TRABAJO EN CLASE
JOHANA BRAVO
2023-12-01
IMPORTACION DE LA BASE
diabetes2 <- read.csv("diabetes2.txt", sep=";")
View(diabetes2)
head(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Male yes no one hr or more 22 no
## 258 less than 40 Male yes no one hr or more 22 no
## 511 60 or older Female yes no none 26 no
## 907 less than 40 Male yes no more than half an hr 19 yes
## 582 60 or older Male no no more than half an hr 23 no
## 726 40-49 Male no no less than half an hr 26 yes
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much noIMPORTACION DE LIBRERIAS
library(ggplot2)## Warning: package 'ggplot2' was built under R version 4.3.2library(gridExtra)INTRODUCION
La diabetes tipo 2 representa un desafío global de salud pública con consecuencias significativas para la calidad de vida de millones de personas. La prevalencia en constante aumento y las implicaciones en términos de morbimortalidad hacen imperativo desarrollar enfoques eficaces para la detección temprana y la gestión efectiva de esta enfermedad crónica. En este contexto, el uso de métodos avanzados de clasificación de aprendizaje automático se presenta como una herramienta prometedora para mejorar la precisión en la predicción de la diabetes tipo 2.
La elección de métodos de clasificación específicos, como Support Vector Machines (SVM), Random Forest, Gradient Boosting, y Redes Neuronales, se fundamenta en su capacidad para manejar conjuntos de datos complejos y extraer patrones no lineales, características esenciales en el análisis de datos médicos. La comparación y evaluación de estos métodos permitirán identificar cuál ofrece el rendimiento más óptimo para el propósito de este estudio.
La calidad de los datos es un elemento crítico en la efectividad de los modelos de aprendizaje automático. En este sentido, se prestará especial atención a la selección y preparación de conjuntos de datos representativos, considerando variables relevantes como la historia clínica, factores genéticos, y hábitos de vida. Además, se implementarán técnicas de validación cruzada y otras estrategias de evaluación para garantizar la fiabilidad y generalización de los modelos desarrollados.
DESCRICION DE LAS VARIABLES
Edad Tipo: Numérica. Descripción: La edad del individuo en años. La diabetes tipo 2 tiende a aumentar con la edad, y este factor es esencial para evaluar el riesgo.
Índice de Masa Corporal (IMC): Tipo: Numérica. Descripción: El IMC, calculado a partir del peso y la altura del individuo, es un indicador de la obesidad. La obesidad está fuertemente asociada con la diabetes tipo 2.
Nivel de Glucosa en Ayunas: Tipo: Numérica. Descripción: La concentración de glucosa en la sangre después de un período de ayuno. Valores elevados pueden indicar resistencia a la insulina y predispone al individuo a la diabetes tipo 2.
Presión Arterial: Tipo: Numérica. Descripción: La presión arterial sistólica y diastólica, medidas en mmHg. La hipertensión arterial es un factor de riesgo independiente para la diabetes tipo 2.
Historial Familiar de Diabetes: Tipo: Categórica (Sí/No). Descripción: Indica si hay antecedentes familiares de diabetes tipo 2. La genética desempeña un papel crucial en la predisposición a la enfermedad.
6.Actividad Física: Tipo: Categórica (Baja/Moderada/Alta). Descripción: Nivel de actividad física regular del individuo. La falta de actividad física está vinculada a un mayor riesgo de diabetes tipo 2.
7.Consumo de Alcohol: Tipo: Categórica (Bajo/Moderado/Alto). Descripción: La cantidad de alcohol consumida regularmente por el individuo. El consumo excesivo puede aumentar el riesgo de diabetes tipo 2.
Tabaquismo: Tipo: Categórica (Sí/No). Descripción: Indica si el individuo es fumador. El tabaquismo se ha asociado con un mayor riesgo de diabetes tipo 2.
Niveles de Colesterol: Tipo: Numérica. Descripción: Concentración de colesterol total, HDL (lipoproteínas de alta densidad) y LDL (lipoproteínas de baja densidad). Desórdenes en estos niveles están relacionados con la diabetes tipo 2.
Historial de Enfermedades Cardíacas: Tipo: Categórica (Sí/No). Descripción: Indica si el individuo tiene antecedentes de enfermedades cardíacas. Las enfermedades cardíacas y la diabetes tipo 2 comparten factores de riesgo comunes.
Niveles de Insulina: Tipo: Numérica. Descripción: Concentración de insulina en la sangre. La resistencia a la insulina es una característica clave en el desarrollo de la diabetes tipo 2.
Conversion de la variable edad
diabetes2$Age=factor(diabetes2$Age)
levels(diabetes2$Age)=c("40-49","50-59","60 or older","less than 40")
diabetes2## Age Gender Family_Diabetes highBP PhysicallyActive BMI
## 20 less than 40 Male yes no one hr or more 22
## 258 less than 40 Male yes no one hr or more 22
## 511 60 or older Female yes no none 26
## 907 less than 40 Male yes no more than half an hr 19
## 582 60 or older Male no no more than half an hr 23
## 726 40-49 Male no no less than half an hr 26
## 845 60 or older Male yes no more than half an hr 26
## 790 40-49 Female no no none 23
## 89 less than 40 Male no no less than half an hr 22
## 285 50-59 Male yes no one hr or more 38
## 265 less than 40 Female no no one hr or more 20
## 380 less than 40 Male no no more than half an hr 24
## 770 60 or older Female no yes less than half an hr 27
## 737 less than 40 Female yes no one hr or more 24
## 775 less than 40 Male no no none 24
## 243 40-49 Male yes no less than half an hr 27
## 436 less than 40 Female yes no less than half an hr 21
## 247 40-49 Male yes no one hr or more 23
## 568 less than 40 Male no no more than half an hr 21
## 477 50-59 Male no yes one hr or more 39
## 608 less than 40 Female yes no one hr or more 27
## 793 50-59 Male no no more than half an hr 28
## 818 less than 40 Female no no less than half an hr 21
## 789 50-59 Male yes yes none 31
## 443 less than 40 Male yes no less than half an hr 27
## 855 less than 40 Female yes no more than half an hr 24
## 75 50-59 Male yes yes none 31
## 270 40-49 Female no no one hr or more 21
## 726.1 40-49 Male no no less than half an hr 26
## 212 less than 40 Male yes yes more than half an hr 29
## 730 40-49 Female yes no none 34
## 687 less than 40 Male yes no less than half an hr 29
## 793.1 50-59 Male no no more than half an hr 28
## 628 less than 40 Female no no more than half an hr 28
## 380.1 less than 40 Male no no more than half an hr 24
## 483 less than 40 Male no no one hr or more 24
## 334 less than 40 Male no no one hr or more 25
## 580 less than 40 Female no no less than half an hr 21
## 696 50-59 Female yes no one hr or more 23
## 720 40-49 Male no yes none 21
## 596 60 or older Male yes yes more than half an hr 21
## 924 less than 40 Male no no more than half an hr 21
## 826 50-59 Male no no less than half an hr 30
## 99 less than 40 Female no no less than half an hr 21
## 859 40-49 Male yes no more than half an hr 34
## 209 less than 40 Male no yes less than half an hr 26
## 196 less than 40 Male yes no one hr or more 25
## 235 60 or older Male yes yes more than half an hr 27
## 822 60 or older Male yes yes less than half an hr 32
## 194 less than 40 Male no no none 25
## 84 less than 40 Male no no less than half an hr 28
## 881 less than 40 Female yes no less than half an hr 33
## 432 less than 40 Male no no none 25
## 200 less than 40 Male no yes less than half an hr 28
## 308 less than 40 Male yes yes one hr or more 26
## 97 50-59 Male no yes less than half an hr 20
## 747 60 or older Male no yes none 26
## 668 less than 40 Male yes yes more than half an hr 27
## 865 40-49 Female no no one hr or more 25
## 625 less than 40 Male no no one hr or more 23
## 762 50-59 Female yes yes more than half an hr 40
## 6 40-49 Male no yes none 21
## 466 less than 40 Male yes no one hr or more 28
## 449 less than 40 Male yes no less than half an hr 29
## 463 40-49 Female yes no one hr or more 34
## 459 40-49 Male yes no less than half an hr 24
## 483.1 less than 40 Male no no one hr or more 24
## 68 60 or older Male yes no one hr or more 26
## 717 40-49 Male no no one hr or more 24
## 405 less than 40 Female yes no less than half an hr 33
## 936 less than 40 