrial 1. <=Good 1. Yes 4.845098 127.11574
## 84172 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 154047 2. Information 1. <=Good 2. No 4.812913 123.08970
## 375008 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 86259 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 230737 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 378052 1. Industrial 2. >=Very Good 2. No 3.602060 36.67370
## 155909 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 375457 2. Information 2. >=Very Good 1. Yes 4.309630 74.41296
## 155588 1. Industrial 2. >=Very Good 1. Yes 4.860338 129.06782
## 306550 1. Industrial 1. <=Good 2. No 4.432007 84.10001
## 82560 2. Information 2. >=Very Good 1. Yes 5.225309 185.91866
## 379734 2. Information 2. >=Very Good 1. Yes 4.662758 105.92781
## 376576 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 158927 1. Industrial 2. >=Very Good 2. No 4.146128 63.18886
## 374739 1. Industrial 2. >=Very Good 2. No 4.903090 134.70538
## 83417 1. Industrial 2. >=Very Good 1. Yes 4.795185 120.92670
## 14351 2. Information 1. <=Good 1. Yes 4.544068 94.07271
## 159265 2. Information 1. <=Good 1. Yes 4.886491 132.48782
## 157150 2. Information 2. >=Very Good 1. Yes 4.892095 133.23235
## 451548 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 302614 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 453033 1. Industrial 2. >=Very Good 2. No 5.012837 150.33065
## 84994 1. Industrial 2. >=Very Good 1. Yes 5.631084 278.96447
## 227948 1. Industrial 1. <=Good 1. Yes 4.587711 98.26923
## 380920 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 231461 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 160102 2. Information 2. >=Very Good 2. No 5.176091 176.98965
## 449353 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 448411 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 306810 2. Information 2. >=Very Good 1. Yes 4.939519 139.70307
## 155681 1. Industrial 1. <=Good 2. No 4.361728 78.39247
## 10055 2. Information 2. >=Very Good 1. Yes 4.954247 141.77586
## 233682 1. Industrial 2. >=Very Good 1. Yes 4.755875 116.26532
## 157882 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 302173 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 231216 1. Industrial 1. <=Good 1. Yes 4.505150 90.48191
## 9850 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 161403 1. Industrial 1. <=Good 2. No 4.144605 63.09272
## 377645 2. Information 1. <=Good 1. Yes 4.176091 65.11085
## 84260 1. Industrial 2. >=Very Good 1. Yes 5.021189 151.59148
## 155985 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 306353 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 228023 1. Industrial 1. <=Good 2. No 4.380211 79.85490
## 156832 1. Industrial 2. >=Very Good 2. No 4.644439 104.00496
## 304488 1. Industrial 1. <=Good 2. No 4.017033 55.53610
## 305737 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 303148 1. Industrial 2. >=Very Good 2. No 4.602060 99.68946
## 302080 2. Information 2. >=Very Good 1. Yes 5.265033 193.45261
## 447857 2. Information 1. <=Good 1. Yes 4.633468 102.87025
## 233741 2. Information 2. >=Very Good 1. Yes 5.103804 164.64699
## 85657 1. Industrial 1. <=Good 1. Yes 4.243038 69.61904
## 379124 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 157694 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 83479 1. Industrial 2. >=Very Good 2. No 4.602060 99.68946
## 450888 2. Information 2. >=Very Good 1. Yes 4.556303 95.23071
## 14252 1. Industrial 1. <=Good 1. Yes 4.414973 82.67964
## 14421 2. Information 2. >=Very Good 1. Yes 4.761687 116.94308
## 301908 2. Information 1. <=Good 2. No 4.000000 54.59815
## 452061 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 304906 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 302424 2. Information 2. >=Very Good 1. Yes 5.641006 281.74597
## 159404 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 231750 1. Industrial 2. >=Very Good 1. Yes 5.188585 179.21486
## 305745 2. Information 2. >=Very Good 1. Yes 4.838849 126.32388
## 376178 1. Industrial 1. <=Good 2. No 4.255273 70.47602
## 450343 2. Information 1. <=Good 1. Yes 4.770852 118.01975
## 160548 1. Industrial 2. >=Very Good 2. No 4.267172 71.31964
## 302678 2. Information 2. >=Very Good 2. No 4.740363 114.47571
## 302085 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 159635 2. Information 2. >=Very Good 2. No 4.000000 54.59815
## 81174 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 82948 1. Industrial 1. <=Good 2. No 4.387390 80.43021
## 82251 2. Information 2. >=Very Good 1. Yes 4.491362 89.24288
## 379828 1. Industrial 2. >=Very Good 2. No 4.763428 117.14682
## 450063 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 9535 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 154111 1. Industrial 1. <=Good 2. No 3.959041 52.40706
## 305404 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 85550 1. Industrial 1. <=Good 2. No 4.146128 63.18886
## 447980 2. Information 2. >=Very Good 1. Yes 5.278754 196.12527
## 14481 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 85819 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 450651 2. Information 2. >=Very Good 2. No 3.936514 51.23965
## 82222 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 12508 2. Information 2. >=Very Good 1. Yes 4.146128 63.18886
## 377741 2. Information 2. >=Very Good 2. No 5.000000 148.41316
## 302139 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 153833 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 85624 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 230790 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 449764 2. Information 1. <=Good 2. No 4.380211 79.85490
## 449202 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 13741 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 302523 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 81623 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 13718 2. Information 2. >=Very Good 2. No 4.322219 75.35568
## 10378 2. Information 2. >=Very Good 1. Yes 4.913814 136.15771
## 161366 2. Information 1. <=Good 1. Yes 4.903090 134.70538
## 9215 2. Information 2. >=Very Good 1. Yes 4.406540 81.98532
## 157493 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 302363 1. Industrial 2. >=Very Good 1. Yes 4.778166 118.88608
## 11991 2. Information 2. >=Very Good 1. Yes 4.797960 121.26275
## 449684 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 11238 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 159751 2. Information 2. >=Very Good 2. No 4.819544 123.90857
## 452407 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 233537 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 229847 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 9864 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 447299 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 231895 2. Information 2. >=Very Good 1. Yes 4.913814 136.15771
## 230128 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 12999 1. Industrial 2. >=Very Good 1. Yes 4.226961 68.50869
## 160782 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 379257 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 161228 1. Industrial 2. >=Very Good 2. No 4.770852 118.01975
## 232829 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 234092 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 84421 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 157953 2. Information 1. <=Good 1. Yes 4.812913 123.08970
## 86497 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 7737 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 13471 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 448820 2. Information 2. >=Very Good 2. No 4.763428 117.14682
## 85643 1. Industrial 1. <=Good 1. Yes 4.525045 92.30006
## 453480 2. Information 2. >=Very Good 1. Yes 4.605305 100.01349
## 85241 2. Information 2. >=Very Good 2. No 4.008600 55.06973
## 156206 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 84713 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 155666 1. Industrial 2. >=Very Good 2. No 4.748188 115.37504
## 83567 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 449541 2. Information 2. >=Very Good 1. Yes 5.590618 267.90109
## 448368 1. Industrial 2. >=Very Good 2. No 4.863323 129.45364
## 377037 1. Industrial 2. >=Very Good 1. Yes 4.568202 96.37065
## 231115 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 305375 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 303226 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 85015 2. Information 2. >=Very Good 1. Yes 5.249902 190.54768
## 228219 1. Industrial 2. >=Very Good 1. Yes 4.770852 118.01975
## 379558 2. Information 1. <=Good 2. No 4.380211 79.85490
## 160043 2. Information 2. >=Very Good 1. Yes 4.283301 72.47932
## 82149 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 156798 2. Information 2. >=Very Good 1. Yes 4.310056 74.44464
## 9029 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 157633 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 9820 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 448635 2. Information 2. >=Very Good 1. Yes 5.590618 267.90109
## 81776 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 86230 2. Information 2. >=Very Good 2. No 4.531479 92.89584
## 84040 2. Information 1. <=Good 1. Yes 4.255273 70.47602
## 11619 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 87714 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 14549 1. Industrial 2. >=Very Good 1. Yes 4.633468 102.87025
## 83620 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 378744 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 10047 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 11784 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 12453 2. Information 2. >=Very Good 2. No 4.217484 67.86252
## 378962 1. Industrial 2. >=Very Good 1. Yes 4.832509 125.52550
## 230457 1. Industrial 2. >=Very Good 1. Yes 5.107210 165.20877
## 447527 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 154701 2. Information 1. <=Good 1. Yes 4.724276 112.64890
## 453719 2. Information 2. >=Very Good 1. Yes 4.342423 76.89360
## 153784 1. Industrial 1. <=Good 1. Yes 4.318063 75.04315
## 160819 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 380247 2. Information 2. >=Very Good 2. No 4.079181 59.09706
## 81823 2. Information 2. >=Very Good 2. No 4.155336 63.77339
## 155141 2. Information 2. >=Very Good 1. Yes 4.431364 84.04596
## 156716 1. Industrial 2. >=Very Good 1. Yes 4.542626 93.93718
## 7546 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 374359 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 301939 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 306511 1. Industrial 1. <=Good 2. No 4.204120 66.96164
## 452755 1. Industrial 2. >=Very Good 1. Yes 5.113943 166.32494
## 8667 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 450499 2. Information 1. <=Good 1. Yes 4.954243 141.77517
## 156050 1. Industrial 2. >=Very Good 1. Yes 4.963788 143.13494
## 160046 1. Industrial 2. >=Very Good 1. Yes 3.556303 35.03342
## 87749 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 8363 1. Industrial 2. >=Very Good 2. No 4.709660 111.01441
## 234293 1. Industrial 2. >=Very Good 1. Yes 4.886491 132.48782
## 448089 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 453187 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 447835 2. Information 1. <=Good 1. Yes 4.967726 143.69971
## 307486 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 82464 2. Information 2. >=Very Good 1. Yes 5.606885 272.29478
## 155315 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 380158 1. Industrial 2. >=Very Good 1. Yes 4.447189 85.38659
## 375387 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 85776 1. Industrial 2. >=Very Good 2. No 4.111733 61.05242
## 229893 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 229973 1. Industrial 2. >=Very Good 1. Yes 4.982271 145.80516
## 13960 2. Information 1. <=Good 2. No 4.724276 112.64890
## 234361 1. Industrial 1. <=Good 1. Yes 4.672098 106.92181
## 301929 2. Information 2. >=Very Good 1. Yes 4.672098 106.92181
## 306789 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 230376 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 380304 2. Information 2. >=Very Good 1. Yes 4.973128 144.47809
## 306501 2. Information 1. <=Good 1. Yes 5.077731 160.40970
## 376743 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 230371 1. Industrial 1. <=Good 2. No 4.176091 65.11085
## 304137 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 374823 2. Information 2. >=Very Good 2. No 4.000000 54.59815
## 451590 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 227916 1. Industrial 1. <=Good 2. No 4.403035 81.69842
## 7993 1. Industrial 2. >=Very Good 2. No 4.740363 114.47571
## 159388 1. Industrial 2. >=Very Good 1. Yes 4.960285 142.63447
## 304858 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 230749 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 86325 1. Industrial 1. <=Good 2. No 4.000000 54.59815
## 154901 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 81954 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 451332 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 379839 1. Industrial 2. >=Very Good 2. No 4.477136 87.98231
## 449978 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 233080 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 307530 1. Industrial 2. >=Very Good 1. Yes 4.672098 106.92181
## 161327 1. Industrial 2. >=Very Good 2. No 4.838849 126.32388
## 158949 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 448811 2. Information 1. <=Good 1. Yes 4.531479 92.89584
## 11623 1. Industrial 2. >=Very Good 1. Yes 4.000000 54.59815
## 10265 2. Information 1. <=Good 2. No 4.568202 96.37065
## 379315 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 230661 1. Industrial 1. <=Good 1. Yes 4.544068 94.07271
## 81295 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 305243 2. Information 2. >=Very Good 1. Yes 4.934498 139.00341
## 228627 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 13060 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 375312 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 156535 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 304223 1. Industrial 2. >=Very Good 2. No 4.494155 89.49248
## 307620 1. Industrial 2. >=Very Good 1. Yes 4.531479 92.89584
## 85969 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 13360 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 11113 2. Information 1. <=Good 1. Yes 4.230449 68.74809
## 305667 2. Information 2. >=Very Good 2. No 4.531479 92.89584
## 234017 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 12837 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 302321 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 81373 2. Information 1. <=Good 1. Yes 4.344392 77.04520
## 160726 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 452148 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 229256 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 306650 1. Industrial 2. >=Very Good 2. No 4.892095 133.23235
## 452276 2. Information 2. >=Very Good 1. Yes 5.056905 157.10350
## 302510 2. Information 1. <=Good 1. Yes 5.641006 281.74597
## 81228 2. Information 2. >=Very Good 1. Yes 5.204120 182.02062
## 228440 2. Information 1. <=Good 1. Yes 4.779957 119.09923
## 228053 1. Industrial 1. <=Good 1. Yes 4.272306 71.68674
## 10471 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 231759 1. Industrial 2. >=Very Good 2. No 4.278754 72.15046
## 155837 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 302024 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 301193 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 158905 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 453630 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 303454 2. Information 2. >=Very Good 1. Yes 5.255273 191.57368
## 228501 1. Industrial 2. >=Very Good 2. No 4.462398 86.69515
## 304450 2. Information 1. <=Good 1. Yes 4.328787 75.85224
## 378489 1. Industrial 2. >=Very Good 1. Yes 5.113943 166.32494
## 86991 1. Industrial 2. >=Very Good 1. Yes 4.041393 56.90554
## 153315 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 231642 1. Industrial 2. >=Very Good 2. No 4.531479 92.89584
## 234448 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 80744 2. Information 1. <=Good 1. Yes 4.531479 92.89584
## 374333 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 304748 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 232443 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 451096 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 82862 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 380709 2. Information 2. >=Very Good 2. No 4.414973 82.67964
## 376073 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 301216 1. Industrial 2. >=Very Good 1. Yes 4.161368 64.15923
## 233939 1. Industrial 1. <=Good 1. Yes 4.494155 89.49248
## 451070 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 449595 1. Industrial 1. <=Good 2. No 4.845098 127.11574
## 158200 1. Industrial 2. >=Very Good 2. No 4.204120 66.96164
## 9638 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 157436 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 452319 2. Information 2. >=Very Good 1. Yes 4.892095 133.23235
## 302474 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 230090 2. Information 2. >=Very Good 1. Yes 4.788875 120.16612
## 306734 1. Industrial 2. >=Very Good 1. Yes 4.748188 115.37504
## 234336 2. Information 2. >=Very Good 1. Yes 4.724276 112.64890
## 8827 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 8301 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 85748 1. Industrial 2. >=Very Good 1. Yes 4.113943 61.18753
## 376569 2. Information 2. >=Very Good 2. No 4.561101 95.68881
## 378593 1. Industrial 2. >=Very Good 1. Yes 4.491362 89.24288
## 158180 2. Information 2. >=Very Good 1. Yes 4.851258 127.90123
## 82969 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 228806 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 380329 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 304795 1. Industrial 2. >=Very Good 2. No 4.332438 76.12970
## 14455 2. Information 1. <=Good 1. Yes 4.812913 123.08970
## 304663 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 87070 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 380220 1. Industrial 2. >=Very Good 1. Yes 4.568202 96.37065
## 12400 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 303868 2. Information 2. >=Very Good 2. No 4.505150 90.48191
## 7845 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 234319 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 233042 1. Industrial 1. <=Good 2. No 4.681241 107.90392
## 233381 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 157856 1. Industrial 2. >=Very Good 1. Yes 4.096910 60.15412
## 82387 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 301852 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 82525 2. Information 2. >=Very Good 1. Yes 4.963788 143.13494
## 449130 1. Industrial 2. >=Very Good 1. Yes 4.235528 69.09818
## 84343 1. Industrial 2. >=Very Good 1. Yes 4.369216 78.98167
## 452636 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 233211 2. Information 1. <=Good 2. No 4.000000 54.59815
## 233851 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 12233 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 12501 2. Information 2. >=Very Good 1. Yes 5.626186 277.60142
## 153789 1. Industrial 1. <=Good 2. No 4.359456 78.21458
## 87826 1. Industrial 1. <=Good 1. Yes 4.414973 82.67964
## 8875 2. Information 1. <=Good 1. Yes 4.763428 117.14682
## 229950 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 85730 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 377504 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 13650 1. Industrial 2. >=Very Good 1. Yes 4.755875 116.26532
## 155246 