Female yes no less than half an hr 25
## 119 less than 40 Male yes no more than half an hr 22
## 281 less than 40 Male yes no more than half an hr 36
## 279 60 or older Male no no none 27
## 226 50-59 Male yes yes more than half an hr 36
## 531 less than 40 Male no no more than half an hr 30
## 461 50-59 Female yes no less than half an hr 35
## 11 less than 40 Male no no none 20
## 422 less than 40 Female yes no none 18
## 639 40-49 Female yes no less than half an hr 38
## 519 less than 40 Male yes no more than half an hr 36
## 920 less than 40 Male no no less than half an hr 20
## 179 40-49 Female yes no none 22
## 571 less than 40 Male no no one hr or more 22
## 916 less than 40 Male no no more than half an hr 18
## 196.1 less than 40 Male yes no one hr or more 25
## 60 50-59 Female yes no none 21
## 289 60 or older Male no no none 18
## 513 40-49 Female yes no more than half an hr 28
## 789.1 50-59 Male yes yes none 31
## 264 less than 40 Female no no more than half an hr 21
## 27 less than 40 Female no no one hr or more 20
## 835 60 or older Female no yes one hr or more 26
## 80 60 or older Male yes yes less than half an hr 26
## 441 less than 40 Male no no one hr or more 25
## 387 less than 40 Male no no one hr or more 23
## 496 less than 40 Male yes no one hr or more 22
## 380.2 less than 40 Male no no more than half an hr 24
## 859.1 40-49 Male yes no more than half an hr 34
## 376 less than 40 Female yes no one hr or more 26
## 554 50-59 Female no yes none 20
## 488 40-49 Male no no less than half an hr 26
## 817 less than 40 Male no yes less than half an hr 24
## 212.1 less than 40 Male yes yes more than half an hr 29
## 744 60 or older Female no no none 18
## 731 50-59 Male yes no more than half an hr 22
## 693 less than 40 Female no no none 19
## 450 less than 40 Male yes yes more than half an hr 29
## 457 less than 40 Male no no one hr or more 17
## 846 less than 40 Female yes no one hr or more 27
## 650 60 or older Male no yes less than half an hr 33
## 516 40-49 Male no no more than half an hr 21
## 660 less than 40 Female yes no none 18
## 709 40-49 Male yes yes one hr or more 22
## 932 less than 40 Male no no less than half an hr 23
## 806 less than 40 Male no no more than half an hr 21
## 227 60 or older Male no no less than half an hr 30
## 37 40-49 Female yes no more than half an hr 28
## 693.1 less than 40 Female no no none 19
## 397 less than 40 Female no no more than half an hr 33
## 376.1 less than 40 Female yes no one hr or more 26
## 23 less than 40 Female yes no one hr or more 24
## 395 less than 40 Female no no less than half an hr 28
## 669 less than 40 Male yes no more than half an hr 19
## 716 50-59 Male no yes less than half an hr 28
## 603 less than 40 Female yes no more than half an hr 23
## 35 60 or older Female yes no none 26
## 478 50-59 Male no yes less than half an hr 28
## 546 less than 40 Male yes yes one hr or more 26
## 822.1 60 or older Male yes yes less than half an hr 32
## 793.2 50-59 Male no no more than half an hr 28
## 692 less than 40 Female yes no more than half an hr 29
## 949 60 or older Male yes yes more than half an hr 27
## 656 40-49 Male yes no none 24
## 55 less than 40 Male no no more than half an hr 30
## 364 less than 40 Female no yes one hr or more 30
## 402 50-59 Female no yes more than half an hr 33
## 478.1 50-59 Male no yes less than half an hr 28
## 835.1 60 or older Female no yes one hr or more 26
## 264.1 less than 40 Female no no more than half an hr 21
## 518 60 or older Male no no none 24
## 392 40-49 Female no no less than half an hr 33
## 21 less than 40 Male yes no one hr or more 30
## 66 40-49 Male yes yes less than half an hr 26
## 798 less than 40 Male no no less than half an hr 28
## 899 less than 40 Female yes no none 20
## 201 less than 40 Male no no less than half an hr 20
## 879 40-49 Male no no less than half an hr 38
## 764 60 or older Female yes yes none 24
## 858 50-59 Male yes no less than half an hr 32
## 592 less than 40 Male no no one hr or more 22
## 555 50-59 Male no no more than half an hr 28
## 93 less than 40 Male no no one hr or more 21
## 642 40-49 Female yes no less than half an hr 36
## 808 less than 40 Male yes no one hr or more 21
## 927 less than 40 Male yes no more than half an hr 24
## 331 less than 40 Male yes no one hr or more 21
## 608.1 less than 40 Female yes no one hr or more 27
## 318 60 or older Male yes yes less than half an hr 26
## 807 less than 40 Male no no one hr or more 21
## 309 60 or older Female yes yes less than half an hr 18
## 336 less than 40 Male no no more than half an hr 24
## 798.1 less than 40 Male no no less than half an hr 28
## 206 less than 40 Male no no less than half an hr 20
## 702 50-59 Male yes yes more than half an hr 36
## 231 50-59 Female no yes one hr or more 22
## 787 50-59 Male yes no none 24
## 293 less than 40 Male no no more than half an hr 30
## 639.1 40-49 Female yes no less than half an hr 38
## 83 less than 40 Female no no less than half an hr 17
## 204 less than 40 Male yes yes less than half an hr 28
## 602 less than 40 Female no yes one hr or more 30
## 241 40-49 Male no no one hr or more 24
## 124 50-59 Female no yes less than half an hr 31
## 299 less than 40 Male no no none 24
## 324 less than 40 Male no no less than half an hr 24
## 277 40-49 Male no yes more than half an hr 27
## 663 less than 40 Male yes no one hr or more 28
## 457.1 less than 40 Male no no one hr or more 17
## 283 40-49 Male yes no less than half an hr 22
## 558 60 or older Male no no more than half an hr 24
## 462 40-49 Female yes yes more than half an hr 33
## 575 less than 40 Female no no less than half an hr 21
## 623 50-59 Female no yes more than half an hr 42
## 658 60 or older Female yes yes less than half an hr 27
## 109 40-49 Female yes no less than half an hr 33
## 547 60 or older Female yes yes less than half an hr 18
## 501 less than 40 Male yes no more than half an hr 24
## 327 less than 40 Male no no less than half an hr 22
## 725 less than 40 Male no no none 20
## 201.1 less than 40 Male no no less than half an hr 20
## 684 less than 40 Male no yes one hr or more 17
## 95 less than 40 Male no no one hr or more 22
## 886 50-59 Male no no less than half an hr 38
## 912 less than 40 Female yes no less than half an hr 21
## 257 40-49 Male yes no one hr or more 24
## 46 40-49 Male yes no less than half an hr 21
## 65 50-59 Male no no one hr or more 27
## 430 less than 40 Male yes yes more than half an hr 27
## 590 less than 40 Female yes no more than half an hr 27
## 681 less than 40 Male yes no less than half an hr 27
## 198 less than 40 Female yes no less than half an hr 21
## 264.2 less than 40 Female no no more than half an hr 21
## 907.1 less than 40 Male yes no more than half an hr 19
## 329 less than 40 Male no no one hr or more 18
## 572 less than 40 Male no no one hr or more 25
## 761 50-59 Male yes no one hr or more 38
## 905 less than 40 Male no no less than half an hr 24
## 315 50-59 Male yes no less than half an hr 23
## 466.1 less than 40 Male yes no one hr or more 28
## 556 60 or older Male yes yes less than half an hr 26
## 493 50-59 Male yes no more than half an hr 22
## 479 40-49 Male no no one hr or more 24
## 255 50-59 Male yes no more than half an hr 22
## 619 less than 40 Male no no less than half an hr 26
## 279.1 60 or older Male no no none 27
## 316 50-59 Female no yes none 20
## 862 less than 40 Male yes no less than half an hr 33
## 772 less than 40 Male no no less than half an hr 29
## 91 less than 40 Male no no one hr or more 18
## 766 40-49 Male no no more than half an hr 23
## 553 50-59 Male yes no less than half an hr 23
## 457.2 less than 40 Male no no one hr or more 17
## 734 less than 40 Male yes no one hr or more 22
## 116 less than 40 Male no no one hr or more 22
## 306 60 or older Male yes no one hr or more 26
## 230 40-49 Male no no one hr or more 24
## 491 less than 40 Male no no one hr or more 15
## 181 60 or older Female yes yes more than half an hr 23
## 28 50-59 Male no no one hr or more 27
## 945 50-59 Female no yes one hr or more 22
## 385 50-59 Female no yes more than half an hr 42
## 302 less than 40 Male yes no none 19
## 673 less than 40 Male yes no more than half an hr 24
## 107 60 or older Male no no less than half an hr 28
## 561 less than 40 Male no no less than half an hr 23
## 586 less than 40 Female yes no one hr or more 24
## 778 less than 40 Male yes no none 19
## 579 less than 40 Male no yes less than half an hr 24
## 903 less than 40 Male no no more than half an hr 25
## 368 50-59 Female yes no less than half an hr 24
## 722 less than 40 Male no no less than half an hr 20
## 226.1 50-59 Male yes yes more than half an hr 36
## 923 less than 40 Male no yes less than half an hr 29
## 327.1 less than 40 Male no no less than half an hr 22
## 783 50-59 Male yes no one hr or more 23
## 488.1 40-49 Male no no less than half an hr 26
## 736 less than 40 Female yes no one hr or more 24
## 435 less than 40 Male yes no more than half an hr 24
## 494 less than 40 Female no no more than half an hr 24
## 608.2 less than 40 Female yes no one hr or more 27
## 941 60 or older Male no no less than half an hr 30
## 876 less than 40 Male no no more than half an hr 33
## 303 50-59 Male no no one hr or more 27
## 887 60 or older Female yes no less than half an hr 38
## 634 40-49 Female yes yes more than half an hr 36
## 482 40-49 Male no yes none 21
## 84.1 less than 40 Male no no less than half an hr 28
## 579.1 less than 40 Male no yes less than half an hr 24
## 99.1 less than 40 Female no no less than half an hr 21
## 223 50-59 Female yes no less than half an hr 35
## 179.1 40-49 Female yes no none 22
## 80.1 60 or older Male yes yes less than half an hr 26
## 362 50-59 Female no yes less than half an hr 31
## 198.1 less than 40 Female yes no less than half an hr 21
## 551 50-59 Male yes yes none 31
## 286 50-59 Female yes yes more than half an hr 40
## 383 40-49 Male yes no more than half an hr 34
## 232 less than 40 Male no no less than half an hr 30
## 111 50-59 Female yes no less than half an hr 28
## 225 40-49 Female yes no one hr or more 34
## 840 less than 40 Female no yes one hr or more 30
## 364.1 less than 40 Female no yes one hr or more 30
## 692.1 less than 40 Female yes no more than half an hr 29
## 41 60 or older Male no no none 27
## 652 less than 40 Female yes yes more than half an hr 38
## 457.3 less than 40 Male no no one hr or more 17
## 626 50-59 Male yes yes more than half an hr 27
## 460 less than 40 Female yes no less than half an hr 25
## 802 60 or older Male no yes less than half an hr 15
## 125 50-59 Male no yes less than half an hr 33
## 395.1 less than 40 Female no no less than half an hr 28
## 582.1 60 or older Male no no more than half an hr 23
## 943 40-49 Male yes yes less than half an hr 35
## 297 50-59 Male no yes less than half an hr 19
## 675 less than 40 Female yes no more than half an hr 23
## 712 60 or older Male no yes none 23
## 611 less than 40 Male yes no one hr or more 20
## 536 50-59 Female yes no none 21
## 89.1 less than 40 Male no no less than half an hr 22
## 508 40-49 Female no no one hr or more 21
## 528 40-49 Male no no more than half an hr 23
## 238 60 or older Female yes yes one hr or more 29
## 225.1 40-49 Female yes no one hr or more 34
## 536.1 50-59 Female yes no none 21
## 926 less than 40 Male yes yes more than half an hr 29
## 614 less than 40 Female yes no one hr or more 26
## 739 less than 40 Male yes no more than half an hr 24
## 50 60 or older Female yes yes none 24
## 513.1 40-49 Female yes no more than half an hr 28
## 425 less than 40 Male yes no one hr or more 28
## 442 less than 40 Male yes yes less than half an hr 28
## 309.1 60 or older Female yes yes less than half an hr 18
## 56 60 or older Female no yes less than half an hr 27
## 50.1 60 or older Female yes yes none 24
## 488.2 40-49 Male no no less than half an hr 26
## 795 less than 40 Male no no one hr or more 24
## 660.1 less than 40 Female yes no none 18
## 626.1 50-59 Male yes yes more than half an hr 27
## 619.1 less than 40 Male no no less than half an hr 26
## 388 50-59 Male yes yes more than half an hr 27
## 871 less than 40 Female no no less than half an hr 28
## 914 less than 40 Male no yes less than half an hr 28
## 937 50-59 Female yes no less than half an hr 35
## 350 50-59 Male no no less than half an hr 30
## 627 40-49 Female no no one hr or more 25
## 780 40-49 Male yes yes less than half an hr 26
## 201.2 less than 40 Male no no less than half an hr 20
## 731.1 50-59 Male yes no more than half an hr 22
## 344 60 or older Male no no more than half an hr 23
## 187 less than 40 Male yes no one hr or more 28
## 848 40-49 Female yes yes less than half an hr 26
## 872 40-49 Female yes yes more than half an hr 36
## 854 less than 40 Female yes no none 21
## 100 50-59 Male no no less than half an hr 26
## 729 less than 40 Male no no one hr or more 15
## 949.1 60 or older Male yes yes more than half an hr 27
## 664 less than 40 Female no no less than half an hr 19
## 73 50-59 Male yes no none 24
## 1 50-59 Male no yes one hr or more 39
## 782 60 or older Male yes no one hr or more 26
## 775.1 less than 40 Male no no none 24
## 932.1 less than 40 Male no no less than half an hr 23
## 917 less than 40 Male no no one hr or more 25
## 85 less than 40 Male no no less than half an hr 23
## 872.1 40-49 Female yes yes more than half an hr 36
## 632 50-59 Female no no more than half an hr 28
## 922 less than 40 Male no yes one hr or more 17
## 368.1 50-59 Female yes no less than half an hr 24
## 753 40-49 Male no yes more than half an hr 27
## 369 60 or older Male yes no more than half an hr 26
## 383.1 40-49 Male yes no more than half an hr 34
## 275 40-49 Female yes no more than half an hr 28
## 746 40-49 Female no no one hr or more 21
## 193 less than 40 Male yes no more than half an hr 19
## 380.3 less than 40 Male no no more than half an hr 24
## 515 40-49 Male no yes more than half an hr 27
## 547.1 60 or older Female yes yes less than half an hr 18
## 744.1 60 or older Female no no none 18
## 828 less than 40 Female yes no more than half an hr 27
## 370 less than 40 Female yes no one hr or more 27
## 788 60 or older Female yes yes less than half an hr 33
## 71 60 or older Female yes yes less than half an hr 18
## 910 less than 40 Male yes no one hr or more 25
## 890 less than 40 Female yes yes more than half an hr 38
## 790.1 40-49 Female no no none 23
## 948 less than 40 Male yes no more than half an hr 25
## 422.1 less than 40 Female yes no none 18
## 897 60 or older Male yes yes more than half an hr 24
## 31 less than 40 Female no no one hr or more 32
## 905.1 less than 40 Male no no less than half an hr 24
## 388.1 50-59 Male yes yes more than half an hr 27
## 693.2 less than 40 Female no no none 19
## 854.1 less than 40 Female yes no none 21
## 72 60 or older Female yes yes less than half an hr 19
## 547.2 60 or older Female yes yes less than half an hr 18
## 290 40-49 Male no no more than half an hr 23
## 52 40-49 Male no no more than half an hr 23
## 582.2 60 or older Male no no more than half an hr 23
## 600 50-59 Female no yes less than half an hr 31
## 311 50-59 Male yes no none 24
## 707 50-59 Female no yes one hr or more 22
## 674 less than 40 Female yes no less than half an hr 21
## 621 40-49 Male yes no more than half an hr 34
## 632.1 50-59 Female no no more than half an hr 28
## 671 less than 40 Male no no less than half an hr 28
## 651 less than 40 Female no no less than half an hr 33
## 308.1 less than 40 Male yes yes one hr or more 26
## 312 60 or older Female yes yes less than half an hr 33
## 73.1 50-59 Male yes no none 24
## 945.1 50-59 Female no yes one hr or more 22
## 933 less than 40 Male no no one hr or more 17
## 606 50-59 Female yes no less than half an hr 24
## 371 40-49 Male yes yes more than half an hr 21
## 350.1 50-59 Male no no less than half an hr 30
## 68.1 60 or older Male yes no one hr or more 26
## 48 50-59 Female yes yes more than half an hr 40
## 468 40-49 Male no no one hr or more 24
## 104 less than 40 Female no no less than half an hr 21
## 460.1 less than 40 Female yes no less than half an hr 25
## 317 50-59 Male no no more than half an hr 28
## 548 60 or older Female yes