1. Industrial 1. <=Good 2. No 4.113943 61.18753
## 227999 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 157775 1. Industrial 2. >=Very Good 1. Yes 4.361728 78.39247
## 453565 1. Industrial 2. >=Very Good 1. Yes 4.806180 122.26367
## 8927 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 380898 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 85375 1. Industrial 1. <=Good 2. No 4.190332 66.04469
## 153469 1. Industrial 2. >=Very Good 1. Yes 4.843855 126.95789
## 83341 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 8279 1. Industrial 2. >=Very Good 1. Yes 4.851258 127.90123
## 307337 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 13148 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 84841 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 85515 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 86629 1. Industrial 2. >=Very Good 1. Yes 4.880814 131.73780
## 231027 2. Information 1. <=Good 2. No 4.301030 73.77574
## 157246 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 13588 1. Industrial 1. <=Good 1. Yes 4.517460 91.60262
## 376203 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 83057 1. Industrial 1. <=Good 1. Yes 4.880167 131.65270
## 230814 2. Information 2. >=Very Good 1. Yes 5.735190 309.57177
## 305515 1. Industrial 1. <=Good 1. Yes 4.257894 70.66105
## 307267 1. Industrial 2. >=Very Good 2. No 4.440909 84.85204
## 88046 1. Industrial 2. >=Very Good 1. Yes 4.633468 102.87025
## 302698 2. Information 2. >=Very Good 1. Yes 4.643453 103.90247
## 232536 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 158406 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 452654 2. Information 2. >=Very Good 1. Yes 4.666518 106.32686
## 155330 1. Industrial 1. <=Good 1. Yes 4.597695 99.25529
## 307313 1. Industrial 1. <=Good 1. Yes 4.892095 133.23235
## 159448 1. Industrial 2. >=Very Good 2. No 4.361728 78.39247
## 155833 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 307280 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 7401 1. Industrial 2. >=Very Good 2. No 4.568202 96.37065
## 11845 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 307683 2. Information 2. >=Very Good 1. Yes 5.641006 281.74597
## 8589 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 375802 1. Industrial 2. >=Very Good 1. Yes 5.301030 200.54326
## 305144 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 453214 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 8360 1. Industrial 2. >=Very Good 2. No 4.579784 97.49329
## 377324 1. Industrial 2. >=Very Good 2. No 4.681241 107.90392
## 302793 1. Industrial 2. >=Very Good 2. No 4.561101 95.68881
## 154537 2. Information 2. >=Very Good 2. No 4.698970 109.83399
## 232060 2. Information 2. >=Very Good 1. Yes 4.470352 87.38745
## 83048 2. Information 2. >=Very Good 1. Yes 4.486742 88.83157
## 376922 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 87672 2. Information 2. >=Very Good 1. Yes 4.550669 94.69570
## 234303 1. Industrial 2. >=Very Good 1. Yes 4.806180 122.26367
## 374328 2. Information 1. <=Good 1. Yes 4.886491 132.48782
## 158629 2. Information 2. >=Very Good 1. Yes 4.568202 96.37065
## 231349 1. Industrial 2. >=Very Good 2. No 4.491362 89.24288
## 377297 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 230086 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 81256 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 306063 2. Information 2. >=Very Good 2. No 4.606166 100.09966
## 378700 2. Information 2. >=Very Good 1. Yes 4.899821 134.26568
## 86261 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 450507 2. Information 1. <=Good 2. No 4.696356 109.54730
## 159849 2. Information 2. >=Very Good 2. No 4.255273 70.47602
## 301682 2. Information 2. >=Very Good 1. Yes 4.971234 144.20474
## 448787 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 82646 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 81754 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 14268 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 85704 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 233733 1. Industrial 2. >=Very Good 1. Yes 4.748188 115.37504
## 229393 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 83536 1. Industrial 1. <=Good 2. No 4.619093 101.40205
## 375861 2. Information 2. >=Very Good 1. Yes 4.973137 144.47942
## 14368 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 85295 1. Industrial 2. >=Very Good 2. No 5.096910 163.51586
## 231204 2. Information 1. <=Good 2. No 4.397940 81.28325
## 13498 1. Industrial 1. <=Good 2. No 3.698970 40.40567
## 302692 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 307635 1. Industrial 1. <=Good 2. No 4.763428 117.14682
## 83924 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 80239 1. Industrial 1. <=Good 2. No 4.431364 84.04596
## 379220 1. Industrial 1. <=Good 1. Yes 4.486572 88.81647
## 453870 1. Industrial 1. <=Good 2. No 4.462398 86.69515
## 85521 2. Information 2. >=Very Good 1. Yes 4.322219 75.35568
## 9738 2. Information 2. >=Very Good 1. Yes 4.591065 98.59934
## 157529 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 307581 1. Industrial 1. <=Good 1. Yes 4.697229 109.64297
## 380007 2. Information 1. <=Good 1. Yes 4.380211 79.85490
## 453715 1. Industrial 2. >=Very Good 2. No 5.113943 166.32494
## 381016 2. Information 2. >=Very Good 1. Yes 4.934498 139.00341
## 8356 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 156461 1. Industrial 2. >=Very Good 2. No 4.447158 85.38394
## 380325 1. Industrial 1. <=Good 2. No 4.602082 99.69163
## 156598 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 450872 1. Industrial 1. <=Good 2. No 4.230449 68.74809
## 305335 1. Industrial 2. >=Very Good 1. Yes 4.939519 139.70307
## 449727 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 452029 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 232822 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 158958 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 233370 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 161344 1. Industrial 2. >=Very Good 1. Yes 4.380211 79.85490
## 233394 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 233584 1. Industrial 2. >=Very Good 1. Yes 5.197281 180.77995
## 448801 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 302882 1. Industrial 2. >=Very Good 2. No 4.494155 89.49248
## 306349 1. Industrial 2. >=Very Good 1. Yes 4.869232 130.22083
## 452162 1. Industrial 2. >=Very Good 2. No 4.350248 77.49768
## 231483 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 82643 2. Information 2. >=Very Good 1. Yes 5.221886 185.28332
## 305066 2. Information 1. <=Good 2. No 4.857332 128.68049
## 11473 2. Information 2. >=Very Good 1. Yes 4.991226 147.11669
## 86233 2. Information 1. <=Good 2. No 4.672098 106.92181
## 12787 1. Industrial 1. <=Good 2. No 4.748188 115.37504
## 233174 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 303344 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 307057 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 301337 1. Industrial 2. >=Very Good 2. No 4.838849 126.32388
## 81731 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 157918 1. Industrial 1. <=Good 1. Yes 4.681241 107.90392
## 160058 2. Information 2. >=Very Good 1. Yes 4.000000 54.59815
## 159843 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 157233 2. Information 1. <=Good 1. Yes 4.283301 72.47932
## 231489 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 452313 1. Industrial 2. >=Very Good 1. Yes 4.518514 91.69923
## 233665 2. Information 2. >=Very Good 1. Yes 5.041393 154.68529
## 157818 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 376459 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 13375 2. Information 1. <=Good 1. Yes 4.389166 80.57320
## 154265 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 156078 1. Industrial 1. <=Good 2. No 4.954243 141.77517
## 303231 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 159873 2. Information 1. <=Good 1. Yes 4.544068 94.07271
## 228330 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 451634 2. Information 1. <=Good 1. Yes 4.732394 113.56709
## 159186 2. Information 1. <=Good 1. Yes 4.621000 101.59554
## 160564 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 447672 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 452613 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 12504 1. Industrial 1. <=Good 2. No 4.361728 78.39247
## 302206 2. Information 2. >=Very Good 1. Yes 5.763128 318.34243
## 234624 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 159256 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 14460 1. Industrial 1. <=Good 2. No 4.475671 87.85355
## 233287 2. Information 2. >=Very Good 1. Yes 5.215844 184.16714
## 452861 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 88065 2. Information 2. >=Very Good 1. Yes 4.556303 95.23071
## 7550 2. Information 1. <=Good 1. Yes 4.079181 59.09706
## 302313 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 82600 1. Industrial 1. <=Good 1. Yes 4.875061 130.98218
## 380306 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 13488 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 153493 2. Information 2. >=Very Good 1. Yes 4.210185 67.36898
## 227880 2. Information 2. >=Very Good 2. No 4.422705 83.32134
## 378323 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 81976 2. Information 1. <=Good 2. No 4.662758 105.92781
## 155452 2. Information 2. >=Very Good 1. Yes 4.447158 85.38394
## 450962 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 11853 2. Information 2. >=Very Good 1. Yes 4.934498 139.00341
## 156191 1. Industrial 1. <=Good 1. Yes 4.812913 123.08970
## 87661 1. Industrial 2. >=Very Good 2. No 4.025306 55.99743
## 82514 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 378030 2. Information 1. <=Good 2. No 5.037426 154.07300
## 157381 1. Industrial 1. <=Good 2. No 4.778151 118.88436
## 86485 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 10930 2. Information 2. >=Very Good 1. Yes 4.795185 120.92670
## 307771 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 85202 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 233889 2. Information 2. >=Very Good 1. Yes 4.318063 75.04315
## 7496 1. Industrial 2. >=Very Good 1. Yes 4.494155 89.49248
## 453337 2. Information 2. >=Very Good 1. Yes 5.290035 198.35029
## 376076 2. Information 1. <=Good 1. Yes 4.178401 65.26144
## 160307 1. Industrial 2. >=Very Good 2. No 4.681241 107.90392
## 161341 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 11390 2. Information 2. >=Very Good 2. No 4.342423 76.89360
## 301389 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 304303 2. Information 2. >=Very Good 1. Yes 4.944483 140.39820
## 87441 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 12175 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 12033 1. Industrial 2. >=Very Good 2. No 4.944483 140.39820
## 82301 2. Information 1. <=Good 2. No 4.380211 79.85490
## 83227 2. Information 1. <=Good 1. Yes 4.380211 79.85490
## 153765 1. Industrial 1. <=Good 1. Yes 5.591980 268.26629
## 158059 2. Information 1. <=Good 1. Yes 4.826075 124.72045
## 375572 2. Information 1. <=Good 1. Yes 5.000000 148.41316
## 448806 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 82280 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 153375 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 380151 2. Information 2. >=Very Good 2. No 4.845098 127.11574
## 230950 1. Industrial 2. >=Very Good 1. Yes 4.707570 110.78265
## 14546 1. Industrial 2. >=Very Good 1. Yes 4.518514 91.69923
## 450602 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 81692 2. Information 1. <=Good 2. No 5.606885 272.29478
## 158659 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 306889 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 379968 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 10750 2. Information 2. >=Very Good 2. No 4.812913 123.08970
## 155530 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 86633 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 378686 1. Industrial 2. >=Very Good 1. Yes 5.167317 175.44355
## 10144 1. Industrial 2. >=Very Good 2. No 4.568202 96.37065
## 87286 2. Information 2. >=Very Good 1. Yes 4.574031 96.93409
## 87895 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 375523 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 451283 2. Information 1. <=Good 1. Yes 5.742793 311.93457
## 14519 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 380780 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 86239 1. Industrial 1. <=Good 1. Yes 4.929419 138.29913
## 10984 2. Information 1. <=Good 1. Yes 3.869818 47.93367
## 231862 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 449495 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 448715 2. Information 2. >=Very Good 1. Yes 4.892095 133.23235
## 448977 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 234530 1. Industrial 1. <=Good 2. No 4.795185 120.92670
## 86190 2. Information 1. <=Good 1. Yes 5.000000 148.41316
## 230114 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 447347 2. Information 2. >=Very Good 1. Yes 4.973128 144.47809
## 155626 2. Information 2. >=Very Good 2. No 4.505150 90.48191
## 376579 2. Information 2. >=Very Good 2. No 5.000000 148.41316
## 451819 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 155900 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 8505 2. Information 2. >=Very Good 2. No 4.361728 78.39247
## 234613 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 11832 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 11081 1. Industrial 1. <=Good 1. Yes 4.491362 89.24288
## 301246 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 375987 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 156259 2. Information 2. >=Very Good 2. No 4.255273 70.47602
## 85655 1. Industrial 1. <=Good 1. Yes 4.688420 108.68131
## 448836 2. Information 2. >=Very Good 1. Yes 4.389166 80.57320
## 153902 2. Information 2. >=Very Good 2. No 4.176091 65.11085
## 305415 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 9743 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 230054 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 12519 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 227962 1. Industrial 2. >=Very Good 2. No 4.193125 66.22941
## 83739 1. Industrial 2. >=Very Good 2. No 5.606885 272.29478
## 157490 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 82456 2. Information 1. <=Good 2. No 3.845098 46.76327
## 159012 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 88116 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 376549 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 87170 1. Industrial 2. >=Very Good 2. No 5.113943 166.32494
## 11435 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 85129 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 448698 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 154709 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 379618 2. Information 2. >=Very Good 1. Yes 5.087071 161.91495
## 161267 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 380753 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 153467 1. Industrial 2. >=Very Good 1. Yes 4.643453 103.90247
## 231484 1. Industrial 2. >=Very Good 1. Yes 4.690196 108.87453
## 379211 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 156236 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 450978 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 84773 2. Information 2. >=Very Good 1. Yes 4.720159 112.18612
## 449829 2. Information 1. <=Good 1. Yes 5.130334 169.07354
## 305946 2. Information 1. <=Good 1. Yes 4.568202 96.37065
## 12507 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 154311 1. Industrial 1. <=Good 2. No 4.000000 54.59815
## 154975 2. Information 1. <=Good 2. No 4.681241 107.90392
## 307420 2. Information 2. >=Very Good 1. Yes 4.919078 136.87637
## 228741 2. Information 2. >=Very Good 1. Yes 4.176091 65.11085
## 376605 2. Information 2. >=Very Good 2. No 5.190332 179.52809
## 304583 1. Industrial 2. >=Very Good 2. No 4.193125 66.22941
## 159573 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 375743 2. Information 1. <=Good 1. Yes 5.176091 176.98965
## 449387 1. Industrial 2. >=Very Good 2. No 4.740363 114.47571
## 83565 1. Industrial 1. <=Good 2. No 4.342423 76.89360
## 7664 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 157200 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 230665 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 12813 1. Industrial 2. >=Very Good 1. Yes 4.643453 103.90247
## 302409 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 83416 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 83964 2. Information 1. <=Good 1. Yes 4.913814 136.15771
## 13483 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 232794 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 447864 1. Industrial 1. <=Good 2. No 4.579784 97.49329
## 452049 1. Industrial 1. <=Good 2. No 3.778151 43.73511
## 87163 2. Information 1. <=Good 1. Yes 4.763428 117.14682
## 157204 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 80604 2. Information 2. >=Very Good 1. Yes 5.606885 272.29478
## 161272 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 87121 2. Information 1. <=Good 1. Yes 4.204120 66.96164
## 231993 2. Information 2. >=Very Good 1. Yes 4.851258 127.90123
## 377133 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 449641 2. Information 2. >=Very Good 1. Yes 4.309971 74.43830
## 156429 2. Information 2. >=Very Good 1. Yes 4.963788 143.13494
## 12311 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 379397 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 84236 2. Information 2. >=Very Good 1. Yes 4.799341 121.43031
## 451645 2. Information 1. <=Good 1. Yes 4.591065 98.59934
## 8988 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 307325 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 11919 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 11403 2. Information 1. <=Good 1. Yes 5.079181 160.64248
## 88019 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 306940 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 155528 1. Industrial 1. <=Good 1. Yes 4.707570 110.78265
## 301789 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 378048 2. Information 2. >=Very Good 2. No 4.000000 54.59815
## 8841 2. Information 1. <=Good 2. No 4.844477 127.03685
## 85602 2. Information 1. <=Good 1. Yes 4.812913 123.08970
## 304529 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 157296 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 155829 1. Industrial 1. <=Good 1. Yes 4.544068 94.07271
## 379034 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 153627 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 229223 2. Information 2. >=Very Good 2. No 4.176091 65.11085
## 380392 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 158726 1. Industrial 1. <=Good 1. Yes 4.903090 134.70538
## 377495 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 230878 1. Industrial 2. >=Very Good 2. No 4.619093 101.40205
## 453110 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 85888 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 376196 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 228775 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 153559 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 304567 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 83140 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 450085 2. Information 1. <=Good 1. Yes 4.977724 145.14360
## 378923 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 87254 1. Industrial 2. >=Very Good 2. No 4.857332 128.68049
## 9513 2. Information 2. >=Very Good 1. Yes 4.531479 92.89584
## 156960 2. Information 2. >=Very Good 2. No 4.230449 68.74809
## 80462 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 304074 