yes less than half an hr 19
## 509 60 or older Male no yes none 26
## 685 less than 40 Male no yes less than half an hr 26
## 871.1 less than 40 Female no no less than half an hr 28
## 498 less than 40 Female yes no one hr or more 24
## 330 less than 40 Male yes no more than half an hr 21
## 324.1 less than 40 Male no no less than half an hr 24
## 332 less than 40 Male yes no one hr or more 21
## 299.1 less than 40 Male no no none 24
## 26 less than 40 Female no no more than half an hr 21
## 723 40-49 Male yes no one hr or more 23
## 281.1 less than 40 Male yes no more than half an hr 36
## 324.2 less than 40 Male no no less than half an hr 24
## 631 50-59 Female no no less than half an hr 33
## 896 60 or older Female yes yes less than half an hr 27
## 209.1 less than 40 Male no yes less than half an hr 26
## 198.2 less than 40 Female yes no less than half an hr 21
## 805 less than 40 Male no no one hr or more 18
## 656.1 40-49 Male yes no none 24
## 705 40-49 Male yes yes less than half an hr 35
## 709.1 40-49 Male yes yes one hr or more 22
## 649 60 or older Female yes no less than half an hr 38
## 317.1 50-59 Male no no more than half an hr 28
## 566 less than 40 Male yes no more than half an hr 23
## 468.1 40-49 Male no no one hr or more 24
## 346 60 or older Male yes yes less than half an hr 32
## 316.1 50-59 Female no yes none 20
## 574 less than 40 Male no no more than half an hr 24
## 331.1 less than 40 Male yes no one hr or more 21
## 415 less than 40 Male yes no less than half an hr 32
## 622 less than 40 Male no no more than half an hr 30
## 646 40-49 Female yes no more than half an hr 36
## 765 60 or older Male no no none 18
## 657 60 or older Female yes yes more than half an hr 23
## 382 50-59 Male yes no less than half an hr 32
## 105 40-49 Female no no less than half an hr 22
## 456 less than 40 Male no no less than half an hr 23
## 601 50-59 Male no yes less than half an hr 33
## 99.2 less than 40 Female no no less than half an hr 21
## 60.1 50-59 Female yes no none 21
## 298 50-59 Female yes no none 21
## 539 less than 40 Male yes no more than half an hr 22
## 529 60 or older Male no yes less than half an hr 19
## 734.1 less than 40 Male yes no one hr or more 22
## 902 less than 40 Female no no less than half an hr 19
## 212.2 less than 40 Male yes yes more than half an hr 29
## 619.2 less than 40 Male no no less than half an hr 26
## 491.1 less than 40 Male no no one hr or more 15
## 765.1 60 or older Male no no none 18
## 776 60 or older Male no no none 31
## 808.1 less than 40 Male yes no one hr or more 21
## 740 less than 40 Female no no more than half an hr 21
## 802.1 60 or older Male no yes less than half an hr 15
## 121 60 or older Female no yes one hr or more 26
## 882 less than 40 Female no no more than half an hr 33
## 360 50-59 Female yes yes none 28
## 289.1 60 or older Male no no none 18
## 870 50-59 Female no no more than half an hr 28
## 107.1 60 or older Male no no less than half an hr 28
## 196.2 less than 40 Male yes no one hr or more 25
## 738 less than 40 Female no no one hr or more 20
## 224 40-49 Female yes yes more than half an hr 33
## 786 60 or older Female yes yes less than half an hr 19
## 728 less than 40 Female no no one hr or more 22
## 910.1 less than 40 Male yes no one hr or more 25
## 103 less than 40 Male no yes less than half an hr 24
## 636 less than 40 Female no no less than half an hr 28
## 468.2 40-49 Male no no one hr or more 24
## 272 60 or older Female yes no more than half an hr 31
## 102 less than 40 Female no no one hr or more 26
## 538 60 or older Male no no none 31
## 301 less than 40 Male yes no more than half an hr 22
## 781 50-59 Female yes no none 21
## 423 less than 40 Female yes no none 20
## 856 less than 40 Male no no more than half an hr 24
## 606.1 50-59 Female yes no less than half an hr 24
## 109.1 40-49 Female yes no less than half an hr 33
## 282 less than 40 Male yes no less than half an hr 21
## 341 less than 40 Male no yes less than half an hr 24
## 18 less than 40 Female no no more than half an hr 24
## 518.1 60 or older Male no no none 24
## 225.2 40-49 Female yes no one hr or more 34
## 227.1 60 or older Male no no less than half an hr 30
## 331.2 less than 40 Male yes no one hr or more 21
## 417 40-49 Female yes no none 22
## 210 less than 40 Male no no more than half an hr 21
## 461.1 50-59 Female yes no less than half an hr 35
## 375 less than 40 Male yes no more than half an hr 21
## 506 60 or older Female no no none 18
## 878 50-59 Female no yes more than half an hr 33
## 514 50-59 Male no yes one hr or more 24
## 521 40-49 Male yes no less than half an hr 22
## 124.1 50-59 Female no yes less than half an hr 31
## 298.1 50-59 Female yes no none 21
## 467 40-49 Male yes yes less than half an hr 35
## 471 40-49 Male yes yes one hr or more 22
## 523 50-59 Male yes no one hr or more 38
## 316.2 50-59 Female no yes none 20
## 777 less than 40 Male yes no more than half an hr 22
## 250 40-49 Male no no less than half an hr 26
## 129 40-49 Female yes no more than half an hr 17
## 905.2 less than 40 Male no no less than half an hr 24
## 886.1 50-59 Male no no less than half an hr 38
## 295 less than 40 Male no no none 18
## 96 less than 40 Male no no one hr or more 25
## 912.1 less than 40 Female yes no less than half an hr 21
## 103.1 less than 40 Male no yes less than half an hr 24
## 428 less than 40 Male no no less than half an hr 25
## 419 60 or older Female yes yes more than half an hr 23
## 651.1 less than 40 Female no no less than half an hr 33
## 487 less than 40 Male no no none 20
## 198.3 less than 40 Female yes no less than half an hr 21
## 643 less than 40 Female yes no less than half an hr 33
## 712.1 60 or older Male no yes none 23
## 634.1 40-49 Female yes yes more than half an hr 36
## 897.1 60 or older Male yes yes more than half an hr 24
## 373 less than 40 Male yes no one hr or more 20
## 230.1 40-49 Male no no one hr or more 24
## 262 less than 40 Female no no one hr or more 20
## 374 less than 40 Male no no more than half an hr 22
## 296 less than 40 Male no no less than half an hr 29
## 816 less than 40 Female no no one hr or more 26
## 470 less than 40 Male no no less than half an hr 30
## 248 less than 40 Male no no more than half an hr 20
## 288 60 or older Female yes yes none 24
## 811 50-59 Male no yes less than half an hr 20
## 631.1 50-59 Female no no less than half an hr 33
## 421 60 or older Male yes yes more than half an hr 24
## 460.2 less than 40 Female yes no less than half an hr 25
## 115 less than 40 Female no no more than half an hr 27
## 401 40-49 Female yes no less than half an hr 38
## 470.1 less than 40 Male no no less than half an hr 30
## 90 less than 40 Male yes no more than half an hr 23
## 44 less than 40 Male yes no less than half an hr 21
## 483.2 less than 40 Male no no one hr or more 24
## 581 40-49 Female no no less than half an hr 22
## 209.2 less than 40 Male no yes less than half an hr 26
## 340 less than 40 Female no no one hr or more 26
## 811.1 50-59 Male no yes less than half an hr 20
## 947 40-49 Male yes yes one hr or more 22
## 945.2 50-59 Female no yes one hr or more 22
## 722.1 less than 40 Male no no less than half an hr 20
## 902.1 less than 40 Female no no less than half an hr 19
## 14 less than 40 Female no no one hr or more 22
## 116.1 less than 40 Male no no one hr or more 22
## 19 40-49 Male yes no one hr or more 24
## 210.1 less than 40 Male no no more than half an hr 21
## 544 60 or older Male yes no one hr or more 26
## 311.1 50-59 Male yes no none 24
## 220 50-59 Female yes no one hr or more 23
## 63 less than 40 Male yes no more than half an hr 22
## 934 50-59 Female yes no one hr or more 23
## 614.1 less than 40 Female yes no one hr or more 26
## 209.3 less than 40 Male no yes less than half an hr 26
## 471.1 40-49 Male yes yes one hr or more 22
## 641 40-49 Male no no less than half an hr 38
## 306.1 60 or older Male yes no one hr or more 26
## 73.2 50-59 Male yes no none 24
## 552 40-49 Female no no none 23
## 599 less than 40 Male no yes more than half an hr 26
## 483.3 less than 40 Male no no one hr or