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 306048 1. Industrial 2. >=Very Good 2. No 3.778151 43.73511
## 448446 2. Information 2. >=Very Good 1. Yes 5.243038 189.24416
## 448106 2. Information 1. <=Good 2. No 3.477121 32.36641
## 86335 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 230002 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 447211 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 305589 2. Information 1. <=Good 1. Yes 4.623249 101.82435
## 8755 2. Information 2. >=Very Good 2. No 4.812913 123.08970
## 13308 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 448287 1. Industrial 2. >=Very Good 2. No 4.318063 75.04315
## 10187 2. Information 1. <=Good 1. Yes 5.079181 160.64248
## 80524 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 377969 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 153484 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 11876 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 229679 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 229435 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 80558 2. Information 2. >=Very Good 1. Yes 4.431364 84.04596
## 11650 1. Industrial 2. >=Very Good 2. No 5.176091 176.98965
## 82081 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 82799 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 155256 2. Information 1. <=Good 1. Yes 4.544068 94.07271
## 80446 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 159200 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 8197 1. Industrial 2. >=Very Good 1. Yes 4.959041 142.45717
## 153388 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 88113 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 155513 1. Industrial 1. <=Good 1. Yes 4.716003 111.72085
## 158884 1. Industrial 1. <=Good 1. Yes 4.088136 59.62865
## 230315 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 86782 1. Industrial 2. >=Very Good 2. No 4.602060 99.68946
## 306149 2. Information 2. >=Very Good 1. Yes 4.462398 86.69515
## 380883 1. Industrial 2. >=Very Good 2. No 4.533073 93.04401
## 7639 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 381143 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 9181 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 158451 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 229117 2. Information 1. <=Good 2. No 4.685742 108.39064
## 233600 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 231346 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 379646 1. Industrial 1. <=Good 1. Yes 4.666920 106.36965
## 228164 1. Industrial 2. >=Very Good 2. No 4.361728 78.39247
## 85693 1. Industrial 1. <=Good 2. No 4.284431 72.56123
## 452344 2. Information 1. <=Good 2. No 4.301052 73.77735
## 160400 2. Information 2. >=Very Good 2. No 3.643453 38.22358
## 160533 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 307204 1. Industrial 1. <=Good 2. No 3.920228 50.41192
## 450078 2. Information 2. >=Very Good 1. Yes 5.138502 170.46017
## 84607 1. Industrial 2. >=Very Good 2. No 4.812913 123.08970
## 10989 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 155859 2. Information 2. >=Very Good 1. Yes 4.707570 110.78265
## 234391 2. Information 1. <=Good 1. Yes 4.832509 125.52550
## 81772 2. Information 2. >=Very Good 2. No 4.318063 75.04315
## 377896 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 153951 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 231716 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 229399 1. Industrial 2. >=Very Good 1. Yes 4.255273 70.47602
## 302102 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 81714 1. Industrial 2. >=Very Good 1. Yes 4.935598 139.15633
## 155433 2. Information 1. <=Good 2. No 3.230449 25.29101
## 87168 2. Information 1. <=Good 1. Yes 4.399950 81.44683
## 85320 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 7420 2. Information 2. >=Very Good 1. Yes 4.757396 116.44232
## 451424 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 229703 1. Industrial 2. >=Very Good 1. Yes 5.008600 149.69504
## 14417 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 9241 1. Industrial 2. >=Very Good 2. No 5.626186 277.60142
## 377591 1. Industrial 2. >=Very Good 2. No 4.919078 136.87637
## 302226 2. Information 2. >=Very Good 1. Yes 4.863323 129.45364
## 376645 1. Industrial 2. >=Very Good 1. Yes 4.716003 111.72085
## 157321 1. Industrial 2. >=Very Good 1. Yes 5.185712 178.70066
## 154342 1. Industrial 2. >=Very Good 2. No 3.903090 49.55534
## 301885 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 84599 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 374558 1. Industrial 2. >=Very Good 1. Yes 4.531479 92.89584
## 301209 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 378837 1. Industrial 2. >=Very Good 2. No 4.431364 84.04596
## 374851 2. Information 2. >=Very Good 2. No 4.342423 76.89360
## 153917 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 86617 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 374294 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 375787 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 83031 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 155234 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 156931 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 84305 2. Information 1. <=Good 1. Yes 4.505150 90.48191
## 233131 2. Information 1. <=Good 1. Yes 4.716012 111.72178
## 451873 2. Information 1. <=Good 1. Yes 4.681241 107.90392
## 452428 2. Information 1. <=Good 1. Yes 5.255273 191.57368
## 232403 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 158091 2. Information 2. >=Very Good 1. Yes 4.931875 138.63917
## 159901 1. Industrial 2. >=Very Good 2. No 3.982271 53.63872
## 374894 1. Industrial 2. >=Very Good 2. No 4.533174 93.05349
## 376018 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 85534 1. Industrial 1. <=Good 2. No 4.857332 128.68049
## 378978 2. Information 2. >=Very Good 1. Yes 4.913814 136.15771
## 305552 1. Industrial 1. <=Good 1. Yes 5.079181 160.64248
## 12671 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 157620 2. Information 2. >=Very Good 2. No 5.000000 148.41316
## 156543 1. Industrial 2. >=Very Good 1. Yes 4.685742 108.39064
## 234246 1. Industrial 2. >=Very Good 2. No 4.206826 67.14308
## 157606 2. Information 1. <=Good 1. Yes 4.770852 118.01975
## 230929 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 87063 1. Industrial 2. >=Very Good 2. No 3.857332 47.33891
## 157575 1. Industrial 1. <=Good 1. Yes 4.141763 62.91365
## 8274 1. Industrial 2. >=Very Good 2. No 4.255273 70.47602
## 229913 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 301692 1. Industrial 2. >=Very Good 1. Yes 4.530353 92.79135
## 304818 1. Industrial 1. <=Good 2. No 4.602082 99.69163
## 448786 2. Information 2. >=Very Good 2. No 4.740363 114.47571
## 229605 1. Industrial 1. <=Good 2. No 4.491362 89.24288
## 231509 1. Industrial 1. <=Good 2. No 4.778151 118.88436
## 80950 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 87704 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 158664 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 81095 2. Information 1. <=Good 1. Yes 4.490520 89.16783
## 302918 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 161349 1. Industrial 2. >=Very Good 1. Yes 4.255273 70.47602
## 306415 1. Industrial 2. >=Very Good 1. Yes 4.537819 93.48669
## 10603 2. Information 1. <=Good 1. Yes 4.255273 70.47602
## 86007 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 306146 1. Industrial 2. >=Very Good 1. Yes 4.591065 98.59934
## 234661 1. Industrial 1. <=Good 2. No 4.000000 54.59815
## 84287 1. Industrial 2. >=Very Good 2. No 4.462398 86.69515
## 377509 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 377763 1. Industrial 1. <=Good 2. No 5.079181 160.64248
## 306688 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 302888 2. Information 2. >=Very Good 1. Yes 4.529687 92.72953
## 377799 1. Industrial 1. <=Good 1. Yes 4.146128 63.18886
## 381003 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 380799 1. Industrial 1. <=Good 2. No 4.176091 65.11085
## 83368 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 11548 2. Information 1. <=Good 1. Yes 4.695832 109.48984
## 304155 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 9144 2. Information 2. >=Very Good 1. Yes 4.662758 105.92781
## 11624 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 153897 2. Information 1. <=Good 1. Yes 5.243038 189.24416
## 157384 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 453498 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 229614 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 380993 1. Industrial 2. >=Very Good 1. Yes 4.342423 76.89360
## 159758 2. Information 2. >=Very Good 1. Yes 4.447158 85.38394
## 10899 2. Information 1. <=Good 2. No 4.301030 73.77574
## 374347 2. Information 1. <=Good 1. Yes 4.669159 106.60802
## 374986 2. Information 1. <=Good 1. Yes 4.556303 95.23071
## 81794 1. Industrial 2. >=Very Good 1. Yes 4.255273 70.47602
## 303090 2. Information 1. <=Good 1. Yes 4.662758 105.92781
## 375451 2. Information 2. >=Very Good 2. No 4.033424 56.45386
## 154262 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 379725 1. Industrial 2. >=Very Good 1. Yes 4.662758 105.92781
## 88050 1. Industrial 1. <=Good 1. Yes 4.318063 75.04315
## 451349 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 84848 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 306255 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 82384 1. Industrial 1. <=Good 1. Yes 4.556303 95.23071
## 378696 1. Industrial 1. <=Good 1. Yes 4.544068 94.07271
## 85794 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 450118 1. Industrial 1. <=Good 1. Yes 4.505150 90.48191
## 9457 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 230105 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 153266 1. Industrial 1. <=Good 1. Yes 4.447158 85.38394
## 157526 1. Industrial 2. >=Very Good 1. Yes 5.255273 191.57368
## 234243 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 231448 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 449095 2. Information 2. >=Very Good 1. Yes 5.146128 171.76513
## 303172 1. Industrial 2. >=Very Good 2. No 4.296665 73.45443
## 81506 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 80235 2. Information 2. >=Very Good 1. Yes 5.606885 272.29478
## 87943 1. Industrial 2. >=Very Good 2. No 4.633468 102.87025
## 83985 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 375234 2. Information 2. >=Very Good 2. No 4.812913 123.08970
## 156633 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 14384 2. Information 2. >=Very Good 1. Yes 4.447158 85.38394
## 8450 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 160165 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 451015 1. Industrial 2. >=Very Good 1. Yes 4.434569 84.31577
## 232095 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 154723 1. Industrial 1. <=Good 2. No 4.049218 57.35259
## 304780 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 377397 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 303182 2. Information 1. <=Good 1. Yes 4.690196 108.87453
## 11131 1. Industrial 1. <=Good 1. Yes 4.176091 65.11085
## 7535 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 375336 1. Industrial 1. <=Good 2. No 4.260071 70.81504
## 451744 1. Industrial 2. >=Very Good 1. Yes 4.977724 145.14360
## 232578 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 374914 1. Industrial 2. >=Very Good 2. No 4.431364 84.04596
## 307821 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 305822 2. Information 1. <=Good 1. Yes 4.579784 97.49329
## 7495 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 449798 2. Information 2. >=Very Good 1. Yes 5.301030 200.54326
## 159599 1. Industrial 2. >=Very Good 2. No 4.089905 59.73422
## 448887 1. Industrial 2. >=Very Good 2. No 4.518514 91.69923
## 453745 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 375738 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 229672 1. Industrial 1. <=Good 2. No 4.193125 66.22941
## 161522 1. Industrial 1. <=Good 1. Yes 4.531479 92.89584
## 378510 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 160189 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 230629 1. Industrial 1. <=Good 1. Yes 4.886491 132.48782
## 233946 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 86943 2. Information 1. <=Good 2. No 4.602060 99.68946
## 230497 1. Industrial 2. >=Very Good 2. No 3.698970 40.40567
## 377005 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 80350 1. Industrial 2. >=Very Good 2. No 4.633468 102.87025
## 81917 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 301556 2. Information 1. <=Good 1. Yes 4.716003 111.72085
## 8888 1. Industrial 2. >=Very Good 2. No 4.130334 62.19868
## 307676 2. Information 1. <=Good 1. Yes 4.255273 70.47602
## 7381 2. Information 2. >=Very Good 1. Yes 4.454845 86.04280
## 233790 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 303636 2. Information 2. >=Very Good 1. Yes 4.732394 113.56709
## 81716 1. Industrial 1. <=Good 2. No 4.612784 100.76427
## 158585 2. Information 2. >=Very Good 2. No 4.113943 61.18753
## 307816 1. Industrial 2. >=Very Good 1. Yes 4.732796 113.61275
## 154833 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 450754 1. Industrial 2. >=Very Good 1. Yes 4.653232 104.92353
## 157064 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 377858 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 380391 2. Information 2. >=Very Good 2. No 5.000000 148.41316
## 452617 1. Industrial 2. >=Very Good 2. No 5.000000 148.41316
## 452685 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 154958 2. Information 1. <=Good 2. No 4.397940 81.28325
## 161421 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 229694 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 7822 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 12679 2. Information 1. <=Good 1. Yes 4.176091 65.11085
## 447486 2. Information 2. >=Very Good 1. Yes 4.480725 88.29870
## 13835 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 379762 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 81141 2. Information 2. >=Very Good 1. Yes 4.255273 70.47602
## 7699 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 85842 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 12364 1. Industrial 2. >=Very Good 1. Yes 4.591065 98.59934
## 84080 1. Industrial 2. >=Very Good 1. Yes 4.892095 133.23235
## 451706 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 14152 1. Industrial 1. <=Good 2. No 4.518514 91.69923
## 85144 2. Information 2. >=Very Good 2. No 5.079138 160.63550
## 302797 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 81223 1. Industrial 1. <=Good 1. Yes 4.740363 114.47571
## 88062 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 452864 2. Information 1. <=Good 1. Yes 4.585461 98.04835
## 12144 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 160944 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 8105 2. Information 1. <=Good 1. Yes 4.892095 133.23235
## 154672 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 453271 2. Information 1. <=Good 1. Yes 4.301030 73.77574
## 155921 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 154732 1. Industrial 1. <=Good 2. No 4.127623 62.03030
## 233690 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 86143 1. Industrial 2. >=Very Good 1. Yes 4.982271 145.80516
## 156740 2. Information 2. >=Very Good 1. Yes 4.414973 82.67964
## 12718 2. Information 1. <=Good 1. Yes 5.000000 148.41316
## 449744 1. Industrial 2. >=Very Good 2. No 3.903090 49.55534
## 448117 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 154750 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 83654 1. Industrial 1. <=Good 1. Yes 4.845098 127.11574
## 81277 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 379686 1. Industrial 2. >=Very Good 1. Yes 4.120574 61.59458
## 227939 1. Industrial 2. >=Very Good 1. Yes 4.713491 111.44047
## 80897 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 231662 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 154839 1. Industrial 2. >=Very Good 2. No 4.322219 75.35568
## 305114 1. Industrial 2. >=Very Good 1. Yes 4.934498 139.00341
## 450873 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 447174 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 377920 1. Industrial 2. >=Very Good 2. No 4.193180 66.23310
## 161041 1. Industrial 1. <=Good 1. Yes 4.294466 73.29308
## 14541 2. Information 2. >=Very Good 2. No 4.875061 130.98218
## 376938 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 447645 1. Industrial 1. <=Good 2. No 4.464877 86.91033
## 80720 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 447722 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 155179 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 8907 2. Information 2. >=Very Good 1. Yes 4.919078 136.87637
## 160862 1. Industrial 1. <=Good 1. Yes 4.431364 84.04596
## 155453 2. Information 2. >=Very Good 1. Yes 5.278754 196.12527
## 378199 2. Information 1. <=Good 1. Yes 4.799341 121.43031
## 12156 2. Information 2. >=Very Good 2. No 4.568483 96.39780
## 447458 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 232327 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 301930 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 158517 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 12579 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 13995 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 82195 2. Information 1. <=Good 2. No 4.397940 81.28325
## 306499 2. Information 2. >=Very Good 1. Yes 4.982271 145.80516
## 302319 2. Information 2. >=Very Good 1. Yes 5.004321 149.05590
## 447816 1. Industrial 1. <=Good 2. No 4.579784 97.49329
## 449074 1. Industrial 2. >=Very Good 1. Yes 4.770852 118.01975
## 229524 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 232133 2. Information 1. <=Good 2. No 4.778151 118.88436
## 85388 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 13298 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 307289 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 7589 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 9082 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 305036 2. Information 1. <=Good 1. Yes 5.041393 154.68529
## 302117 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 160497 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 450224 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 449975 2. Information 2. >=Very Good 1. Yes 4.662758 105.92781
## 80475 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 378718 1. Industrial 1. <=Good 1. Yes 4.903090 134.70538
## 13370 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 380165 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 86118 2. Information 2. >=Very Good 1. Yes 5.146128 171.76513
## 159505 2. Information 1. <=Good 1. Yes 4.216957 67.82679
## 450919 2. Information 1. <=Good 2. No 4.301030 73.77574
## 80496 1. Industrial 2. >=Very Good 2. No 4.518514 91.69923
## 302736 1. Industrial 2. >=Very Good 1. Yes 4.204120 66.96164
## 81910 2. Information 1. <=Good 2. No 4.556303 95.23071
## 159140 1. Industrial 1. <=Good 1. Yes 4.591065 98.59934
## 8846 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 7415 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 80565 1. Industrial 1. <=Good 1. Yes 4.505150 90.48191
## 452789 2. Information 2. >=Very Good 2. No 4.698970 109.83399
## 13535 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 156743 2. Information 2. >=Very Good 1. Yes 4.437100 84.52947
## 87391 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 450392 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 155733 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 12600 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 80237 2. Information 2. >=Very Good 1. Yes 4.619093 101.40205
## 306346 2. Information 2. >=Very Good 1. Yes 5.004321 149.05590
## 81445 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 231389 2. Information 2. >=Very Good 2. No 5.079181 160.64248
## 378598 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 306310 1. Industrial 2. >=Very Good 2. No 4.782523 119.40520
## 380028 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 86072 2. Information 2. >=Very Good 1. Yes 5.042576 154.86837
## 11321 1. Industrial 1. <=Good 2. No 4.322219 75.35568
## 307301 1. Industrial 2. >=Very Good 1. Yes 4.775246 118.53950
## 447298 1. Industrial 1. <=Good 1. Yes 4.342423 76.89360
## 161253 2. Information 2. >=Very Good 2. No 4.130334 62.19868
## 377359 1. Industrial 2. >=Very Good 1. Yes 5.204120 182.02062
## 453728 1. Industrial 2. >=Very Good 1. Yes 5.590618 267.90109
## 14042 1. Industrial 1. <=Good 1. Yes 4.954243 141.77517
## 304908 2. Information 2. >=Very Good 1. Yes 5.230449 186.87668
## 160028 1. Industrial 2. >=Very Good 2. No 4.278754 72.15046
## 13005 1. Industrial 1. <=Good 2. No 3.903090 49.55534
## 158124 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 86567 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 82851 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 305392 1. Industrial 2. >=Very Good 1. Yes 4.716003 111.72085
## 153650 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 304093 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 233121 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 230850 1. Industrial 1. <=Good 1. Yes 4.431364 84.04596
## 157822 1. Industrial 2. >=Very Good 2. No 4.361728 78.39247
## 451294 2. Information 2. >=Very Good 2. No 3.836577 46.36650
## 14543 1. Industrial 2. >=Very Good 1. Yes 4.889302 132.86077
## 159847 2. Information 1. <=Good 1. Yes 4.120574 61.59458
## 83903 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 378535 2. Information 2. >=Very Good 2. No 4.193125 66.22941
## 453171 1. Industrial 1. <=Good 1. Yes 4.690196 108.87453
## 301347 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 453420 2. Information 2. >=Very Good 1. Yes 5.029384 152.83880
## 155699 2. Information 1. <=Good 2. No 4.342423 76.89360
## 380739 1. Industrial 2. >=Very Good 1. Yes 4.963788 143.13494
## 9766 2. Information 2. >=Very Good 1. Yes 4.829947 125.20429
## 234383 1. Industrial 2. >=Very Good 1. Yes 4.325598 75.61070
## 232723 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 81234 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 229581 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 87788 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 452608 1. Industrial 1. <=Good 2. No 4.556303 95.23071
## 8652 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 451324 2. Information 2. >=Very Good 2. No 3.903090 49.55534
## 160285 2. Information 2. >=Very Good 2. No 4.875061 130.98218
## 84767 2. Information 1. <=Good 1. Yes 3.778151 43.73511
## 229001 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 230839 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 11453 2. Information 1. <=Good 2. No 4.318063 75.04315
## 87015 2. Information 1. <=Good 1. Yes 4.518514 91.69923
## 157453 2. Information 2. >=Very Good 1. Yes 4.662758 105.92781
## 87789 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 10827 2. Information 2. >=Very Good 1. Yes 5.136721 170.15683
## 450748 1. Industrial 2. >=Very Good 2. No 4.929419 138.29913
## 83883 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 230302 2. Information 1. <=Good 2. No 4.477121 87.98103
## 160949 1. Industrial 2. >=Very Good 1. Yes 4.361728 78.39247
## 302490 2. Information 2. >=Very Good 2. No 4.812913 123.08970
## 452615 1. Industrial 1. <=Good 1. Yes 4.755875 116.26532
## 156728 1. Industrial 1. <=Good 2. No 4.505150 90.48191
## 158466 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 8344 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 7436 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 374803 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 12491 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 232762 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 230998 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 84524 2. Information 1. <=Good 1. Yes 4.937016 139.35381
## 13464 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 159550 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 234248 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 234357 1. Industrial 1. <=Good 2. No 4.167317 64.54207
## 451267 2. Information 1. <=Good 2. No 4.929419 138.29913
## 155944 2. Information 2. >=Very Good 1. Yes 4.491362 89.24288
## 228029 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 159068 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 228443 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 376883 1. Industrial 2. >=Very Good 2. No 4.494155 89.49248
## 233097 1. Industrial 2. >=Very Good 2. No 4.632457 102.76628
## 228418 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 80966 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 229478 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 374483 2. Information 2. >=Very Good 1. Yes 4.867409 129.98363
## 381181 2. Information 1. <=Good 1. Yes 4.707570 110.78265
## 12955 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 161502 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 380218 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 156036 2. Information 1. <=Good 2. No 3.176091 23.95294
## 229899 2. Information 2. >=Very Good 2. No 4.643453 103.90247
## 305122 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 450849 1. Industrial 1. <=Good 2. No 4.272306 71.68674
## 376406 1. Industrial 2. >=Very Good 1. Yes 5.623217 276.77841
## 303218 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 156645 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 14338 1. Industrial 2. >=Very Good 1. Yes 4.690196 108.87453
## 14140 1. Industrial 2. >=Very Good 1. Yes 4.380211 79.85490
## 380621 2. Information 2. >=Very Good 2. No 4.369253 78.98461
## 447629 1. Industrial 1. <=Good 1. Yes 4.414973 82.67964
## 86490 2. Information 1. <=Good 1. Yes 4.494155 89.49248
## 302168 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 158551 1. Industrial 2. >=Very Good 2. No 4.697805 109.70605
## 233702 2. Information 2. >=Very Good 1. Yes 4.763428 117.14682
## 378925 2. Information 1. <=Good 1. Yes 4.301030 73.77574
## 160680 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 158298 1. Industrial 1. <=Good 2. No 4.392697 80.85820
## 450290 1. Industrial 1. <=Good 1. Yes 4.681241 107.90392
## 305059 1. Industrial 1. <=Good 1. Yes 4.342423 76.89360
## 301937 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 160924 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 12963 1. Industrial 2. >=Very Good 1. Yes 4.431364 84.04596
## 10344 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 8757 1. Industrial 2. >=Very Good 1. Yes 4.619093 101.40205
## 82071 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 155631 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 9139 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 10933 1. Industrial 1. <=Good 1. Yes 4.853589 128.19964
## 449746 2. Information 2. >=Very Good 1. Yes 4.916454 136.51766
## 379247 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 13497 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 14109 1. Industrial 1. <=Good 1. Yes 4.518514 91.69923
## 234415 2. Information 2. >=Very Good 1. Yes 4.361728 78.39247
## 234376 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 155250 1. Industrial 2. >=Very Good 1. Yes 4.913814 136.15771
## 85134 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 381020 1. Industrial 2. >=Very Good 1. Yes 4.334454 76.28328
## 159971 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 9591 1. Industrial 2. >=Very Good 2. No 4.474930 87.78844
## 83666 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 301931 2. Information 2. >=Very Good 2. No 5.037426 154.07300
## 307750 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 453302 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 307225 2. Information 2. >=Very Good 2. No 5.103804 164.64699
## 230293 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 154660 2. Information 2. >=Very Good 2. No 3.806180 44.97829
## 156739 1. Industrial 2. >=Very Good 1. Yes 4.670246 106.72398
## 8789 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 375928 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 447995 1. Industrial 2. >=Very Good 1. Yes 4.322219 75.35568
## 447215 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 448598 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 229234 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 447888 2. Information 2. >=Very Good 2. No 4.380211 79.85490
## 82715 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 82946 1. Industrial 2. >=Very Good 1. Yes 4.322219 75.35568
## 80449 2. Information 2. >=Very Good 1. Yes 4.606037 100.08674
## 86044 2. Information 1. <=Good 1. Yes 4.633468 102.87025
## 157202 2. Information 2. >=Very Good 1. Yes 4.776701 118.71209
## 450096 2. Information 2. >=Very Good 1. Yes 4.763428 117.14682
## 448535 2. Information 2. >=Very Good 2. No 4.816241 123.50002
## 450450 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 451844 1. Industrial 1. <=Good 2. No 4.342423 76.89360
## 451460 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 11973 2. Information 2. >=Very Good 1. Yes 4.662758 105.92781
## 452739 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 230033 2. Information 2. >=Very Good 2. No 5.008600 149.69504
## 377968 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 447810 1. Industrial 1. <=Good 2. No 4.653232 104.92353
## 9620 1. Industrial 2. >=Very Good 2. No 4.113943 61.18753
## 83273 2. Information 2. >=Very Good 1. Yes 4.662758 105.92781
## 381222 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 301976 2. Information 2. >=Very Good 1. Yes 4.260071 70.81504
## 381289 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 307040 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 450227 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 302539 1. Industrial 2. >=Very Good 2. No 4.322219 75.35568
## 86544 2. Information 1. <=Good 1. Yes 4.544068 94.07271
## 86015 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 84882 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 301497 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 378528 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 7539 1. Industrial 2. >=Very Good 2. No 4.462398 86.69515
## 14035 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 379720 2. Information 2. >=Very Good 1. Yes 4.612784 100.76427
## 87842 1. Industrial 1. <=Good 1. Yes 4.740363 114.47571
## 12496 1. Industrial 1. <=Good 2. No 4.207365 67.17929
## 453550 1. Industrial 1. <=Good 1. Yes 4.380211 79.85490
## 12905 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 307423 2. Information 2. >=Very Good 2. No 4.059942 57.97094
## 302880 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 229722 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 13420 1. Industrial 2. >=Very Good 2. No 4.494155 89.49248
## 305048 1. Industrial 2. >=Very Good 1. Yes 5.022597 151.80510
## 81872 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 11889 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 301313 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 448972 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 304644 1. Industrial 1. <=Good 1. Yes 4.857332 128.68049
## 380216 1. Industrial 2. >=Very Good 2. No 5.041393 154.68529
## 154881 1. Industrial 2. >=Very Good 2. No 4.875061 130.98218
## 85010 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 303653 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 374554 2. Information 2. >=Very Good 1. Yes 4.702051 110.17293
## 7830 1. Industrial 2. >=Very Good 1. Yes 5.025306 152.21681
## 14307 1. Industrial 2. >=Very Good 2. No 4.255273 70.47602
## 83763 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 161310 1. Industrial 2. >=Very Good 2. No 4.623249 101.82435
## 450610 1. Industrial 2. >=Very Good 2. No 4.447158 85.38394
## 8736 2. Information 1. <=Good 1. Yes 4.623249 101.82435
## 379881 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 161031 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 156574 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 380839 1. Industrial 2. >=Very Good 1. Yes 4.931671 138.61099
## 380501 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 449794 2. Information 1. <=Good 1. Yes 5.021189 151.59148
## 81288 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 231420 2. Information 2. >=Very Good 1. Yes 4.643453 103.90247
## 10519 1. Industrial 1. <=Good 1. Yes 4.857332 128.68049
## 381177 1. Industrial 1. <=Good 2. No 4.690196 108.87453
## 229249 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 453598 1. Industrial 2. >=Very Good 2. No 4.556303 95.23071
## 82185 2. Information 2. >=Very Good 1. Yes 4.591065 98.59934
## 453746 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 448132 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 86463 2. Information 1. <=Good 1. Yes 4.550228 94.65402
## 84715 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 155547 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 83136 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 8414 1. Industrial 2. >=Very Good 2. No 4.549616 94.59610
## 304459 2. Information 2. >=Very Good 2. No 4.845098 127.11574
## 378108 1. Industrial 1. <=Good 2. No 3.380211 29.37698
## 155401 2. Information 2. >=Very Good 1. Yes 4.863323 129.45364
## 228504 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 376032 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 305001 1. Industrial 1. <=Good 1. Yes 4.505150 90.48191
## 10568 1. Industrial 2. >=Very Good 1. Yes 4.260071 70.81504
## 158869 2. Information 2. >=Very Good 2. No 4.556303 95.23071
## 82571 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 233856 2. Information 2. >=Very Good 1. Yes 5.204120 182.02062
## 85706 2. Information 2. >=Very Good 2. No 5.079181 160.64248
## 87534 1. Industrial 2. >=Very Good 1. Yes 4.255273 70.47602
## 158028 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 376894 1. Industrial 2. >=Very Good 1. Yes 4.662758 105.92781
## 450739 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 453840 2. Information 1. <=Good 1. Yes 4.579555 97.47101
## 85005 2. Information 1. <=Good 1. Yes 4.716003 111.72085
## 12029 2. Information 2. >=Very Good 1. Yes 5.148757 172.21727
## 233756 2. Information 2. >=Very Good 1. Yes 4.863323 129.45364
## 228877 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 233966 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 376565 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 375596 1. Industrial 1. <=Good 2. No 4.544068 94.07271
## 7603 1. Industrial 2. >=Very Good 1. Yes 4.574031 96.93409
## 376986 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 448055 1. Industrial 2. >=Very Good 2. No 3.477121 32.36641
## 81116 1. Industrial 1. <=Good 1. Yes 4.436163 84.45025
## 228861 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 87034 2. Information 2. >=Very Good 2. No 4.439333 84.71839
## 305311 1. Industrial 1. <=Good 1. Yes 5.122216 167.70658
## 378766 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 13578 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 302454 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 160354 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 452525 1. Industrial 2. >=Very Good 2. No 4.740363 114.47571
## 83954 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 302858 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 11897 1. Industrial 1. <=Good 1. Yes 5.025306 152.21681
## 305534 2. Information 2. >=Very Good 1. Yes 4.826075 124.72045
## 448547 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 154312 1. Industrial 2. >=Very Good 2. No 4.491362 89.24288
## 13095 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 155937 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 233677 2. Information 1. <=Good 1. Yes 5.033424 153.45752
## 82261 2. Information 1. <=Good 2. No 3.845098 46.76327
## 450761 1. Industrial 1. <=Good 1. Yes 4.863323 129.45364
## 11935 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 449193 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 13380 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 13510 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 303955 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 82964 2. Information 1. <=Good 2. No 4.707570 110.78265
## 155032 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 81944 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 228060 2. Information 2. >=Very Good 1. Yes 4.414973 82.67964
## 228305 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 8471 2. Information 1. <=Good 1. Yes 5.000000 148.41316
## 375955 1. Industrial 2. >=Very Good 2. No 4.556303 95.23071
## 378357 1. Industrial 2. >=Very Good 2. No 5.096910 163.51586
## 228453 2. Information 2. >=Very Good 1. Yes 5.633009 279.50178
## 375260 2. Information 2. >=Very Good 2. No 4.740363 114.47571
## 84747 1. Industrial 2. >=Very Good 2. No 4.633468 102.87025
## 9001 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 13523 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 377490 2. Information 2. >=Very Good 1. Yes 4.255273 70.47602
## 85233 1. Industrial 2. >=Very Good 2. No 4.623249 101.82435
## 8658 2. Information 2. >=Very Good 1. Yes 5.626186 277.60142
## 302756 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 228793 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 85808 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 229152 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 449705 2. Information 2. >=Very Good 1. Yes 5.146128 171.76513
## 85799 2. Information 2. >=Very Good 1. Yes 4.318063 75.04315
## 155865 1. Industrial 2. >=Very Good 1. Yes 4.278754 72.15046
## 85689 1. Industrial 2. >=Very Good 1. Yes 3.544068 34.60742
## 450894 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 378221 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 230406 2. Information 2. >=Very Good 2. No 4.944483 140.39820
## 376602 2. Information 2. >=Very Good 2. No 3.301030 27.14058
## 156489 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 7568 1. Industrial 2. >=Very Good 2. No 4.740363 114.47571
## 453257 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 376581 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 379989 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 234332 2. Information 1. <=Good 2. No 4.462398 86.69515
## 11046 1. Industrial 2. >=Very Good 2. No 4.146128 63.18886
## 303385 1. Industrial 1. <=Good 2. No 4.744293 114.92652
## 450697 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 156124 1. Industrial 1. <=Good 1. Yes 4.623249 101.82435
## 161043 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 449651 2. Information 2. >=Very Good 1. Yes 4.636488 103.18133
## 233230 1. Industrial 2. >=Very Good 1. Yes 4.732394 113.56709
## 231523 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 154395 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 304408 2. Information 1. <=Good 1. Yes 4.660524 105.69145
## 380248 2. Information 2. >=Very Good 1. Yes 4.857332 128.68049
## 83466 1. Industrial 2. >=Very Good 2. No 3.946452 51.75144
## 13091 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 84078 1. Industrial 2. >=Very Good 1. Yes 5.064458 158.29462
## 14266 1. Industrial 1. <=Good 1. Yes 3.991226 54.12121
## 82469 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 450648 1. Industrial 1. <=Good 2. No 4.272306 71.68674
## 230082 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 302568 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 452618 1. Industrial 2. >=Very