more 24
## 591 less than 40 Female no no more than half an hr 27
## 130 50-59 Female yes no less than half an hr 24
## 817.1 less than 40 Male no yes less than half an hr 24
## 805.1 less than 40 Male no no one hr or more 18
## 667 less than 40 Male no no less than half an hr 24
## 275.1 40-49 Female yes no more than half an hr 28
## 352 less than 40 Female yes no more than half an hr 27
## 605 40-49 Female yes no more than half an hr 17
## 940 50-59 Male yes yes more than half an hr 36
## 722.2 less than 40 Male no no less than half an hr 20
## 238.1 60 or older Female yes yes one hr or more 29
## 586.1 less than 40 Female yes no one hr or more 24
## 86 less than 40 Male no no less than half an hr 24
## 729.1 less than 40 Male no no one hr or more 15
## 91.1 less than 40 Male no no one hr or more 18
## 29 40-49 Male yes no none 29
## 680 less than 40 Male yes yes less than half an hr 28
## 63.1 less than 40 Male yes no more than half an hr 22
## 214 less than 40 Male yes no less than half an hr 23
## 827 50-59 Male yes yes one hr or more 30
## 287 60 or older Male yes no none 35
## 781.1 50-59 Female yes no none 21
## 808.2 less than 40 Male yes no one hr or more 21
## 435.1 less than 40 Male yes no more than half an hr 24
## 274 60 or older Male yes no none 21
## 580.1 less than 40 Female no no less than half an hr 21
## 787.1 50-59 Male yes no none 24
## 87 less than 40 Female no no less than half an hr 19
## 925 less than 40 Male yes no less than half an hr 29
## 108 60 or older Male yes yes less than half an hr 32
## 438 less than 40 Male no yes less than half an hr 28
## 780.1 40-49 Male yes yes less than half an hr 26
## 615 less than 40 Female yes no none 21
## 367 40-49 Female yes no more than half an hr 17
## 687.1 less than 40 Male yes no less than half an hr 29
## 911 less than 40 Male yes no more than half an hr 24
## 915 less than 40 Male no no less than half an hr 20
## 610 40-49 Female yes yes less than half an hr 26
## 44.1 less than 40 Male yes no less than half an hr 21
## 796 60 or older Male no no more than half an hr 24
## 898 less than 40 Female yes no none 18
## 48.1 50-59 Female yes yes more than half an hr 40
## 357 less than 40 Male yes no more than half an hr 22
## 187.1 less than 40 Male yes no one hr or more 28
## 442.1 less than 40 Male yes yes less than half an hr 28
## 251 less than 40 Female no no less than half an hr 21
## 883 40-49 Female no no less than half an hr 38
## 82 60 or older Male no no more than half an hr 24
## 816.1 less than 40 Female no no one hr or more 26
## 708 less than 40 Male no no less than half an hr 30
## 815 50-59 Female no no less than half an hr 27
## 775.2 less than 40 Male no no none 24
## 794 60 or older Male yes yes less than half an hr 26
## 360.1 50-59 Female yes yes none 28
## 179.2 40-49 Female yes no none 22
## 25 less than 40 Male yes no more than half an hr 24
## 494.1 less than 40 Female no no more than half an hr 24
## 358 60 or older Male yes yes more than half an hr 21
## 759 40-49 Male yes no less than half an hr 22
## 601.1 50-59 Male no yes less than half an hr 33
## 703 60 or older Male no no less than half an hr 30
## 795.1 less than 40 Male no no one hr or more 24
## 556.1 60 or older Male yes yes less than half an hr 26
## 329.1 less than 40 Male no no one hr or more 18
## 192 less than 40 Male yes yes more than half an hr 27
## 940.1 50-59 Male yes yes more than half an hr 36
## 466.2 less than 40 Male yes no one hr or more 28
## 290.1 40-49 Male no no more than half an hr 23
## 837 less than 40 Male no yes more than half an hr 26
## 749 60 or older Female yes no none 26
## 599.1 less than 40 Male no yes more than half an hr 26
## 349 50-59 Female yes no less than half an hr 28
## 782.1 60 or older Male yes no one hr or more 26
## 59 50-59 Male no yes less than half an hr 19
## 56.1 60 or older Female no yes less than half an hr 27
## 75.1 50-59 Male yes yes none 31
## 393 50-59 Female no no less than half an hr 33
## 61 less than 40 Male no no none 24
## 105.1 40-49 Female no no less than half an hr 22
## 615.1 less than 40 Female yes no none 21
## 691 less than 40 Male yes no less than half an hr 23
## 930 less than 40 Female yes no more than half an hr 29
## 132 less than 40 Female yes no one hr or more 27
## 721 less than 40 Male no no one hr or more 24
## 838 50-59 Female no yes less than half an hr 31
## 317.2 50-59 Male no no more than half an hr 28
## 913 less than 40 Female yes no more than half an hr 23
## 614.2 less than 40 Female yes no one hr or more 26
## 240 50-59 Male yes yes less than half an hr 28
## 293.1 less than 40 Male no no more than half an hr 30
## 121.1 60 or older Female no yes one hr or more 26
## 102.1 less than 40 Female no no one hr or more 26
## 589 50-59 Male yes yes one hr or more 30
## 803 less than 40 Male no no less than half an hr 22
## 60.2 50-59 Female yes no none 21
## 308.2 less than 40 Male yes yes one hr or more 26
## 289.2 60 or older Male no no none 18
## 562 less than 40 Male no no less than half an hr 24
## 51 60 or older Male no no none 18
## 629 40-49 Female no no less than half an hr 28
## 131 60 or older Male yes no more than half an hr 26
## 377 less than 40 Female yes no none 21
## 357.1 less than 40 Male yes no more than half an hr 22
## 526 60 or older Female yes yes none 24
## 256 less than 40 Female no no more than half an hr 24
## 486 less than 40 Male no no more than half an hr 20
## 653 less than 40 Male yes no less than half an hr 32
## 616 less than 40 Female yes no none 21
## 915.1 less than 40 Male no no less than half an hr 20
## 231.1 50-59 Female no yes one hr or more 22
## 778.1 less than 40 Male yes no none 19
## 864 50-59 Male yes yes more than half an hr 27
## 925.1 less than 40 Male yes no less than half an hr 29
## 215 less than 40 Male yes no less than half an hr 23
## 504 50-59 Male no no one hr or more 27
## 857 less than 40 Male no no less than half an hr 26
## 428.1 less than 40 Male no no less than half an hr 25
## 719 40-49 Male no no less than half an hr 27
## 504.1 50-59 Male no no one hr or more 27
## 212.3 less than 40 Male yes yes more than half an hr 29
## 367.1 40-49 Female yes no more than half an hr 17
## 716.1 50-59 Male no yes less than half an hr 28
## 63.2 less than 40 Male yes no more than half an hr 22
## 797 less than 40 Female no no less than half an hr 17
## 866 less than 40 Female no no more than half an hr 28
## 241.1 40-49 Male no no one hr or more 24
## 864.1 50-59 Male yes yes more than half an hr 27
## 676 less than 40 Male no yes less than half an hr 28
## 500 less than 40 Female no no one hr or more 20
## 859.2 40-49 Male yes no more than half an hr 34
## 707.1 50-59 Female no yes one hr or more 22
## 423.1 less than 40 Female yes no none 20
## 803.1 less than 40 Male no no less than half an hr 22
## 398 less than 40 Female no no less than half an hr 28
## 739.1 less than 40 Male yes no more than half an hr 24
## 75.2 50-59 Male yes yes none 31
## 740.1 less than 40 Female no no more than half an hr 21
## 507 less than 40 Female no no one hr or more 32
## 276 50-59 Male no yes one hr or more 24
## 342 less than 40 Female no no less than half an hr 21
## 453 less than 40 Male yes no less than half an hr 23
## 367.2 40-49 Female yes no more than half an hr 17
## 824 less than 40 Female yes no one hr or more 24
## 676.1 less than 40 Male no yes less than half an hr 28
## 859.3 40-49 Male yes no more than half an hr 34
## 261 less than 40 Female yes no one hr or more 24
## 618 less than 40 Male no no more than half an hr 24
## 279.2 60 or older Male no no none 27
## 720.1 40-49 Male no yes none 21
## 239 50-59 Male no yes one hr or more 39
## 587 50-59 Female yes no less than half an hr 28
## 681.1 less than 40 Male yes no less than half an hr 27
## 356 less than 40 Female yes no more than half an hr 18
## 950 60 or older Male no yes none 23
## 909 less than 40 Male no no less than half an hr 28
## 571.1 less than 40 Male no no one hr or more 22
## 516.1 40-49 Male no no more than half an hr 21
## 352.1 less than 40 Female yes no more than half an hr 27
## 395.2 less than 40 Female