Good 1. Yes 4.851258 127.90123
## 449703 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 228508 2. Information 1. <=Good 2. No 4.494155 89.49248
## 453301 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 8172 2. Information 1. <=Good 1. Yes 4.924279 137.59014
## 380101 1. Industrial 2. >=Very Good 2. No 5.176091 176.98965
## 306319 1. Industrial 1. <=Good 1. Yes 4.579784 97.49329
## 10780 1. Industrial 2. >=Very Good 1. Yes 4.612784 100.76427
## 8168 2. Information 1. <=Good 2. No 4.397940 81.28325
## 234147 1. Industrial 1. <=Good 2. No 4.041393 56.90554
## 379279 1. Industrial 2. >=Very Good 2. No 4.662758 105.92781
## 13027 1. Industrial 1. <=Good 1. Yes 4.929419 138.29913
## 159780 2. Information 2. >=Very Good 1. Yes 4.690196 108.87453
## 153749 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 87231 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 381130 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 83569 2. Information 2. >=Very Good 1. Yes 4.322219 75.35568
## 82380 2. Information 2. >=Very Good 1. Yes 4.311754 74.57116
## 87411 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 80378 1. Industrial 1. <=Good 2. No 4.556303 95.23071
## 306390 1. Industrial 1. <=Good 1. Yes 4.977724 145.14360
## 233582 2. Information 2. >=Very Good 1. Yes 4.944483 140.39820
## 230156 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 80860 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 157459 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 228496 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 453835 1. Industrial 1. <=Good 2. No 4.164353 64.35102
## 376688 1. Industrial 1. <=Good 1. Yes 4.892095 133.23235
## 84683 1. Industrial 2. >=Very Good 2. No 4.079181 59.09706
## 380971 1. Industrial 1. <=Good 1. Yes 4.653213 104.92151
## 448578 1. Industrial 1. <=Good 2. No 4.096910 60.15412
## 376787 1. Industrial 1. <=Good 2. No 3.431525 30.92375
## 231118 2. Information 2. >=Very Good 2. No 4.698970 109.83399
## 7373 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 156889 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 80853 2. Information 1. <=Good 2. No 4.176091 65.11085
## 379750 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 377519 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 11199 2. Information 2. >=Very Good 1. Yes 5.243038 189.24416
## 306981 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 232149 2. Information 2. >=Very Good 1. Yes 4.711200 111.18546
## 13294 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 229612 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 12617 1. Industrial 2. >=Very Good 1. Yes 5.230449 186.87668
## 451199 2. Information 2. >=Very Good 2. No 5.041393 154.68529
## 7609 1. Industrial 2. >=Very Good 1. Yes 4.826075 124.72045
## 231686 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 234389 2. Information 2. >=Very Good 2. No 4.601082 99.59199
## 229901 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 153622 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 86931 1. Industrial 2. >=Very Good 2. No 4.977724 145.14360
## 9860 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 82359 1. Industrial 2. >=Very Good 1. Yes 5.546741 256.40065
## 83774 1. Industrial 2. >=Very Good 1. Yes 4.732394 113.56709
## 379289 1. Industrial 2. >=Very Good 1. Yes 4.770852 118.01975
## 451529 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 157319 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 10740 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 83212 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 234447 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 448296 2. Information 1. <=Good 2. No 4.929419 138.29913
## 229238 2. Information 1. <=Good 1. Yes 4.676876 107.43397
## 156703 1. Industrial 2. >=Very Good 1. Yes 4.662758 105.92781
## 303382 1. Industrial 2. >=Very Good 1. Yes 4.799341 121.43031
## 83663 2. Information 2. >=Very Good 1. Yes 4.447158 85.38394
## 13264 1. Industrial 2. >=Very Good 1. Yes 4.518514 91.69923
## 228067 2. Information 2. >=Very Good 2. No 4.505150 90.48191
## 379994 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 374633 2. Information 2. >=Very Good 1. Yes 4.991226 147.11669
## 380994 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 452521 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 301537 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 452259 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 380756 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 156099 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 379666 2. Information 1. <=Good 1. Yes 4.716003 111.72085
## 13066 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 233531 2. Information 1. <=Good 1. Yes 4.812913 123.08970
## 159976 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 155361 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 301559 1. Industrial 1. <=Good 2. No 4.632457 102.76628
## 159911 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 378511 2. Information 1. <=Good 1. Yes 4.954243 141.77517
## 303173 2. Information 2. >=Very Good 1. Yes 4.672098 106.92181
## 155313 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 231958 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 375616 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 307319 1. Industrial 2. >=Very Good 1. Yes 5.301030 200.54326
## 12456 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 448765 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 301777 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 11762 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 379995 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 302475 2. Information 2. >=Very Good 2. No 5.079181 160.64248
## 303761 2. Information 1. <=Good 1. Yes 4.832509 125.52550
## 7976 1. Industrial 2. >=Very Good 1. Yes 4.892095 133.23235
## 157964 1. Industrial 2. >=Very Good 2. No 4.318063 75.04315
## 9336 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 379954 1. Industrial 1. <=Good 1. Yes 4.146128 63.18886
## 230714 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 83126 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 82701 2. Information 1. <=Good 2. No 4.361728 78.39247
## 452203 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 154263 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 230644 1. Industrial 2. >=Very Good 1. Yes 4.361728 78.39247
## 304966 2. Information 1. <=Good 2. No 4.397940 81.28325
## 156987 2. Information 2. >=Very Good 2. No 4.260071 70.81504
## 88084 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 160389 2. Information 1. <=Good 1. Yes 4.872156 130.60223
## 81881 2. Information 2. >=Very Good 2. No 5.301030 200.54326
## 83677 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 80890 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 306629 2. Information 1. <=Good 2. No 4.565848 96.14407
## 12188 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 301793 1. Industrial 1. <=Good 2. No 4.130977 62.23868
## 447716 2. Information 2. >=Very Good 2. No 4.924279 137.59014
## 10043 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 156286 1. Industrial 1. <=Good 1. Yes 5.049218 155.90051
## 376933 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 160815 1. Industrial 2. >=Very Good 1. Yes 4.812913 123.08970
## 84588 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 156257 1. Industrial 2. >=Very Good 1. Yes 4.146128 63.18886
## 306463 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 304367 2. Information 2. >=Very Good 1. Yes 5.204120 182.02062
## 156055 2. Information 2. >=Very Good 1. Yes 4.755875 116.26532
## 84965 1. Industrial 1. <=Good 2. No 4.544068 94.07271
## 86137 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 7434 2. Information 1. <=Good 2. No 3.000000 20.08554
## 13145 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 376834 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 80861 1. Industrial 1. <=Good 2. No 4.397940 81.28325
## 307009 2. Information 1. <=Good 2. No 4.255273 70.47602
## 9407 2. Information 2. >=Very Good 1. Yes 4.531479 92.89584
## 448011 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 301160 1. Industrial 2. >=Very Good 2. No 4.494155 89.49248
## 87472 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 86258 2. Information 1. <=Good 1. Yes 4.301030 73.77574
## 86622 2. Information 2. >=Very Good 1. Yes 4.193125 66.22941
## 234539 2. Information 2. >=Very Good 1. Yes 4.763428 117.14682
## 233141 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 160720 2. Information 2. >=Very Good 2. No 4.755875 116.26532
## 380833 2. Information 2. >=Very Good 1. Yes 4.838849 126.32388
## 447332 2. Information 1. <=Good 2. No 4.415724 82.74175
## 13074 1. Industrial 2. >=Very Good 1. Yes 4.724276 112.64890
## 377769 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 159957 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 14047 2. Information 2. >=Very Good 2. No 3.989539 54.02997
## 229085 2. Information 2. >=Very Good 2. No 4.763428 117.14682
## 156367 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 86170 2. Information 1. <=Good 1. Yes 4.851258 127.90123
## 231625 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 376206 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 374441 1. Industrial 2. >=Very Good 1. Yes 4.230449 68.74809
## 229681 2. Information 1. <=Good 1. Yes 4.556303 95.23071
## 84975 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 80338 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 158704 1. Industrial 2. >=Very Good 2. No 4.230449 68.74809
## 86260 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 377704 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 450907 1. Industrial 2. >=Very Good 1. Yes 5.015259 150.69518
## 8898 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 86506 1. Industrial 2. >=Very Good 2. No 4.322219 75.35568
## 81695 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 452011 1. Industrial 2. >=Very Good 1. Yes 5.170103 175.93300
## 233422 2. Information 2. >=Very Good 1. Yes 5.290035 198.35029
## 232655 1. Industrial 1. <=Good 1. Yes 4.544068 94.07271
## 161451 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 450319 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 305903 1. Industrial 1. <=Good 2. No 4.336460 76.43645
## 12064 1. Industrial 1. <=Good 2. No 4.544068 94.07271
## 448531 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 450203 1. Industrial 1. <=Good 1. Yes 4.707570 110.78265
## 302905 2. Information 1. <=Good 1. Yes 4.531479 92.89584
## 377539 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 306049 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 234286 2. Information 2. >=Very Good 1. Yes 4.322219 75.35568
## 82123 1. Industrial 1. <=Good 2. No 4.278754 72.15046
## 13073 1. Industrial 2. >=Very Good 2. No 3.447158 31.41100
## 12975 1. Industrial 2. >=Very Good 1. Yes 4.531479 92.89584
## 9152 2. Information 1. <=Good 1. Yes 4.643453 103.90247
## 85858 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 449352 2. Information 2. >=Very Good 1. Yes 5.197281 180.77995
## 156000 2. Information 2. >=Very Good 2. No 4.698970 109.83399
## 374878 1. Industrial 2. >=Very Good 1. Yes 3.602060 36.67370
## 374341 2. Information 1. <=Good 2. No 4.301030 73.77574
## 453736 2. Information 2. >=Very Good 1. Yes 4.591065 98.59934
## 83544 1. Industrial 1. <=Good 2. No 4.051153 57.46365
## 374646 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 14363 2. Information 1. <=Good 1. Yes 4.414973 82.67964
## 380303 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 11668 2. Information 2. >=Very Good 1. Yes 5.426970 227.45893
## 156595 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 303371 2. Information 1. <=Good 1. Yes 4.755875 116.26532
## 12558 1. Industrial 1. <=Good 1. Yes 4.954243 141.77517
## 154495 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 232910 1. Industrial 2. >=Very Good 2. No 4.511883 91.09322
## 448457 1. Industrial 2. >=Very Good 2. No 4.740363 114.47571
## 156591 1. Industrial 2. >=Very Good 1. Yes 5.079181 160.64248
## 374845 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 154639 1. Industrial 1. <=Good 1. Yes 4.531479 92.89584
## 376657 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 453155 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 302655 1. Industrial 2. >=Very Good 2. No 4.602060 99.68946
## 234441 2. Information 1. <=Good 1. Yes 4.826075 124.72045
## 10756 2. Information 1. <=Good 2. No 4.612784 100.76427
## 157788 2. Information 1. <=Good 1. Yes 5.134623 169.80034
## 159478 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 82408 1. Industrial 2. >=Very Good 1. Yes 4.919078 136.87637
## 231687 2. Information 2. >=Very Good 1. Yes 5.626900 277.79948
## 451735 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 14361 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 447846 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 87736 1. Industrial 2. >=Very Good 1. Yes 4.113943 61.18753
## 159033 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 452456 1. Industrial 2. >=Very Good 1. Yes 4.892095 133.23235
## 229915 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 85977 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 158370 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 306799 2. Information 1. <=Good 1. Yes 4.574031 96.93409
## 86857 2. Information 2. >=Very Good 1. Yes 5.041393 154.68529
## 154144 2. Information 1. <=Good 2. No 4.477121 87.98103
## 155861 1. Industrial 2. >=Very Good 1. Yes 4.633468 102.87025
## 302734 2. Information 2. >=Very Good 1. Yes 5.641006 281.74597
## 87460 1. Industrial 2. >=Very Good 2. No 4.672098 106.92181
## 301952 2. Information 2. >=Very Good 1. Yes 5.000009 148.41445
## 452190 1. Industrial 2. >=Very Good 2. No 4.716003 111.72085
## 302487 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 375314 2. Information 2. >=Very Good 1. Yes 4.690196 108.87453
## 80513 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 8245 2. Information 2. >=Very Good 1. Yes 4.456366 86.17379
## 450802 2. Information 1. <=Good 1. Yes 4.633468 102.87025
## 380599 2. Information 2. >=Very Good 2. No 4.334454 76.28328
## 8760 2. Information 2. >=Very Good 1. Yes 4.826075 124.72045
## 228870 1. Industrial 1. <=Good 2. No 4.204120 66.96164
## 86333 2. Information 2. >=Very Good 2. No 4.000000 54.59815
## 82672 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 303408 2. Information 2. >=Very Good 1. Yes 4.518540 91.70164
## 379215 1. Industrial 2. >=Very Good 2. No 4.361142 78.34656
## 153433 1. Industrial 2. >=Very Good 1. Yes 4.716003 111.72085
## 452035 2. Information 2. >=Very Good 1. Yes 5.021189 151.59148
## 12738 2. Information 1. <=Good 1. Yes 4.792392 120.58944
## 10025 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 302428 1. Industrial 2. >=Very Good 1. Yes 4.406540 81.98532
## 230517 1. Industrial 1. <=Good 1. Yes 4.924279 137.59014
## 451939 1. Industrial 1. <=Good 1. Yes 3.698970 40.40567
## 83710 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 11155 1. Industrial 1. <=Good 1. Yes 5.041393 154.68529
## 10801 2. Information 2. >=Very Good 1. Yes 4.965117 143.32532
## 377849 1. Industrial 2. >=Very Good 1. Yes 4.361728 78.39247
## 155762 1. Industrial 2. >=Very Good 2. No 4.447158 85.38394
## 380873 2. Information 2. >=Very Good 1. Yes 5.071882 159.47418
## 11350 1. Industrial 2. >=Very Good 2. No 4.193125 66.22941
## 449916 1. Industrial 2. >=Very Good 2. No 4.716003 111.72085
## 11955 1. Industrial 1. <=Good 1. Yes 4.507856 90.72708
## 452076 1. Industrial 1. <=Good 1. Yes 4.857332 128.68049
## 158386 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 8307 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 452919 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 304571 2. Information 1. <=Good 1. Yes 4.544068 94.07271
## 84662 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 157527 2. Information 1. <=Good 1. Yes 5.204120 182.02062
## 155753 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 85476 1. Industrial 1. <=Good 1. Yes 4.531479 92.89584
## 86888 1. Industrial 2. >=Very Good 1. Yes 4.278754 72.15046
## 11885 2. Information 2. >=Very Good 1. Yes 4.806180 122.26367
## 379300 1. Industrial 2. >=Very Good 2. No 4.278754 72.15046
## 84104 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 451062 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 379529 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 155117 1. Industrial 2. >=Very Good 1. Yes 4.556303 95.23071
## 234168 2. Information 1. <=Good 2. No 4.954243 141.77517
## 228808 2. Information 1. <=Good 1. Yes 4.623249 101.82435
## 85191 2. Information 2. >=Very Good 1. Yes 4.880814 131.73780
## 159708 1. Industrial 1. <=Good 2. No 4.194570 66.32519
## 155806 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 378375 2. Information 1. <=Good 1. Yes 5.096910 163.51586
## 155162 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 230689 1. Industrial 1. <=Good 2. No 4.812913 123.08970
## 158165 1. Industrial 2. >=Very Good 2. No 3.693727 40.19437
## 448727 2. Information 2. >=Very Good 2. No 4.255803 70.51342
## 154715 2. Information 1. <=Good 2. No 4.301030 73.77574
## 449784 2. Information 2. >=Very Good 2. No 4.613926 100.87946
## 82382 2. Information 2. >=Very Good 1. Yes 4.431364 84.04596
## 159218 2. Information 2. >=Very Good 2. No 4.447158 85.38394
## 81077 1. Industrial 2. >=Very Good 1. Yes 4.954243 141.77517
## 303201 2. Information 1. <=Good 1. Yes 4.511883 91.09322
## 375099 1. Industrial 1. <=Good 1. Yes 4.740363 114.47571
## 452764 1. Industrial 2. >=Very Good 1. Yes 5.590618 267.90109
## 84935 2. Information 1. <=Good 1. Yes 5.079181 160.64248
## 302956 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 231714 2. Information 2. >=Very Good 1. Yes 4.939325 139.67587
## 377432 1. Industrial 2. >=Very Good 1. Yes 4.829304 125.12382
## 450157 1. Industrial 2. >=Very Good 2. No 4.732394 113.56709
## 155744 1. Industrial 2. >=Very Good 2. No 5.204120 182.02062
## 12978 1. Industrial 2. >=Very Good 1. Yes 4.633468 102.87025
## 228951 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 156037 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 302728 2. Information 2. >=Very Good 1. Yes 4.959041 142.45717
## 233642 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 228903 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 449895 2. Information 1. <=Good 1. Yes 4.633468 102.87025
## 451041 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 376582 1. Industrial 2. >=Very Good 2. No 4.113943 61.18753
## 160144 1. Industrial 1. <=Good 2. No 4.397975 81.28608
## 379821 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 161269 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 87217 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 160293 1. Industrial 2. >=Very Good 1. Yes 4.973128 144.47809
## 86674 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 87761 2. Information 2. >=Very Good 2. No 4.544068 94.07271
## 303104 2. Information 2. >=Very Good 1. Yes 4.301030 73.77574
## 229277 2. Information 2. >=Very Good 1. Yes 5.278754 196.12527
## 452824 1. Industrial 2. >=Very Good 1. Yes 5.130334 169.07354
## 232086 1. Industrial 2. >=Very Good 1. Yes 4.243038 69.61904
## 233767 2. Information 2. >=Very Good 2. No 4.826075 124.72045
## 12838 2. Information 2. >=Very Good 1. Yes 4.749427 115.51809
## 159042 1. Industrial 2. >=Very Good 1. Yes 4.491362 89.24288
## 375741 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 85607 1. Industrial 2. >=Very Good 1. Yes 5.139879 170.69513
## 86744 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 11797 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 452631 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 374872 1. Industrial 2. >=Very Good 2. No 4.857332 128.68049
## 448646 