no no less than half an hr 28
## 111.1 50-59 Female yes no less than half an hr 28
## 647 less than 40 Female no no less than half an hr 33
## 279.3 60 or older Male no no none 27
## 722.3 less than 40 Male no no less than half an hr 20
## 394 50-59 Female no no more than half an hr 28
## 439 less than 40 Male no no less than half an hr 20
## 192.1 less than 40 Male yes yes more than half an hr 27
## 752 50-59 Male no yes one hr or more 24
## 838.1 50-59 Female no yes less than half an hr 31
## 557 less than 40 Male no no one hr or more 24
## 229 40-49 Male yes yes less than half an hr 35
## 664.1 less than 40 Female no no less than half an hr 19
## 944 40-49 Male no no one hr or more 24
## 30 60 or older Female no no none 18
## 867 40-49 Female no no less than half an hr 28
## 121.2 60 or older Female no yes one hr or more 26
## 399 40-49 Male yes no more than half an hr 28
## 287.1 60 or older Male yes no none 35
## 53 60 or older Male no yes less than half an hr 19
## 233 40-49 Male yes yes one hr or more 22
## 366 less than 40 Female yes no one hr or more 29
## 532 60 or older Female no yes less than half an hr 27
## 561.1 less than 40 Male no no less than half an hr 23
## 501.1 less than 40 Male yes no more than half an hr 24
## 564 60 or older Male no yes less than half an hr 15
## 515.1 40-49 Male no yes more than half an hr 27
## 41.1 60 or older Male no no none 27
## 125.1 50-59 Male no yes less than half an hr 33
## 422.2 less than 40 Female yes no none 18
## 553.1 50-59 Male yes no less than half an hr 23
## 77 50-59 Male yes no less than half an hr 23
## 809 less than 40 Male no no one hr or more 22
## 582.3 60 or older Male no no more than half an hr 23
## 865.1 40-49 Female no no one hr or more 25
## 182 60 or older Female yes yes less than half an hr 27
## 736.1 less than 40 Female yes no one hr or more 24
## 382.1 50-59 Male yes no less than half an hr 32
## 666 less than 40 Male no no less than half an hr 25
## 191 less than 40 Male no no less than half an hr 24
## 703.1 60 or older Male no no less than half an hr 30
## 675.1 less than 40 Female yes no more than half an hr 23
## 450.1 less than 40 Male yes yes more than half an hr 29
## 819 40-49 Female no no less than half an hr 22
## 874 less than 40 Female no no less than half an hr 28
## 426 less than 40 Female no no less than half an hr 19
## 919 less than 40 Male yes no less than half an hr 27
## 601.2 50-59 Male no yes less than half an hr 33
## 460.3 less than 40 Female yes no less than half an hr 25
## 560 less than 40 Male no no less than half an hr 28
## 546.1 less than 40 Male yes yes one hr or more 26
## 643.1 less than 40 Female yes no less than half an hr 33
## 62 60 or older Male no no none 31
## 59.1 50-59 Male no yes less than half an hr 19
## 546.2 less than 40 Male yes yes one hr or more 26
## 257.1 40-49 Male yes no one hr or more 24
## 59.2 50-59 Male no yes less than half an hr 19
## 59.3 50-59 Male no yes less than half an hr 19
## 892 less than 40 Male no no more than half an hr 33
## 497 less than 40 Male yes no one hr or more 30
## 209.4 less than 40 Male no yes less than half an hr 26
## 298.2 50-59 Female yes no none 21
## 750 60 or older Male yes no none 21
## 443.1 less than 40 Male yes no less than half an hr 27
## 903.1 less than 40 Male no no more than half an hr 25
## 910.2 less than 40 Male yes no one hr or more 25
## 274.1 60 or older Male yes no none 21
## 366.1 less than 40 Female yes no one hr or more 29
## 297.1 50-59 Male no yes less than half an hr 19
## 306.2 60 or older Male yes no one hr or more 26
## 362.1 50-59 Female no yes less than half an hr 31
## 545 50-59 Male yes no one hr or more 23
## 449.1 less than 40 Male yes no less than half an hr 29
## 35.1 60 or older Female yes no none 26
## 892.1 less than 40 Male no no more than half an hr 33
## 552.1 40-49 Female no no none 23
## 939 40-49 Female yes no one hr or more 34
## 252 less than 40 Female no no one hr or more 22
## 671.1 less than 40 Male no no less than half an hr 28
## 289.3 60 or older Male no no none 18
## 933.1 less than 40 Male no no one hr or more 17
## 245 less than 40 Male no no one hr or more 24
## 806.1 less than 40 Male no no more than half an hr 21
## 942 less than 40 Male yes no one hr or more 28
## 928 less than 40 Male yes no less than half an hr 23
## 239.1 50-59 Male no yes one hr or more 39
## 855.1 less than 40 Female yes no more than half an hr 24
## 649.1 60 or older Female yes no less than half an hr 38
## 827.1 50-59 Male yes yes one hr or more 30
## 335 50-59 Male no yes less than half an hr 20
## 68.2 60 or older Male yes no one hr or more 26
## 415.1 less than 40 Male yes no less than half an hr 32
## 856.1 less than 40 Male no no more than half an hr 24
## 99.3 less than 40 Female no no less than half an hr 21
## 536.2 50-59 Female yes no none 21
## 213 less than 40 Male yes no more than half an hr 24
## 732 less than 40 Female no no more than half an hr 24
## 90.1 less than 40 Male yes no more than half an hr 23
## 94 less than 40 Male yes no one hr or more 21
## 195 less than 40 Male no no less than half an hr 28
## 109.2 40-49 Female yes no less than half an hr 33
## 424 less than 40 Female no no more than half an hr 19
## 736.2 less than 40 Female yes no one hr or more 24
## 304 40-49 Male yes yes less than half an hr 26
## 826.1 50-59 Male no no less than half an hr 30
## 515.2 40-49 Male no yes more than half an hr 27
## 70 less than 40 Male yes yes one hr or more 26
## 25.1 less than 40 Male yes no more than half an hr 24
## 364.2 less than 40 Female no yes one hr or more 30
## 321 less than 40 Female no no less than half an hr 17
## 831 less than 40 Female no no more than half an hr 23
## 891 less than 40 Male yes no less than half an hr 32
## 625.1 less than 40 Male no no one hr or more 23
## 740.2 less than 40 Female no no more than half an hr 21
## 495 40-49 Male yes no one hr or more 24
## 344.1 60 or older Male no no more than half an hr 23
## 549 50-59 Male yes no none 24
## 639.2 40-49 Female yes no less than half an hr 38
## 570 less than 40 Male yes no one hr or more 21
## 265.1 less than 40 Female no no one hr or more 20
## 644 less than 40 Female no no more than half an hr 33
## 37.1 40-49 Female yes no more than half an hr 28
## 931 less than 40 Female no no none 19
## 102.2 less than 40 Female no no one hr or more 26
## 762.1 50-59 Female yes yes more than half an hr 40
## 708.1 less than 40 Male no no less than half an hr 30
## 832 less than 40 Female yes no more than half an hr 18
## 342.1 less than 40 Female no no less than half an hr 21
## 672 less than 40 Male yes no one hr or more 25
## 394.1 50-59 Female no no more than half an hr 28
## 238.2 60 or older Female yes yes one hr or more 29
## 675.2 less than 40 Female yes no more than half an hr 23
## 844 50-59 Female yes no less than half an hr 24
## 355 less than 40 Female no no more than half an hr 23
## 83.1 less than 40 Female no no less than half an hr 17
## 855.2 less than 40 Female yes no more than half an hr 24
## 382.2 50-59 Male yes no less than half an hr 32
## 108.1 60 or older Male yes yes less than half an hr 32
## 634.2 40-49 Female yes yes more than half an hr 36
## 750.1 60 or older Male yes no none 21
## 54 less than 40 Male no no more than half an hr 26
## 920.1 less than 40 Male no no less than half an hr 20
## 613 less than 40 Male yes no more than half an hr 21
## 570.1 less than 40 Male yes no one hr or more 21
## 816.2 less than 40 Female no no one hr or more 26
## 237 60 or older Male no yes less than half an hr 27
## 465 60 or older Male no no less than half an hr 30
## 823 40-49 Female yes no less than half an hr 33
## 289.4 60 or older Male no no none 18
## 30.1 60 or older Female no no none 18
## 285.1 50-59 Male yes no one hr or more 38
## 570.2 less than 40 Male yes no one hr or more 21
## 570.3 less than 40 Male yes no one hr or more 21
## 257.2 40-49 Male yes no one hr or more 24
## 693.3 less than 40 Female no no none 19
## 543 50-59 Female yes no none 21
## 755 60 or older Male no no none 27
## 491.2 less than 40 Male no no one hr or more 15
## 774 50-59 Female yes no none 21
## 93.1 less than 40 Male no no one hr or more 21
## 337 less than 40 Female no no less than half an hr 21
## 606.2 50-59 Female yes no less than half an hr 24
## 772.1 less than 40 Male no no less than half an hr 29
## 282.1 less than 40 Male yes no less than half an hr 21
## 35.2 60 or older Female yes no none 26
## 759.1 40-49 Male yes no less than half an hr 22
## 842 less than 40 Female yes no one hr or more 29
## 907.2 less than 40 Male yes no more than half an hr 19
## 492 40-49 Female yes no none 34
## 697 40-49 Male yes no less than half an hr 24
## 504.2 50-59 Male no no one hr or more 27
## 300 60 or older Male no no none 31
## 489 less than 40 Female no no less than half an hr 21
## 834 60 or older Male yes yes more than half an hr 21
## 188 less than 40 Female no no less than half an hr 19
## 118 less than 40 Female yes no more than half an hr 18
## 296.1 less than 40 Male no no less than half an hr 29
## 439.1 less than 40 Male no no less than half an hr 20
## 566.1 less than 40 Male yes no more than half an hr 23
## 29.1 40-49 Male yes no none 29
## 196.3 less than 40 Male yes no one hr or more 25
## 469 50-59 Female no yes one hr or more 22
## 87.1 less than 40 Female no no less than half an hr 19
## 56.2 60 or older Female no yes less than half an hr 27
## 83.2 less than 40 Female no no less than half an hr 17
## 96.1 less than 40 Male no no one hr or more 25
## 312.1 60 or older Female yes yes less than half an hr 33
## 678 less than 40 Male no no more than half an hr 18
## 319 less than 40 Male no no one hr or more 24
## 367.3 40-49 Female yes no more than half an hr 17
## 469.1 50-59 Female no yes one hr or more 22
## 881.1 less than 40 Female yes no less than half an hr 33
## 428.2 less than 40 Male no no less than half an hr 25
## 385.1 50-59 Female no yes more than half an hr 42
## 417.1 40-49 Female yes no none 22
## 391 40-49 Female no no less than half an hr 28
## Smoking Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress
## 20 no no 8 6 no often not at all
## 258 no no 8 6 no often not at all
## 511 no no 7 7 no occasionally sometimes
## 907 yes yes 7 5 no occasionally not at all
## 582 no yes 7 6 yes occasionally very often
## 726 yes no 8 7 no occasionally sometimes
## 845 no yes 8 3 yes occasionally sometimes
## 790 no no 7 7 no often very often
## 89 no no 6 2 no often not at all
## 285 no yes 8 6 yes occasionally very often
## 265 no no 6 6 no very often not at all
## 380 yes yes 7 6 no often sometimes
## 770 no no 6 6 yes occasionally always
## 737 no no 4 4 yes often always
## 775 no no 10 10 no occasionally not at all
## 243 no no 8 8 no occasionally sometimes
## 436 no no 8 7 no often sometimes
## 247 no no 7 7 no occasionally sometimes
## 568 no no 5 5 no very often sometimes
## 477 no no 8 6 no occasionally sometimes
## 608 no yes 8 6 no very often very often
## 793 no yes 7 4 no occasionally sometimes
## 818 no no 8 8 no occasionally not at all
## 789 no yes 7 6 yes occasionally always
## 443 yes yes 6 6 no always sometimes
## 855 no no 8 8 yes often sometimes
## 75 no yes 7 6 yes occasionally always
## 270 no no 7 7 no occasionally sometimes
## 726.1 yes no 8 7 no occasionally sometimes
## 212 no yes 6 4 no occasionally sometimes
## 730 no no 6 6 no occasionally sometimes
## 687 no no 8 7 no often sometimes
## 793.1 no yes 7 4 no occasionally sometimes
## 628 no no 6 5 no occasionally sometimes
## 380.1 yes yes 7 6 no often sometimes
## 483 no no 8 8 no occasionally sometimes
## 334 no no 6 6 no occasionally sometimes
## 580 no no 8 8 no occasionally not at all
## 696 no no 6 5 no occasionally sometimes
## 720 no yes 10 10 no occasionally sometimes
## 596 no yes 8 4 yes occasionally sometimes
## 924 no no 7 4 no occasionally sometimes
## 826 no no 7 2 no often always
## 99 no no 8 8 no occasionally sometimes
## 859 no no 7 5 no often sometimes
## 209 no no 6 4 no very often sometimes
## 196 no no 5 5 no occasionally sometimes
## 235 no no 6 5 yes occasionally sometimes
## 822 no no 8 8 no often very often
## 194 yes yes 10 10 no often very often
## 84 yes yes 4 4 no occasionally very often
## 881 no no 6 4 no occasionally very often
## 432 yes yes 10 10 no often very often
## 200 yes yes 8 4 no always always
## 308 yes yes 5 4 yes often not at all
## 97 yes yes 6 6 no occasionally very often
## 747 no no 4 4 yes occasionally not at all
## 668 no no 7 5 no occasionally sometimes
## 865 no no 5 4 no occasionally sometimes
## 625 no no 7 5 no occasionally sometimes
## 762 no no 9 5 yes very often sometimes
## 6 no yes 10 10 no occasionally sometimes
## 466 yes yes 5 3 yes always always
## 449 no no 8 7 no often sometimes
## 463 no no 6 2 yes always very often
## 459 no no 7 5 no occasionally sometimes
## 483.1 no no 8 8 no occasionally sometimes
## 68 no no 6 5 yes occasionally not at all
## 717 no no 6 6 no occasionally sometimes
## 405 no no 6 4 no occasionally very often
## 936 no no 8 4 yes occasionally sometimes
## 119 no no 7 5 no often very often
## 281 no no 6 4 no occasionally sometimes
## 279 no no 6 6 no occasionally sometimes
## 226 yes no 6 4 yes often very often
## 531 yes yes 5 5 yes often not at all
## 461 no no 8 5 yes often very often
## 11 no no 7 7 no occasionally not at all
## 422 no no 8 8 yes often sometimes
## 639 no no 7 4 no occasionally not at all
## 519 no no 6 4 no occasionally sometimes
## 920 no no 8 6 no always not at all
## 179 no no 10 10 yes occasionally always
## 571 no no 5 2 no occasionally sometimes
## 916 no no 6 1 no always sometimes
## 196.1 no no 5 5 no occasionally sometimes
## 60 no no 8 8 yes occasionally very often
## 289 no no 5 5 no occasionally sometimes
## 513 no no 8 6 yes occasionally always
## 789.1 no yes 7 6 yes occasionally always
## 264 no no 7 7 no often not at all
## 27 no no 6 6 no very often not at all
## 835 no no 8 6 yes occasionally sometimes
## 80 no yes 6 6 yes occasionally not at all
## 441 no no 6 6 no always always
## 387 no no 7 5 no occasionally sometimes
## 496 no no 8 6 no often not at all
## 380.2 yes yes 7 6 no often sometimes
## 859.1 no no 7 5 no often sometimes
## 376 no no 7 5 no often sometimes
## 554 no no 7 4 yes occasionally sometimes
## 488 yes no 8 7 no occasionally sometimes
## 817 no no 8 8 no occasionally very often
## 212.1 no yes 6 4 no occasionally sometimes
## 744 no no 6 6 yes occasionally sometimes
## 731 no no 7 6 no occasionally sometimes
## 693 no no 9 5 no very often sometimes
## 450 no yes 6 4 no occasionally sometimes
## 457 no no 6 6 no often sometimes
## 846 no yes 8 6 no very often very often
## 650 no no 6 2 yes occasionally very often
## 516 no no 6 6 yes occasionally sometimes
## 660 no no 8 8 yes often sometimes
## 709 no no 7 6 yes occasionally sometimes
## 932 yes yes 8 6 no very often sometimes
## 806 no no 5 5 no very often sometimes
## 227 no yes 6 2 yes often always
## 37 no no 8 6 yes occasionally always
## 693.1 no no 9 5 no very often sometimes
## 397 no no 8 4 no occasionally sometimes
## 376.1 no no 7 5 no often sometimes
## 23 no no 4 4 yes often always
## 395 no no 6 3 no occasionally not at all
## 669 yes yes 7 5 no occasionally not at all
## 716 no no 8 6 yes very often sometimes
## 603 no yes 6 6 no often very often
## 35 no no 7 7 no occasionally sometimes
## 478 no no 8 6 yes very often sometimes
## 546 yes yes 5 4 yes often not at all
## 822.1 no no 8 8 no often very often
## 793.2 no yes 7 4 no occasionally sometimes
## 692 no no 6 3 no occasionally sometimes
## 949 no no 6 5 yes occasionally sometimes
## 656 no no 8 8 no occasionally sometimes
## 55 yes yes 5 5 yes often not at all
## 364 no no 7 3 no occasionally sometimes
## 402 no no 6 4 yes occasionally sometimes
## 478.1 no no 8 6 yes very often sometimes
## 835.1 no no 8 6 yes occasionally sometimes
## 264.1 no no 7 7 no often not at all
## 518 no no 6 6 no occasionally sometimes
## 392 no no 7 5 no occasionally sometimes
## 21 no yes 9 8 no occasionally sometimes
## 66 no no 10 6 yes occasionally very often
## 798 yes yes 4 4 no occasionally very often
## 899 no no 9 9 no often sometimes
## 201 no no 7 4 no often