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 379131 1. Industrial 1. <=Good 2. No 4.857332 128.68049
## 231134 1. Industrial 1. <=Good 1. Yes 4.944483 140.39820
## 9431 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 379883 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 376403 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 376258 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 14511 1. Industrial 1. <=Good 2. No 4.278754 72.15046
## 449447 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 231149 1. Industrial 2. >=Very Good 1. Yes 5.626900 277.79948
## 13208 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 376577 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 9330 1. Industrial 1. <=Good 1. Yes 4.359456 78.21458
## 380510 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 234379 2. Information 2. >=Very Good 1. Yes 4.763428 117.14682
## 449359 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 449768 1. Industrial 2. >=Very Good 1. Yes 5.113943 166.32494
## 304596 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 83073 2. Information 2. >=Very Good 1. Yes 4.431364 84.04596
## 80331 2. Information 1. <=Good 1. Yes 4.740363 114.47571
## 307248 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 87597 1. Industrial 2. >=Very Good 1. Yes 4.745855 115.10620
## 161439 1. Industrial 2. >=Very Good 1. Yes 3.970812 53.02755
## 234656 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 153663 2. Information 2. >=Very Good 2. No 4.380211 79.85490
## 11542 1. Industrial 2. >=Very Good 2. No 4.033424 56.45386
## 81869 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 156792 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 376283 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 452245 2. Information 2. >=Very Good 1. Yes 4.991226 147.11669
## 231515 1. Industrial 1. <=Good 2. No 4.698970 109.83399
## 306859 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 82001 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 375236 2. Information 2. >=Very Good 2. No 4.690196 108.87453
## 86010 1. Industrial 1. <=Good 1. Yes 4.653213 104.92151
## 230943 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 228764 1. Industrial 2. >=Very Good 2. No 3.301030 27.14058
## 156896 2. Information 2. >=Very Good 1. Yes 4.255273 70.47602
## 453724 1. Industrial 2. >=Very Good 1. Yes 5.117271 166.87938
## 379194 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 452457 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 232552 2. Information 1. <=Good 1. Yes 4.643453 103.90247
## 450777 1. Industrial 2. >=Very Good 2. No 3.544068 34.60742
## 158588 2. Information 1. <=Good 1. Yes 4.605305 100.01349
## 377411 1. Industrial 2. >=Very Good 2. No 4.172369 64.86897
## 302723 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 153400 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 86089 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 160883 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 379090 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 302129 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 86755 1. Industrial 1. <=Good 1. Yes 4.963788 143.13494
## 377441 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 87396 1. Industrial 2. >=Very Good 2. No 4.602060 99.68946
## 307386 2. Information 2. >=Very Good 1. Yes 4.544068 94.07271
## 84169 2. Information 1. <=Good 1. Yes 4.322219 75.35568
## 449775 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 228357 1. Industrial 2. >=Very Good 1. Yes 5.113943 166.32494
## 449987 2. Information 2. >=Very Good 2. No 4.892095 133.23235
## 303856 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 304921 1. Industrial 1. <=Good 1. Yes 4.494155 89.49248
## 374988 2. Information 2. >=Very Good 2. No 4.431364 84.04596
## 229150 2. Information 2. >=Very Good 1. Yes 5.130334 169.07354
## 84663 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 379349 1. Industrial 2. >=Very Good 1. Yes 4.970997 144.17061
## 157534 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 305469 2. Information 1. <=Good 1. Yes 4.255273 70.47602
## 231089 2. Information 1. <=Good 2. No 4.301030 73.77574
## 82956 1. Industrial 1. <=Good 2. No 4.544068 94.07271
## 379819 1. Industrial 2. >=Very Good 2. No 4.421143 83.19132
## 449534 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 448935 1. Industrial 2. >=Very Good 2. No 4.462398 86.69515
## 375717 1. Industrial 1. <=Good 2. No 4.255273 70.47602
## 304731 2. Information 2. >=Very Good 2. No 4.875061 130.98218
## 10772 2. Information 2. >=Very Good 1. Yes 4.914888 136.30400
## 14158 1. Industrial 2. >=Very Good 1. Yes 4.736397 114.02258
## 85775 2. Information 1. <=Good 1. Yes 4.664642 106.12758
## 161082 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 377328 1. Industrial 2. >=Very Good 2. No 4.755875 116.26532
## 155957 2. Information 2. >=Very Good 1. Yes 4.963788 143.13494
## 154985 1. Industrial 1. <=Good 1. Yes 4.000000 54.59815
## 87716 1. Industrial 2. >=Very Good 2. No 3.875061 48.18565
## 374629 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 232517 2. Information 2. >=Very Good 2. No 4.767156 117.58434
## 84219 2. Information 2. >=Very Good 1. Yes 5.606885 272.29478
## 380749 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 453653 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 81828 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 377546 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 451614 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 160598 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 7816 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 157421 1. Industrial 2. >=Very Good 2. No 3.949390 51.90370
## 9691 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 304770 2. Information 2. >=Very Good 2. No 4.903090 134.70538
## 81122 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 233881 2. Information 1. <=Good 1. Yes 4.556303 95.23071
## 377413 2. Information 2. >=Very Good 1. Yes 4.342423 76.89360
## 303918 2. Information 2. >=Very Good 1. Yes 4.755875 116.26532
## 229437 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 447724 1. Industrial 2. >=Very Good 1. Yes 4.879933 131.62180
## 85017 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 9109 2. Information 2. >=Very Good 1. Yes 4.230449 68.74809
## 84346 1. Industrial 1. <=Good 1. Yes 4.832509 125.52550
## 301863 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 452767 1. Industrial 2. >=Very Good 1. Yes 4.944483 140.39820
## 380912 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 450623 1. Industrial 1. <=Good 2. No 4.060698 58.01478
## 7899 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 13782 1. Industrial 2. >=Very Good 2. No 4.447158 85.38394
## 452871 1. Industrial 1. <=Good 1. Yes 4.880814 131.73780
## 13456 2. Information 2. >=Very Good 2. No 4.397940 81.28325
## 306022 1. Industrial 1. <=Good 1. Yes 4.462398 86.69515
## 232102 2. Information 1. <=Good 1. Yes 5.060698 157.70053
## 375105 1. Industrial 2. >=Very Good 2. No 4.176149 65.11462
## 81175 1. Industrial 2. >=Very Good 2. No 4.505150 90.48191
## 375985 1. Industrial 2. >=Very Good 2. No 3.845098 46.76327
## 233063 1. Industrial 1. <=Good 1. Yes 4.447158 85.38394
## 85647 1. Industrial 1. <=Good 1. Yes 4.939519 139.70307
## 11736 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 153843 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 10673 2. Information 2. >=Very Good 2. No 4.778151 118.88436
## 84898 2. Information 1. <=Good 2. No 4.264818 71.15196
## 375389 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 374477 1. Industrial 1. <=Good 2. No 4.176091 65.11085
## 160912 2. Information 2. >=Very Good 1. Yes 4.832509 125.52550
## 13605 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 305951 1. Industrial 1. <=Good 1. Yes 4.260071 70.81504
## 84566 2. Information 2. >=Very Good 1. Yes 4.724276 112.64890
## 160765 1. Industrial 2. >=Very Good 1. Yes 4.462398 86.69515
## 449036 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 13295 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 7863 2. Information 1. <=Good 1. Yes 4.763428 117.14682
## 87877 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 86166 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 160895 2. Information 1. <=Good 1. Yes 4.230449 68.74809
## 450033 2. Information 1. <=Good 2. No 5.590618 267.90109
## 156104 2. Information 1. <=Good 1. Yes 4.602060 99.68946
## 160718 1. Industrial 2. >=Very Good 1. Yes 4.528917 92.65813
## 81086 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 87767 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 13125 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 231653 1. Industrial 1. <=Good 2. No 4.318063 75.04315
## 85304 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 375038 2. Information 2. >=Very Good 1. Yes 5.623217 276.77841
## 9595 2. Information 2. >=Very Good 1. Yes 5.626186 277.60142
## 87553 1. Industrial 1. <=Good 1. Yes 4.389166 80.57320
## 81392 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 451374 1. Industrial 2. >=Very Good 1. Yes 5.113943 166.32494
## 158047 2. Information 2. >=Very Good 1. Yes 4.447158 85.38394
## 81515 1. Industrial 1. <=Good 1. Yes 3.778151 43.73511
## 153519 2. Information 2. >=Very Good 2. No 4.623249 101.82435
## 380550 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 304366 2. Information 2. >=Very Good 2. No 4.799341 121.43031
## 304377 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 9064 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 378073 1. Industrial 1. <=Good 1. Yes 4.845098 127.11574
## 158940 2. Information 2. >=Very Good 1. Yes 4.747412 115.28552
## 380022 1. Industrial 1. <=Good 2. No 4.591087 98.60154
## 227841 2. Information 2. >=Very Good 1. Yes 4.973128 144.47809
## 12002 1. Industrial 1. <=Good 1. Yes 4.913814 136.15771
## 304602 2. Information 2. >=Very Good 2. No 4.612784 100.76427
## 450489 1. Industrial 1. <=Good 1. Yes 4.342423 76.89360
## 158881 1. Industrial 1. <=Good 1. Yes 4.505150 90.48191
## 154684 1. Industrial 1. <=Good 2. No 4.462398 86.69515
## 9521 1. Industrial 2. >=Very Good 1. Yes 4.819544 123.90857
## 451147 2. Information 1. <=Good 2. No 4.176091 65.11085
## 448799 2. Information 2. >=Very Good 1. Yes 4.880814 131.73780
## 86446 1. Industrial 2. >=Very Good 1. Yes 4.204120 66.96164
## 378317 2. Information 1. <=Good 1. Yes 5.278754 196.12527
## 7499 1. Industrial 1. <=Good 1. Yes 5.113943 166.32494
## 154659 2. Information 2. >=Very Good 2. No 4.176091 65.11085
## 159096 1. Industrial 2. >=Very Good 1. Yes 4.792392 120.58944
## 379777 1. Industrial 2. >=Very Good 2. No 4.623249 101.82435
## 161093 2. Information 2. >=Very Good 2. No 5.000000 148.41316
## 8398 2. Information 2. >=Very Good 1. Yes 5.069231 159.05203
## 86001 2. Information 2. >=Very Good 1. Yes 4.698970 109.83399
## 9947 2. Information 2. >=Very Good 1. Yes 4.942008 140.05120
## 13597 1. Industrial 2. >=Very Good 1. Yes 4.885469 132.35248
## 8402 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 229336 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 9471 2. Information 1. <=Good 1. Yes 4.903090 134.70538
## 307463 1. Industrial 1. <=Good 2. No 4.278754 72.15046
## 303301 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 307758 1. Industrial 1. <=Good 2. No 3.903090 49.55534
## 8704 2. Information 2. >=Very Good 1. Yes 5.004321 149.05590
## 450579 2. Information 2. >=Very Good 1. Yes 4.806180 122.26367
## 377548 1. Industrial 1. <=Good 2. No 4.623249 101.82435
## 379802 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 155828 1. Industrial 1. <=Good 1. Yes 4.653213 104.92151
## 160072 2. Information 1. <=Good 2. No 4.397940 81.28325
## 158458 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 380862 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 229278 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 158416 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 374326 2. Information 2. >=Very Good 1. Yes 4.863323 129.45364
## 84906 2. Information 1. <=Good 2. No 4.903090 134.70538
## 10154 1. Industrial 1. <=Good 2. No 4.380211 79.85490
## 304890 2. Information 2. >=Very Good 2. No 4.221153 68.11199
## 448330 1. Industrial 2. >=Very Good 2. No 3.698970 40.40567
## 302440 2. Information 2. >=Very Good 2. No 4.880814 131.73780
## 8594 1. Industrial 1. <=Good 2. No 4.903090 134.70538
## 160473 1. Industrial 1. <=Good 1. Yes 4.740363 114.47571
## 452589 2. Information 2. >=Very Good 2. No 4.838849 126.32388
## 154916 1. Industrial 1. <=Good 1. Yes 4.759668 116.70715
## 453566 1. Industrial 1. <=Good 1. Yes 4.698970 109.83399
## 453173 1. Industrial 1. <=Good 1. Yes 4.397245 81.22675
## 231286 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 83337 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 8625 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 304249 2. Information 2. >=Very Good 1. Yes 4.681241 107.90392
## 452699 1. Industrial 1. <=Good 2. No 4.698970 109.83399
## 13542 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 233331 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 12638 1. Industrial 2. >=Very Good 2. No 4.278754 72.15046
## 376869 1. Industrial 2. >=Very Good 1. Yes 5.079181 160.64248
## 11100 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 379372 2. Information 2. >=Very Good 1. Yes 4.963788 143.13494
## 376009 2. Information 2. >=Very Good 2. No 4.579784 97.49329
## 304338 2. Information 1. <=Good 1. Yes 4.954243 141.77517
## 304116 1. Industrial 2. >=Very Good 2. No 5.000000 148.41316
## 452574 1. Industrial 2. >=Very Good 1. Yes 4.698970 109.83399
## 230268 2. Information 2. >=Very Good 2. No 4.079181 59.09706
## 159545 2. Information 2. >=Very Good 1. Yes 5.027350 152.52822
## 229535 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 161425 2. Information 1. <=Good 2. No 3.778151 43.73511
## 376778 2. Information 2. >=Very Good 1. Yes 4.568202 96.37065
## 232700 1. Industrial 2. >=Very Good 1. Yes 4.623249 101.82435
## 306371 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 304010 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 154423 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 377710 1. Industrial 2. >=Very Good 2. No 4.491362 89.24288
## 8072 2. Information 1. <=Good 2. No 4.444045 85.11853
## 306740 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 374463 1. Industrial 1. <=Good 1. Yes 4.612784 100.76427
## 155676 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 378483 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 11655 1. Industrial 2. >=Very Good 1. Yes 5.096910 163.51586
## 159926 2. Information 1. <=Good 1. Yes 4.447158 85.38394
## 161488 2. Information 2. >=Very Good 1. Yes 4.322219 75.35568
## 380370 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 154590 1. Industrial 2. >=Very Good 1. Yes 4.528917 92.65813
## 86392 2. Information 2. >=Very Good 2. No 4.924279 137.59014
## 12146 2. Information 2. >=Very Good 1. Yes 4.904174 134.85153
## 301904 1. Industrial 2. >=Very Good 2. No 4.283301 72.47932
## 375850 2. Information 2. >=Very Good 1. Yes 5.184774 178.53305
## 449254 2. Information 2. >=Very Good 1. Yes 4.591065 98.59934
## 378197 2. Information 1. <=Good 2. No 4.748188 115.37504
## 12275 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 447285 1. Industrial 1. <=Good 1. Yes 3.602060 36.67370
## 229216 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 379593 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 10380 2. Information 2. >=Very Good 2. No 4.303196 73.93572
## 378289 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 453516 2. Information 1. <=Good 2. No 4.778151 118.88436
## 8978 2. Information 1. <=Good 1. Yes 4.903090 134.70538
## 87747 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 13594 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 448361 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 82431 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 227968 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 154580 2. Information 1. <=Good 1. Yes 4.414973 82.67964
## 155201 1. Industrial 1. <=Good 1. Yes 4.880814 131.73780
## 228062 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 301131 1. Industrial 1. <=Good 2. No 3.724276 41.44121
## 81508 2. Information 2. >=Very Good 1. Yes 4.763428 117.14682
## 160105 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 10455 1. Industrial 1. <=Good 1. Yes 4.462398 86.69515
## 230783 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 380368 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 8521 1. Industrial 2. >=Very Good 2. No 4.260071 70.81504
## 302231 2. Information 2. >=Very Good 2. No 4.278754 72.15046
## 154400 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 376389 2. Information 1. <=Good 1. Yes 4.845098 127.11574
## 231469 2. Information 1. <=Good 1. Yes 4.301030 73.77574
## 155163 2. Information 2. >=Very Good 2. No 4.939519 139.70307
## 229213 2. Information 2. >=Very Good 2. No 5.079181 160.64248
## 161447 1. Industrial 1. <=Good 2. No 3.176091 23.95294
## 11017 2. Information 1. <=Good 1. Yes 4.748188 115.37504
## 81252 2. Information 1. <=Good 2. No 4.740363 114.47571
## 227917 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 82223 2. Information 2. >=Very Good 1. Yes 4.924279 137.59014
## 450449 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 155027 2. Information 2. >=Very Good 2. No 3.147367 23.27470
## 301716 2. Information 2. >=Very Good 1. Yes 4.505150 90.48191
## 160957 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 307162 2. Information 2. >=Very Good 2. No 4.414973 82.67964
## 153288 1. Industrial 2. >=Very Good 2. No 4.041393 56.90554
## 10549 1. Industrial 2. >=Very Good 2. No 4.857332 128.68049
## 448079 1. Industrial 2. >=Very Good 1. Yes 4.318063 75.04315
## 85787 1. Industrial 1. <=Good 2. No 4.301030 73.77574
## 232991 1. Industrial 1. <=Good 1. Yes 4.682741 108.06583
## 232011 1. Industrial 1. <=Good 1. Yes 4.812913 123.08970
## 234060 1. Industrial 2. >=Very Good 1. Yes 5.626900 277.79948
## 83770 1. Industrial 1. <=Good 1. Yes 4.301030 73.77574
## 228316 1. Industrial 2. >=Very Good 1. Yes 4.819544 123.90857
## 451479 1. Industrial 1. <=Good 2. No 4.477121 87.98103
## 233965 1. Industrial 2. >=Very Good 2. No 4.255273 70.47602
## 8562 2. Information 2. >=Very Good 1. Yes 5.626186 277.60142
## 231536 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 451622 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 451993 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 159704 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 228435 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 11386 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 10964 2. Information 2. >=Very Good 1. Yes 5.626186 277.60142
## 227859 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 449407 2. Information 1. <=Good 2. No 5.590618 267.90109
## 233646 1. Industrial 2. >=Very Good 1. Yes 4.785330 119.74085
## 450142 2. Information 2. >=Very Good 1. Yes 4.954243 141.77517
## 375066 2. Information 1. <=Good 1. Yes 4.854002 128.25266
## 377927 2. Information 1. <=Good 1. Yes 4.505150 90.48191
## 154494 1. Industrial 2. >=Very Good 2. No 4.342423 76.89360
## 80376 2. Information 2. >=Very Good 1. Yes 4.845098 127.11574
## 81068 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 233828 2. Information 1. <=Good 1. Yes 5.301030 200.54326
## 85640 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 10274 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 153933 2. Information 2. >=Very Good 1. Yes 5.591980 268.26629
## 10377 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 87797 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 84394 1. Industrial 2. >=Very Good 2. No 4.414973 82.67964
## 232457 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 377675 2. Information 2. >=Very Good 1. Yes 4.690196 108.87453
## 304688 2. Information 2. >=Very Good 2. No 4.000000 54.59815
## 233833 2. Information 1. <=Good 2. No 5.735190 309.57177
## 374782 2. Information 2. >=Very Good 2. No 4.415007 82.68240
## 154678 2. Information 2. >=Very Good 2. No 4.088136 59.62865
## 303392 2. Information 2. >=Very Good 1. Yes 5.113943 166.32494
## 453674 1. Industrial 2. >=Very Good 2. No 4.380211 79.85490
## 302464 1. Industrial 1. <=Good 2. No 4.778151 118.88436
## 230110 1. Industrial 2. >=Very Good 2. No 4.531479 92.89584
## 86348 2. Information 1. <=Good 1. Yes 5.079181 160.64248
## 449111 1. Industrial 2. >=Very Good 2. No 4.255273 70.47602
## 156748 2. Information 2. >=Very Good 1. Yes 4.792392 120.58944
## 8312 1. Industrial 2. >=Very Good 1. Yes 5.079181 160.64248
## 378918 2. Information 2. >=Very Good 1. Yes 5.146128 171.76513
## 154871 1. Industrial 1. <=Good 1. Yes 4.792392 120.58944
## 302382 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 305523 1. Industrial 1. <=Good 1. Yes 5.000000 148.41316
## 377010 2. Information 1. <=Good 1. Yes 4.863323 129.45364
## 157367 2. Information 1. <=Good 2. No 4.903090 134.70538
## 154310 1. Industrial 1. <=Good 2. No 4.041393 56.90554
## 8265 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 154479 1. Industrial 2. >=Very Good 1. Yes 4.221153 68.11199
## 14202 1. Industrial 2. >=Very Good 1. Yes 4.857332 128.68049
## 161025 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 85939 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 158022 1. Industrial 2. >=Very Good 2. No 4.477121 87.98103
## 229664 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 448419 1. Industrial 2. >=Very Good 2. No 4.230449 68.74809
## 301493 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 9698 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 451173 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 377766 1. Industrial 2. >=Very Good 2. No 4.903090 134.70538
## 379628 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 158239 1. Industrial 2. >=Very Good 1. Yes 4.612784 100.76427
## 450366 1. Industrial 2. >=Very Good 1. Yes 4.662758 105.92781
## 10192 2. Information 1. <=Good 1. Yes 4.477121 87.98103
## 303306 1. Industrial 1. <=Good 2. No 4.602060 99.68946
## 230907 2. Information 1. <=Good 1. Yes 4.724276 112.64890
## 87177 1. Industrial 2. >=Very Good 1. Yes 5.096910 163.51586
## 85563 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 378239 1. Industrial 2. >=Very Good 1. Yes 4.380211 79.85490
## 232251 1. Industrial 2. >=Very Good 2. No 3.903090 49.55534
## 448807 2. Information 2. >=Very Good 1. Yes 5.029384 152.83880
## 451298 2. Information 1. <=Good 1. Yes 5.000000 148.41316
## 234574 1. Industrial 2. >=Very Good 1. Yes 4.619093 101.40205
## 303467 2. Information 1. <=Good 2. No 4.561101 95.68881
## 160372 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 80668 1. Industrial 1. <=Good 2. No 4.342423 76.89360
## 230140 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 87724 2. Information 1. <=Good 1. Yes 4.929419 138.29913
## 159738 1. Industrial 2. >=Very Good 2. No 4.000000 54.59815
## 13820 1. Industrial 2. >=Very Good 2. No 4.176091 65.11085
## 159737 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 158555 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 8911 1. Industrial 2. >=Very Good 1. Yes 4.662758 105.92781
## 230355 2. Information 2. >=Very Good 1. Yes 4.755875 116.26532
## 155813 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 304171 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 154382 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 447429 1. Industrial 2. >=Very Good 2. No 4.653213 104.92151
## 307480 2. Information 2. >=Very Good 1. Yes 4.380211 79.85490
## 301212 2. Information 2. >=Very Good 1. Yes 4.690196 108.87453
## 450515 2. Information 2. >=Very Good 2. No 4.698970 109.83399
## 160071 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 231742 1. Industrial 2. >=Very Good 1. Yes 5.021189 151.59148
## 379911 2. Information 1. <=Good 1. Yes 4.662758 105.92781
## 231151 2. Information 2. >=Very Good 2. No 5.301030 200.54326
## 7548 1. Industrial 1. <=Good 2. No 4.079181 59.09706
## 157269 1. Industrial 2. >=Very Good 1. Yes 4.230449 68.74809
## 378112 1. Industrial 2. >=Very Good 1. Yes 5.176091 176.98965
## 158610 2. Information 1. <=Good 1. Yes 4.643453 103.90247
## 87409 2. Information 2. >=Very Good 1. Yes 4.414973 82.67964
## 451122 2. Information 1. <=Good 1. Yes 5.301030 200.54326
## 227949 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 451359 1. Industrial 1. <=Good 1. Yes 5.096910 163.51586
## 13067 2. Information 1. <=Good 2. No 4.653213 104.92151
## 374802 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 86228 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 379346 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 376228 2. Information 2. >=Very Good 2. No 5.204120 182.02062
## 228763 2. Information 2. >=Very Good 2. No 4.318063 75.04315
## 85100 2. Information 2. >=Very Good 2. No 4.113943 61.18753
## 87786 1. Industrial 2. >=Very Good 1. Yes 4.447158 85.38394
## 87346 2. Information 1. <=Good 1. Yes 4.818859 123.82373
## 10641 2. Information 1. <=Good 1. Yes 5.176091 176.98965
## 451408 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 159969 2. Information 2. >=Very Good 2. No 5.591980 268.26629
## 376315 1. Industrial 1. <=Good 1. Yes 4.494155 89.49248
## 233368 1. Industrial 1. <=Good 1. Yes 4.531479 92.89584
## 155264 2. Information 1. <=Good 2. No 4.845098 127.11574
## 7747 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 302426 2. Information 2. >=Very Good 1. Yes 4.875073 130.98369
## 157328 1. Industrial 1. <=Good 2. No 4.230449 68.74809
## 9454 1. Industrial 2. >=Very Good 1. Yes 5.204120 182.02062
## 160476 2. Information 2. >=Very Good 1. Yes 4.968483 143.80856
## 84722 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 160518 1. Industrial 1. <=Good 2. No 4.146128 63.18886
## 12284 2. Information 2. >=Very Good 1. Yes 4.322219 75.35568
## 375528 2. Information 2. >=Very Good 1. Yes 5.176097 176.99068
## 83300 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 9974 2. Information 1. <=Good 1. Yes 4.812913 123.08970
## 11998 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 11771 2. Information 2. >=Very Good 1. Yes 4.716003 111.72085
## 85840 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 83877 2. Information 2. >=Very Good 1. Yes 4.971276 144.21076
## 305966 1. Industrial 2. >=Very Good 1. Yes 4.763428 117.14682
## 7951 1. Industrial 2. >=Very Good 1. Yes 4.361728 78.39247
## 451372 1. Industrial 1. <=Good 1. Yes 4.602060 99.68946
## 83243 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 10311 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 159643 2. Information 2. >=Very Good 1. Yes 4.934498 139.00341
## 378452 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 153846 2. Information 1. <=Good 2. No 4.255273 70.47602
## 13108 1. Industrial 2. >=Very Good 2. No 4.698970 109.83399
## 11905 1. Industrial 2. >=Very Good 2. No 4.260071 70.81504
## 375715 1. Industrial 2. >=Very Good 2. No 4.255273 70.47602
## 82621 2. Information 2. >=Very Good 1. Yes 5.176091 176.98965
## 12425 1. Industrial 2. >=Very Good 1. Yes 4.732394 113.56709
## 82295 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 379133 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 305527 2. Information 2. >=Very Good 1. Yes 5.082785 161.22250
## 13255 1. Industrial 2. >=Very Good 1. Yes 4.845098 127.11574
## 86181 2. Information 1. <=Good 1. Yes 4.903090 134.70538
## 157316 1. Industrial 2. >=Very Good 1. Yes 5.079181 160.64248
## 450927 2. Information 2. >=Very Good 1. Yes 5.590618 267.90109
## 229450 1. Industrial 2. >=Very Good 1. Yes 4.653213 104.92151
## 85047 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 447600 2. Information 2. >=Very Good 1. Yes 4.812913 123.08970
## 450428 1. Industrial 2. >=Very Good 2. No 4.204120 66.96164
## 85993 2. Information 2. >=Very Good 1. Yes 4.518514 91.69923
## 378229 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 449815 1. Industrial 2. >=Very Good 1. Yes 4.919078 136.87637
## 229998 2. Information 2. >=Very Good 1. Yes 5.033424 153.45752
## 448218 1. Industrial 2. >=Very Good 2. No 4.113943 61.18753
## 306163 1. Industrial 2. >=Very Good 1. Yes 4.176091 65.11085
## 11664 1. Industrial 2. >=Very Good 1. Yes 4.740363 114.47571
## 8194 2. Information 2. >=Very Good 1. Yes 5.204120 182.02062
## 14196 2. Information 2. >=Very Good 2. No 4.740363 114.47571
## 88022 1. Industrial 2. >=Very Good 1. Yes 4.579784 97.49329
## 160061 1. Industrial 2. >=Very Good 1. Yes 4.919078 136.87637
## 7840 2. Information 1. <=Good 2. No 4.579784 97.49329
## 450384 1. Industrial 2. >=Very Good 1. Yes 4.397940 81.28325
## 160299 2. Information 2. >=Very Good 2. No 4.301030 73.77574
## 233831 2. Information 1. <=Good 1. Yes 4.778151 118.88436
## 449264 1. Industrial 1. <=Good 1. Yes 4.732394 113.56709
## 12477 1. Industrial 2. >=Very Good 1. Yes 4.505150 90.48191
## 375640 2. Information 2. >=Very Good 1. Yes 5.079181 160.64248
## 161055 2. Information 2. >=Very Good 1. Yes 5.190332 179.52809
## 82687 1. Industrial 2. >=Very Good 1. Yes 4.995635 147.76678
## 301552 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 375238 1. Industrial 2. >=Very Good 1. Yes 4.078094 59.03285
## 453137 2. Information 2. >=Very Good 1. Yes 4.675778 107.31606
## 379538 2. Information 2. >=Very Good 2. No 3.903090 49.55534
## 451582 1. Industrial 2. >=Very Good 1. Yes 4.973128 144.47809
## 447462 2. Information 2. >=Very Good 1. Yes 4.397940 81.28325
## 158645 1. Industrial 1. <=Good 2. No 4.402261 81.63527
## 87154 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 378986 2. Information 1. <=Good 1. Yes 4.875061 130.98218
## 160715 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 81037 1. Industrial 2. >=Very Good 2. No 4.397940 81.28325
## 82804 1. Industrial 2. >=Very Good 1. Yes 4.491362 89.24288
## 154694 2. Information 2. >=Very Good 1. Yes 4.737193 114.11339
## 452218 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 157720 2. Information 2. >=Very Good 1. Yes 4.724276 112.64890
## 374624 2. Information 2. >=Very Good 2. No 4.041393 56.90554
## 153643 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 86198 2. Information 2. >=Very Good 1. Yes 4.778151 118.88436
## 84791 1. Industrial 2. >=Very Good 2. No 4.845098 127.11574
## 232289 1. Industrial 2. >=Very Good 1. Yes 4.903090 134.70538
## 374507 1. Industrial 2. >=Very Good 2. No 4.681241 107.90392
## 305083 2. Information 2. >=Very Good 2. No 5.641006 281.74597
## 87712 1. Industrial 2. >=Very Good 2. No 3.875061 48.18565
## 306948 1. Industrial 1. <=Good 1. Yes 4.845098 127.11574
## 13141 2. Information 1. <=Good 2. No 3.919078 50.35400
## 155887 1. Industrial 1. <=Good 1. Yes 4.397940 81.28325
## 228654 1. Industrial 2. >=Very Good 2. No 4.318063 75.04315
## 304515 2. Information 2. >=Very Good 1. Yes 4.653213 104.92151
## 83807 1. Industrial 2. >=Very Good 2. No 4.380211 79.85490
## 229996 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 301419 2. Information 2. >=Very Good 1. Yes 5.146128 171.76513
## 306410 2. Information 2. >=Very Good 1. Yes 4.579784 97.49329
## 452996 1. Industrial 2. >=Very Good 1. Yes 4.591065 98.59934
## 14126 1. Industrial 2. >=Very Good 2. No 4.431364 84.04596
## 158400 2. Information 2. >=Very Good 1. Yes 5.701323 299.26298
## 87273 2. Information 2. >=Very Good 1. Yes 4.260071 70.81504
## 231271 2. Information 2. >=Very Good 1. Yes 4.414973 82.67964
## 155621 1. Industrial 2. >=Very Good 1. Yes 4.301030 73.77574
## 11861 2. Information 2. >=Very Good 1. Yes 4.350248 77.49768
## 154008 2. Information 1. <=Good 2. No 4.518514 91.69923
## 161216 1. Industrial 1. <=Good 2. No 4.954243 141.77517
## 447422 2. Information 2. >=Very Good 2. No 4.540329 93.72167
## 156545 1. Industrial 1. <=Good 2. No 4.963788 143.13494
## 13641 1. Industrial 2. >=Very Good 1. Yes 4.518514 91.69923
## 304636 2. Information 2. >=Very Good 1. Yes 4.875061 130.98218
## 452513 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 81809 1. Industrial 1. <=Good 2. No 4.337140 76.48844
## 231777 1. Industrial 2. >=Very Good 2. No 4.272306 71.68674
## 9019 2. Information 2. >=Very Good 1. Yes 4.477121 87.98103
## 9487 2. Information 2. >=Very Good 1. Yes 4.389166 80.57320
## 304371 2. Information 2. >=Very Good 1. Yes 5.096910 163.51586
## 305970 1. Industrial 2. >=Very Good 1. Yes 4.681241 107.90392
## 155402 2. Information 2. >=Very Good 1. Yes 4.892095 133.23235
## 307501 1. Industrial 2. >=Very Good 2. No 4.301030 73.77574
## 155886 1. Industrial 1. <=Good 1. Yes 4.477121 87.98103
## 229104 1. Industrial 2. >=Very Good 1. Yes 4.779236 119.01335
## 87711 2. Information 1. <=Good 1. Yes 4.626217 102.12700
## 374720 1. Industrial 1. <=Good 1. Yes 4.919078 136.87637
## 156049 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 159113 2. Information 1. <=Good 1. Yes 4.176091 65.11085
## 449072 1. Industrial 2. >=Very Good 2. No 4.544068 94.07271
## 87306 2. Information 2. >=Very Good 1. Yes 4.929419 138.29913
## 229074 1. Industrial 1. <=Good 1. Yes 4.778151 118.88436
## 302202 1. Industrial 1. <=Good 2. No 4.380211 79.85490
## 303505 2. Information 1. <=Good 1. Yes 4.146128 63.18886
## 11180 2. Information 2. >=Very Good 1. Yes 4.903090 134.70538
## 9111 1. Industrial 2. >=Very Good 2. No 5.690330 295.99125
## 447235 2. Information 1. <=Good 1. Yes 4.698970 109.83399
## 304337 2. Information 1. <=Good 1. Yes 4.653213 104.92151
## 159650 1. Industrial 2. >=Very Good 1. Yes 5.000000 148.41316
## 234513 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 159500 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 12446 1. Industrial 1. <=Good 1. Yes 4.561101 95.68881
## 9781 2. Information 2. >=Very Good 1. Yes 4.740363 114.47571
## 305890 1. Industrial 1. <=Good 1. Yes 4.653213 104.92151
## 306575 2. Information 2. >=Very Good 1. Yes 4.623249 101.82435
## 153588 2. Information 2. >=Very Good 1. Yes 4.986772 146.46284
## 306484 2. Information 2. >=Very Good 2. No 4.380211 79.85490
## 377256 2. Information 2. >=Very Good 1. Yes 4.977724 145.14360
## 379428 1. Industrial 1. <=Good 1. Yes 4.336059 76.40585
## 450934 1. Industrial 2. >=Very Good 2. No 4.431364 84.04596
## 377314 2. Information 2. >=Very Good 1. Yes 4.748188 115.37504
## 234185 1. Industrial 2. >=Very Good 1. Yes 4.662758 105.92781
## 448466 1. Industrial 2. >=Very Good 2. No 4.278754 72.15046
## 12792 1. Industrial 2. >=Very Good 1. Yes 4.380211 79.85490
## 80262 2. Information 2. >=Very Good 1. Yes 4.643453 103.90247
## 82810 1. Industrial 2. >=Very Good 1. Yes 4.488551 88.99238
## 301634 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 306030 2. Information 2. >=Very Good 1. Yes 4.724276 112.64890
## 231565 1. Industrial 2. >=Very Good 1. Yes 4.929419 138.29913
## 451279 1. Industrial 2. >=Very Good 2. No 4.230449 68.74809
## 307401 2. Information 2. >=Very Good 2. No 4.694237 109.31532
## 453377 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 159201 1. Industrial 2. >=Very Good 1. Yes 4.602060 99.68946
## 84893 2. Information 2. >=Very Good 1. Yes 4.770852 118.01975
## 161391 1. Industrial 2. >=Very Good 1. Yes 4.176091 65.11085
## 161397 2. Information 1. <=Good 2. No 4.544068 94.07271
## 161416 1. Industrial 1. <=Good 1. Yes 4.591065 98.59934
## 306010 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 306687 2. Information 2. >=Very Good 1. Yes 4.602060 99.68946
## 232349 1. Industrial 1. <=Good 2. No 4.690196 108.87453
## 83445 1. Industrial 2. >=Very Good 1. Yes 4.414973 82.67964
## 303155 2. Information 2. >=Very Good 1. Yes 4.494155 89.49248
## 450065 1. Industrial 1. <=Good 1. Yes 4.579784 97.49329
## 231998 1. Industrial 1. <=Good 2. No 4.041393 56.90554
## 80918 2. Information 1. <=Good 1. Yes 4.176091 65.11085
## 304411 2. Information 1. <=Good 1. Yes 4.494155 89.49248
## 155790 1. Industrial 2. >=Very Good 2. No 4.431364 84.04596
## 159561 1. Industrial 2. >=Very Good 1. Yes 4.544068 94.07271
## 377472 1. Industrial 1. <=Good 1. Yes 4.447158 85.38394
## 450455 1. Industrial 2. >=Very Good 1. Yes 4.361728 78.39247
## 304184 2. Information 2. >=Very Good 1. Yes 5.077731 160.40970
## 154351 1. Industrial 1. <=Good 1. Yes 4.889302 132.86077
## 447182 2. Information 2. >=Very Good 2. No 4.477121 87.98103
## 13962 1. Industrial 2. >=Very Good 1. Yes 5.063694 158.17366
## 154728 1. Industrial 2. >=Very Good 1. Yes 4.778151 118.88436
## 380298 2. Information 2. >=Very Good 1. Yes 4.619093 101.40205
## 230171 1. Industrial 2. >=Very Good 2. No 4.079181 59.09706
## 307415 2. Information 1. <=Good 2. No 4.447158 85.38394
## 161305 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 451605 1. Industrial 1. <=Good 1. Yes 5.079181 160.64248
## 301838 2. Information 2. >=Very Good 2. No 4.255273 70.47602
## 154752 2. Information 1. <=Good 2. No 3.865933 47.74778
## 8804 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 158531 2. Information 2. >=Very Good 1. Yes 4.447158 85.38394
## 379706 2. Information 2. >=Very Good 2. No 4.602060 99.68946
## 306214 1. Industrial 2. >=Very Good 1. Yes 4.542003 93.87868
## 158084 1. Industrial 2. >=Very Good 1. Yes 4.875061 130.98218
## 305029 2. Information 2. >=Very Good 1. Yes 5.123852 167.98113
## 307412 2. Information 2. >=Very Good 1. Yes 4.836957 126.08506
## 377739 2. Information 2. >=Very Good 1. Yes 5.000000 148.41316
## 451296 1. Industrial 2. >=Very Good 2. No 4.886491 132.48782
## 157053 1. Industrial 2. >=Very Good 2. No 4.778151 118.88436
## 303357 1. Industrial 1. <=Good 2. No 4.698970 109.83399
## 233408 2. Information 2. >=Very Good 1. Yes 4.633468 102.87025
## 449482 2. Information 2. >=Very Good 1. Yes 4.893207 133.38061
## 376816 1. Industrial 2. >=Very Good 1. Yes 5.041393 154.68529
## 302281 1. Industrial 2. >=Very Good 2. No 4.602060 99.68946
## 10033 1. Industrial 1. <=Good 2. No 4.193125 66.22941
## 14375 1. Industrial 2. >=Very Good 1. Yes 4.477121 87.98103
## 453557 1. Industrial 1. <=Good 1. Yes 4.505150 90.48191Primera aproximación a los polinomios
poly(Wage$age, degree = 4, raw = TRUE, simple=TRUE)[1:5,]## 1 2 3 4
## [1,] 18 324 5832 104976
## [2,] 24 576 13824 331776
## [3,] 45 2025 91125 4100625
## [4,] 43 1849 79507 3418801
## [5,] 50 2500 125000 6250000poly(Wage$age, degree = 4, raw = FALSE, simple=TRUE)[1:5,]## 1 2 3 4
## [1,] -0.0386247992 0.055908727 -0.0717405794 0.08672985
## [2,] -0.0291326034 0.026298066 -0.0145499511 -0.00259928
## [3,] 0.0040900817 -0.014506548 -0.0001331835 0.01448009
## [4,] 0.0009260164 -0.014831404 0.0045136682 0.01265751
## [5,] 0.0120002448 -0.009815846 -0.0111366263 0.01021146Cálculo del modelo polinómico de grado 4
modelo_poli4 <- lm(wage ~poly(age, 4), data = Wage )
summary(modelo_poli4)##
## Call:
## lm(formula = wage ~ poly(age, 4), data = Wage)
##
## Residuals:
## Min 1Q Median 3Q Max
## -98.707 -24.626 -4.993 15.217 203.693
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 111.7036 0.7287 153.283 < 2e-16 ***
## poly(age, 4)1 447.0679 39.9148 11.201 < 2e-16 ***
## poly(age, 4)2 -478.3158 39.9148 -11.983 < 2e-16 ***
## poly(age, 4)3 125.5217 39.9148 3.145 0.00168 **
## poly(age, 4)4 -77.9112 39.9148 -1.952 0.05104 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 39.91 on 2995 degrees of freedom
## Multiple R-squared: 0.08626, Adjusted R-squared: 0.08504
## F-statistic: 70.69 on 4 and 2995 DF, p-value: < 2.2e-16El p-value obtenido para el estadístico F es muy bajo (< 2.2e-16), lo que indica que al menos uno de los predictores introducidos en el modelo está relacionado con la variable respuesta wage. Los p-values individuales de cada predictor son todos muy bajos a excepción de age^4, lo que apunta a que un polinomio de grado 3 es suficiente para modelar el salario en función de la edad. Acorde al R2, el modelo es capaz de explicar el 8.6% de la variabilidad observada en wage (es un % muy bajo).
Si se quiere generar una representación gráfica del modelo ajustado
\[ wage = 111.70 + 447.07age - 478.32age^2 + 125.52age^3 - 77.91age^4) \]
se tiene que representar la curva que describe su ecuación. Para conseguirlo, es necesario predecir el valor de la variable respuesta en puntos interpolados dentro del rango del predictor. Cuantos más puntos se interpolen, mejor será la representación. R permite obtener predicciones (junto con el intervalo de confianza) mediante la función predict().
# INTERPOLACIÓN DE PUNTOS DENTRO DEL RANGO DEL PREDICTOR
# ------------------------------------------------------
limites <- range(Wage$age)
nuevos_puntos <- seq(from = limites[1], to = limites[2], by = 1)
nuevos_puntos <- data.frame(age = nuevos_puntos)
# PREDICCIÓN DE LA VARIABLE RESPUESTA Y DEL ERROR ESTÁNDAR
# --------------------------------------------------------
predicciones <- predict(modelo_poli4, newdata = nuevos_puntos, se.fit = TRUE, level = 0.95)
# CÁLCULO DEL INTERVALO DE CONFIANZA SUPERIOR E INFERIOR 95%
# ----------------------------------------------------------
intervalo_conf <- data.frame(inferior = predicciones$fit -
1.96*predicciones$se.fit,
superior = predicciones$fit +
1.96*predicciones$se.fit)
attach(Wage)
plot(x = age, y = wage, pch = 20, col = "darkgrey")
title("Polinomio de grado 4: wage ~ age")
points(x = nuevos_puntos$age, predicciones$fit, col = "red", pch = 20)
points(x = nuevos_puntos$age, intervalo_conf$inferior, col = "blue", pch = 4)
points(x = nuevos_puntos$age, intervalo_conf$superior, col = "blue", pch = 4)
El ejemplo anterior muestra que, para conseguir el efecto visual de
curva continua, es necesario interpolar muchos datos. La función lines()
facilita el proceso uniendo los puntos con segmentos, lo que mejora la
representación gráfica de curvas
attach(Wage)## The following objects are masked from Wage (pos = 3):
##
## age, education, health, health_ins, jobclass, logwage, maritl,
## race, region, wage, yearplot(x = age, y = wage, pch = 20, col = "darkgrey")
title("Polinomio de grado 4: wage ~ age")
lines(x = nuevos_puntos$age, predicciones$fit, col = "red", lwd = 2)
lines(x = nuevos_puntos$age, intervalo_conf$inferior, col = "blue", lwd = 2)
lines(x = nuevos_puntos$age, intervalo_conf$superior, col = "blue", lwd = 2)
El paquete gráfico ggplot2 permite obtener representaciones de modelos de forma rápida. Solo con especificar la fórmula del modelo, ejecuta automáticamente todos los cálculos necesarios (ajuste, predicción…).
ggplot(data = Wage, aes(x = age, y = wage)) +
geom_point(color = "grey30", alpha = 0.3) +
geom_smooth(method = "lm", formula = y ~ poly(x, 4), color = "red") +
labs(title = "Polinomio de grado 4: wage ~ age") +
theme_bw() +
theme(plot.title = element_text(hjust = 0.5))
Cuando se realiza regresión polinómica, se debe decidir qué grado de
polinomio emplear. Cuanto mayor sea el polinomio más flexibilidad tendrá
el modelo pero, a su vez, más riesgo de overfitting. Acorde al principio
de parsimonia, el grado óptimo es el grado más bajo que permita explicar
la relación entre ambas variables. Para identificarlo se puede recurrir
a dos estrategias distintas: contraste de hipótesis o
cross-validation.
Comparación de modelos por contraste de hipótesis ANOVA
Identificar el modelo polinómico más simple que permite explicar la relación entre variables equivale a identificar el grado de polinomio a partir del cual ya no hay una mejora significativa del ajuste. Cuando se comparan dos modelos anidados (el modelo de menor tamaño está formado por un subset de predictores del modelo mayor), se puede saber si el modelo mayor aporta una mejora sustancial estudiando si los coeficientes de regresión de los predictores adicionales son distintos a cero. El test estadístico empleado para hacerlo es el ANOVA.
\[ Modelo_{menor}: \ \ y = \beta_0 + \beta_1x_1 +...+ \beta_kx_k \] \[ Modelo_{mayor}: \ \ y = \beta_0 + \beta_1x_1 +...+ \beta_kx_k + \beta_{k+1}x_{k+1} + ... + \beta_{p}x_{p} \]
La hipótesis a contrastar es que todos los coeficientes de regresión de los predictores adicionales son igual a cero, frente a la hipótesis alternativa de que al menos uno es distinto.
\[ H_0: \beta_{k+1}= ... = \beta_{p} \]
El estadístico empleado es:
\[ F = \frac{(SEE_{Modelo_{menor}} - SEE_{Modelo_{mayor}})/(p-k)}{SEE_{Modelo_{mayor}}/(n-p-1)} \] Dado que un polinomio de orden n siempre va a estar anidado a uno de orden n+1, se pueden comparar modelos polinómicos dentro un rango de grados haciendo comparaciones secuenciales.
Se ajustan los modelos polinómicos de grado 1 a 5
modelo_1 <- lm(wage ~ age, data = Wage)
modelo_2 <- lm(wage ~ poly(age, 2), data = Wage)
modelo_3 <- lm(wage ~ poly(age, 3), data = Wage)
modelo_4 <- lm(wage ~ poly(age, 4), data = Wage)
modelo_5 <- lm(wage ~ poly(age, 5), data = Wage)
anova(modelo_1, modelo_2, modelo_3, modelo_4, modelo_5)## Analysis of Variance Table
##
## Model 1: wage ~ age
## Model 2: wage ~ poly(age, 2)
## Model 3: wage ~ poly(age, 3)
## Model 4: wage ~ poly(age, 4)
## Model 5: wage ~ poly(age, 5)
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 2998 5022216
## 2 2997 4793430 1 228786 143.5931 < 2.2e-16 ***
## 3 2996 4777674 1 15756 9.8888 0.001679 **
## 4 2995 4771604 1 6070 3.8098 0.051046 .
## 5 2994 4770322 1 1283 0.8050 0.369682
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1El p-value de la comparación entre el modelo lineal (modelo_1) y el cuadrático (modelo_2) es prácticamente cero (< 2.2e-16), indicando que el modelo lineal no es suficiente. La comparación entre el modelo cuadrático y el cúbico también ha resultado en un p-value muy pequeño (0.001679), evidencia suficiente de que el modelo cúbico es superior. El p-value obtenido al comparar el modelo cúbico con el de grado 4 está ligeramente por encima del 0.05 y el de comparar grado 4 con grado 5 es muy alto (0.37). En base a los resultados del ANOVA, el modelo cúbico es el mejor. Polinomios superiores no aportan una mejora significativa y polinomios inferiores pierden mucha capacidad de ajuste.
Es importante recordar que las comparaciones por ANOVA pueden hacerse entre cualquier par de modelos, siempre y cuando estos sean anidados
Asignación: Combinando métodos
Utilice la variable cualitativa ” health_ins ” para determinar las personas que tienen o no tienen servicio de aseguramiento de salud, ¿son las personas que ganan más dinero las que tienen servicio de salud?
Utilice k-means para determinar si en base a el salario (wage) se puede predecir si tienen o no servicio de salud,véase ejemplo de iris.
Utilizar K-means para determinar correlacion entre las variables “Wage” y “healt_ins”
Mapear
kmeans no usa texto asi que se tienen que mapear las variables
mapeo <-c("Yes" = 1, "No" = 2)
seguro_med <- data.frame(Wage$wage, Wage$age, mapeo[Wage[,"health_ins"]])graficar variables
ggplot(seguro_med, aes(age, wage))+ geom_point(aes(col=health_ins), size=4 ) 
Podemos ver que de las personas mas ricas la mayoria tiene seguro medico
aunque al bajar hay resultados bastante mixtos esto se puede deber a al
gran costo del seguro pero al mismo tiempo su gran importancia ya que
sin seguro medico los costos al ser internado pueden ser demasiado altos
como por ejemplo el costo de una ambulancia seria de $1,200 esto seria
el equivalente a un mes de salario minimo en el pais, con un seguro
medico los costos se reducen bastante.
Usar comando kmeans
wagecluster <- kmeans(seguro_med[,1:2], center=2, nstart = 20)
wagecluster## K-means clustering with 2 clusters of sizes 2261, 739
##
## Cluster means:
## Wage.wage Wage.age
## 1 94.05367 41.44449
## 2 165.70429 45.38295
##
## Clustering vector:
## [1] 1 1 2 2 1 1 2 1 1 1 1 1 1 2 2 1 1 2 1 1 2 1 1 2 1 2 1 1 1 1 2 1 1 1 1 1 1
## [38] 1 1 1 1 1 1 1 1 2 2 2 1 1 2 1 2 1 1 1 2 2 1 1 2 1 1 1 1 1 2 2 1 1 1 1 1 1
## [75] 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 1 2 1 1 1 1 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1
## [112] 1 1 1 1 1 1 2 2 1 1 1 2 2 1 1 2 1 1 1 1 2 2 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2
## [149] 2 1 1 2 1 1 2 2 1 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 2 2 2 1 2 1 2 1 1 1 1 1 2
## [186] 1 1 1 1 1 2 1 1 1 2 2 1 2 1 1 1 1 1 1 1 1 2 2 2 1 2 1 2 1 1 1 2 1 1 1 1 1
## [223] 1 2 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2
## [260] 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 2 1 1 1
## [297] 1 1 2 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 2 1
## [334] 1 2 1 1 1 1 1 1 1 1 1 2 1 1 2 2 2 2 2 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 2 2
## [371] 1 1 1 2 1 1 1 1 1 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [408] 1 1 1 2 1 1 1 2 1 1 1 2 1 1 1 2 2 2 2 1 1 1 2 1 1 2 1 1 1 1 1 2 1 1 1 2 1
## [445] 1 1 1 2 2 2 1 2 1 1 1 2 1 1 2 2 1 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1
## [482] 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 2 1 2
## [519] 1 2 1 2 1 1 1 2 2 2 1 1 1 1 1 2 1 2 1 1 1 1 1 1 2 1 2 1 1 1 1 1 1 1 2 2 1
## [556] 1 1 1 1 1 1 1 1 2 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1
## [593] 1 1 1 1 1 1 2 1 1 1 2 2 2 1 1 1 2 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 2 1 1 2 2
## [630] 2 1 2 2 1 1 2 1 1 1 1 1 1 2 1 1 2 1 1 1 1 2 1 2 1 2 1 1 2 1 1 1 1 1 1 1 1
## [667] 2 1 2 1 2 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 2 1 2 1 1 2 1 2 1 1 1 2 2 1 1 1 2
## [704] 1 2 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 1 1 1 1 2 1 2 2 2 2 2 1 1 1 1 2
## [741] 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 2 1 1 1
## [778] 1 1 1 2 1 2 1 2 1 1 2 2 2 1 2 2 1 1 1 2 2 1 2 1 2 1 2 1 1 2 1 1 2 1 1 1 1
## [815] 1 1 1 2 1 2 1 1 1 1 1 1 1 1 2 2 2 2 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1
## [852] 1 1 1 1 2 1 2 1 1 1 2 2 2 1 1 2 2 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1
## [889] 1 1 1 1 2 1 1 1 1 1 2 1 1 2 1 1 1 1 2 2 1 1 1 2 1 1 1 1 2 1 1 1 2 1 1 1 1
## [926] 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 1 1 1 2 2 1 2 1 2 2 1 1 1 1 2
## [963] 1 1 1 1 1 2 2 1 1 2 1 1 1 1 2 2 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1
## [1000] 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 1 1 1 1 2 1 1 1 1 2 1 1 2 1 1 1 1 1 1
## [1037] 2 1 1 1 1 1 1 1 1 1 1 2 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [1074] 1 1 1 1 2 1 1 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1
## [1111] 1 2 2 1 1 1 1 1 1 1 1 2 1 2 1 1 1 2 1 2 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 1
## [1148] 1 2 1 1 1 2 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 2 1
## [1185] 2 2 1 2 1 2 1 1 2 1 1 2 1 2 2 1 2 1 1 1 2 1 1 1 1 1 2 1 2 1 2 1 1 1 1 2 2
## [1222] 1 1 1 1 2 1 1 1 2 1 1 1 2 1 1 1 1 2 2 1 1 1 1 1 1 1 2 1 1 2 2 1 1 1 1 2 1
## [1259] 1 2 1 1 1 1 1 2 1 1 2 1 1 2 1 2 1 2 1 1 1 1 1 2 2 2 1 1 1 2 2 1 1 1 1 2 1
## [1296] 1 2 1 1 1 2 1 1 2 1 2 1 2 1 2 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 2
## [1333] 1 1 1 1 2 1 1 1 1 1 2 2 1 2 1 1 1 1 2 1 2 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1
## [1370] 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1
## [1407] 1 1 1 1 2 1 1 1 1 1 1 1 2 1 2 1 2 1 1 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 2 1
## [1444] 1 1 1 1 1 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1
## [1481] 2 2 1 2 2 2 1 2 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 1 1 2 2 2 1 1 1 1 2 2 1 2 1
## [1518] 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 1 1 1 2 2
## [1555] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 2 1 2 2 1 1 2 1 2 1 1 1 1
## [1592] 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 2 2 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1
## [1629] 1 1 1 1 2 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 1 1 1 2 1 1 1
## [1666] 1 1 2 1 2 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 2 2 1 1 1 1 2 1 2 1 1 1 2 1 1 1 2
## [1703] 1 2 2 1 1 1 1 1 1 2 2 1 2 1 2 1 1 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1
## [1740] 1 1 2 1 2 1 1 1 2 1 1 1 1 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 1
## [1777] 2 1 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1
## [1814] 1 2 1 1 1 1 1 1 1 2 1 2 1 1 2 2 1 1 1 1 2 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1
## [1851] 1 1 1 1 1 1 1 1 2 1 1 1 1 2 2 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 2 1 2 1 2 1 1
## [1888] 1 1 1 1 2 1 1 1 2 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2
## [1925] 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 2 1 1 2 1 1 1 1
## [1962] 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 1 2 1 1 2 1 1 1 2 1 1 1 1 2 1 2 1 2 1 2 1 2
## [1999] 1 2 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 2 1 1 1 1 2 1 1 1
## [2036] 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 2 1 1 1 2 1 1 1 1 1 2 2 1 1
## [2073] 1 1 1 2 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 2 2
## [2110] 1 2 1 1 1 2 2 2 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1
## [2147] 2 1 2 1 1 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 1 1 1 1 2 1 2 2
## [2184] 1 2 1 1 2 1 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1
## [2221] 1 2 1 2 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1
## [2258] 2 1 1 1 2 1 1 2 1 1 1 1 2 1 2 2 1 1 1 1 1 2 1 2 2 1 2 1 1 2 1 2 1 2 1 1 1
## [2295] 1 1 1 1 1 2 1 1 1 2 1 1 1 2 1 2 2 2 1 1 2 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1
## [2332] 2 2 1 2 1 2 1 1 2 1 1 1 1 1 1 1 1 2 1 1 2 2 1 2 1 1 2 1 1 1 2 1 1 1 1 1 1
## [2369] 2 2 1 2 1 1 1 2 2 1 1 1 1 2 2 1 2 1 1 1 1 2 1 1 1 1 1 1 2 1 2 1 1 1 1 2 1
## [2406] 1 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 1 1 1
## [2443] 1 1 2 2 1 1 1 2 2 2 1 1 1 1 1 2 1 1 2 2 1 1 1 1 2 1 1 1 1 2 2 1 1 2 1 2 1
## [2480] 1 1 2 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 2 1 1 2 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1
## [2517] 1 1 2 1 2 1 1 2 1 1 1 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1
## [2554] 1 2 1 2 2 1 1 1 2 2 1 2 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 1 1 2 1 1 1 2 2 1
## [2591] 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 2 2 1 1 2 1 1 1 1 2 1 2 1 1 2 1 1 1 2 1 1
## [2628] 1 1 2 2 1 2 1 1 1 1 1 1 1 2 1 2 1 2 1 2 2 1 2 1 1 1 1 1 1 2 1 1 1 1 1 2 2
## [2665] 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 2 2 1 1 2 2 1 2 1 2 1 2 1 1 1 1
## [2702] 1 2 1 2 2 1 1 1 2 1 1 2 1 1 2 1 1 1 2 1 1 2 2 1 2 2 2 2 1 1 1 1 2 1 1 1 1
## [2739] 1 1 1 2 1 1 1 1 1 1 2 1 1 1 2 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2
## [2776] 1 2 1 1 2 1 1 2 1 2 1 1 1 1 2 1 1 1 1 2 1 2 1 1 1 1 2 1 2 2 2 1 1 2 1 1 1
## [2813] 1 1 2 1 1 1 1 1 2 1 1 1 1 1 2 1 1 2 2 1 2 2 2 1 2 1 1 1 2 2 2 1 1 1 2 1 1
## [2850] 2 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 1 1 1 1 1
## [2887] 1 1 2 2 1 1 1 2 1 1 1 1 1 2 1 2 1 2 1 1 1 1 1 2 1 2 1 1 1 1 2 1 1 1 2 1 1
## [2924] 1 2 2 1 1 2 1 1 1 1 1 1 2 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 1 1 1 1
## [2961] 1 1 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 1 1 2 1 1 2 1 1 1 2 2 1 2 2 1 1 1 2 2 1
## [2998] 1 1 1
##
## Within cluster sum of squares by cluster:
## [1] 1342984 1410685
## (between_SS / total_SS = 51.0 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"table(wagecluster$cluster, Wage$health_ins)##
## 1. Yes 2. No
## 1 1437 824
## 2 646 93clusplot(seguro_med, wagecluster$cluster, color=T, shade=T, lines=0)
En la parte media no hay una preferencia sobre tener seguro medico y no, la gran diferencia se puede observar en los extremos donde si se puede determinar que la gran mayoria de las personas cuentan con seguro medico.
Conclusión
Se concluye que hay una relacion entre las variables de sueldo y seguro medico, aunque haya variabilidad en las clases media y media alta en los extremos nos podemos dar cuenta que que hay una gran cantidad de personas con seguro medico.