sometimes
## 879 no no 5 4 yes occasionally sometimes
## 764 no no 4 4 yes occasionally always
## 858 no no 8 4 yes occasionally sometimes
## 592 yes no 9 2 no always always
## 555 no yes 7 4 no occasionally sometimes
## 93 no no 7 6 yes often very often
## 642 no no 7 5 no occasionally sometimes
## 808 no no 9 6 no very often sometimes
## 927 yes yes 8 8 no occasionally sometimes
## 331 no no 7 6 yes often very often
## 608.1 no yes 8 6 no very often very often
## 318 no yes 6 6 yes occasionally not at all
## 807 no no 7 6 yes often very often
## 309 no no 4 3 yes occasionally sometimes
## 336 no no 8 5 no often not at all
## 798.1 yes yes 4 4 no occasionally very often
## 206 no no 8 6 no always not at all
## 702 yes no 6 4 yes often very often
## 231 no no 8 5 yes occasionally always
## 787 no yes 7 7 no occasionally always
## 293 yes yes 5 5 yes often not at all
## 639.1 no no 7 4 no occasionally not at all
## 83 no no 4 4 no occasionally sometimes
## 204 no no 6 2 no occasionally not at all
## 602 no no 7 3 no occasionally sometimes
## 241 no no 6 6 no occasionally sometimes
## 124 no no 7 4 yes occasionally very often
## 299 no no 10 10 no occasionally not at all
## 324 no no 6 6 no occasionally not at all
## 277 no no 8 8 yes occasionally not at all
## 663 yes yes 7 7 no often not at all
## 457.1 no no 6 6 no often sometimes
## 283 no no 6 6 yes occasionally sometimes
## 558 no no 7 7 no occasionally sometimes
## 462 no no 7 2 yes occasionally sometimes
## 575 no no 8 8 no occasionally sometimes
## 623 no no 7 3 yes occasionally always
## 658 no no 7 7 yes occasionally sometimes
## 109 no no 6 6 no very often very often
## 547 no no 4 3 yes occasionally sometimes
## 501 yes no 8 8 no occasionally sometimes
## 327 no no 6 2 no often not at all
## 725 no no 7 7 no occasionally not at all
## 201.1 no no 7 4 no often sometimes
## 684 no no 8 0 no occasionally not at all
## 95 no no 5 2 no occasionally sometimes
## 886 no no 6 3 yes occasionally sometimes
## 912 no no 8 7 no often sometimes
## 257 no no 11 11 no occasionally sometimes
## 46 no no 6 6 no occasionally sometimes
## 65 no no 6 4 no occasionally very often
## 430 no no 7 5 no occasionally sometimes
## 590 no no 7 6 no occasionally not at all
## 681 yes yes 6 6 no always sometimes
## 198 no no 8 7 no often sometimes
## 264.2 no no 7 7 no often not at all
## 907.1 yes yes 7 5 no occasionally not at all
## 329 no no 8 4 no occasionally sometimes
## 572 no no 6 6 no occasionally sometimes
## 761 no yes 8 6 yes occasionally very often
## 905 yes yes 10 7 no always always
## 315 no no 7 7 yes occasionally sometimes
## 466.1 yes yes 5 3 yes always always
## 556 no yes 6 6 yes occasionally not at all
## 493 no no 7 6 no occasionally sometimes
## 479 no no 6 6 no occasionally sometimes
## 255 no no 7 6 no occasionally sometimes
## 619 no yes 6 4 no occasionally very often
## 279.1 no no 6 6 no occasionally sometimes
## 316 no no 7 4 yes occasionally sometimes
## 862 no no 8 4 no occasionally sometimes
## 772 yes yes 6 5 yes often very often
## 91 no no 8 4 no occasionally sometimes
## 766 no no 7 4 no often sometimes
## 553 no no 7 7 yes occasionally sometimes
## 457.2 no no 6 6 no often sometimes
## 734 no no 8 6 no often not at all
## 116 yes no 9 2 no always always
## 306 no no 6 5 yes occasionally not at all
## 230 no yes 6 5 no occasionally not at all
## 491 no no 7 7 no occasionally very often
## 181 no no 9 9 yes occasionally always
## 28 no no 7 7 no very often not at all
## 945 no no 8 5 yes occasionally always
## 385 no no 7 3 yes occasionally always
## 302 no yes 8 8 no occasionally sometimes
## 673 no no 6 5 no occasionally sometimes
## 107 no no 8 8 yes occasionally not at all
## 561 yes no 6 3 no occasionally very often
## 586 no no 8 8 no often sometimes
## 778 no yes 8 8 no occasionally sometimes
## 579 no no 8 8 no occasionally very often
## 903 yes yes 7 5 no often sometimes
## 368 no no 8 5 yes occasionally sometimes
## 722 no no 7 7 yes occasionally sometimes
## 226.1 yes no 6 4 yes often very often
## 923 no no 6 4 no very often sometimes
## 327.1 no no 6 2 no often not at all
## 783 yes yes 5 4 yes occasionally very often
## 488.1 yes no 8 7 no occasionally sometimes
## 736 no no 4 4 yes often always
## 435 no no 6 5 no occasionally sometimes
## 494 no no 6 6 no occasionally sometimes
## 608.2 no yes 8 6 no very often very often
## 941 no yes 6 2 yes often always
## 876 no no 8 4 no occasionally sometimes
## 303 no no 6 4 no occasionally very often
## 887 no no 5 2 yes occasionally very often
## 634 no no 7 6 yes occasionally sometimes
## 482 no yes 10 10 no occasionally sometimes
## 84.1 yes yes 4 4 no occasionally very often
## 579.1 no no 8 8 no occasionally very often
## 99.1 no no 8 8 no occasionally sometimes
## 223 no no 8 5 yes often very often
## 179.1 no no 10 10 yes occasionally always
## 80.1 no yes 6 6 yes occasionally not at all
## 362 no no 7 4 yes occasionally very often
## 198.1 no no 8 7 no often sometimes
## 551 no yes 7 6 yes occasionally always
## 286 no no 9 5 yes very often sometimes
## 383 no no 7 5 no often sometimes
## 232 no yes 8 8 yes occasionally sometimes
## 111 no no 7 4 yes occasionally very often
## 225 no no 6 2 yes always very often
## 840 no no 7 3 no occasionally sometimes
## 364.1 no no 7 3 no occasionally sometimes
## 692.1 no no 6 3 no occasionally sometimes
## 41 no no 6 6 no occasionally sometimes
## 652 no no 8 4 yes occasionally sometimes
## 457.3 no no 6 6 no often sometimes
## 626 no yes 7 5 no occasionally sometimes
## 460 no no 8 4 yes occasionally sometimes
## 802 no no 4 4 yes occasionally very often
## 125 no yes 5 5 yes occasionally sometimes
## 395.1 no no 6 3 no occasionally not at all
## 582.1 no yes 7 6 yes occasionally very often
## 943 yes yes 5 2 yes very often sometimes
## 297 no yes 6 6 yes occasionally very often
## 675 no no 9 8 no often sometimes
## 712 no no 6 5 yes occasionally sometimes
## 611 no no 7 6 no occasionally not at all
## 536 no no 8 8 yes occasionally very often
## 89.1 no no 6 2 no often not at all
## 508 no no 7 7 no occasionally sometimes
## 528 no no 7 4 no often sometimes
## 238 no no 7 4 yes occasionally sometimes
## 225.1 no no 6 2 yes always very often
## 536.1 no no 8 8 yes occasionally very often
## 926 no yes 6 4 no occasionally sometimes
## 614 no no 7 5 no often sometimes
## 739 yes no 8 8 no occasionally sometimes
## 50 no no 4 4 yes occasionally always
## 513.1 no no 8 6 yes occasionally always
## 425 yes yes 7 7 no often not at all
## 442 no no 6 2 no occasionally not at all
## 309.1 no no 4 3 yes occasionally sometimes
## 56 no no 6 6 yes occasionally always
## 50.1 no no 4 4 yes occasionally always
## 488.2 yes no 8 7 no occasionally sometimes
## 795 no no 7 7 no often sometimes
## 660.1 no no 8 8 yes often sometimes
## 626.1 no yes 7 5 no occasionally sometimes
## 619.1 no yes 6 4 no occasionally very often
## 388 no yes 7 5 no occasionally sometimes
## 871 no no 6 3 no occasionally not at all
## 914 yes yes 8 4 no always always
## 937 no no 8 5 yes often very often
## 350 no no 7 2 no often always
## 627 no no 5 4 no occasionally sometimes
## 780 no no 10 6 yes occasionally very often
## 201.2 no no 7 4 no often sometimes
## 731.1 no no 7 6 no occasionally sometimes
## 344 no yes 7 6 yes occasionally very often
## 187 yes yes 7 7 no often not at all
## 848 no no 7 4 no occasionally very often
## 872 no no 7 6 yes occasionally sometimes
## 854 no yes 8 8 no occasionally sometimes
## 100 no no 6 6 no occasionally sometimes
## 729 no no 7 7 no occasionally very often
## 949.1 no no 6 5 yes occasionally sometimes
## 664 no no 8 8 no occasionally sometimes
## 73 no yes 7 7 no occasionally always
## 1 no no 8 6 no occasionally sometimes
## 782 no no 6 5 yes occasionally not at all
## 775.1 no no 10 10 no occasionally not at all
## 932.1 yes yes 8 6 no very often sometimes
## 917 no no 6 6 no always always
## 85 yes no 6 3 no occasionally very often
## 872.1 no no 7 6 yes occasionally sometimes
## 632 no no 7 3 no occasionally sometimes
## 922 no no 8 0 no occasionally not at all
## 368.1 no no 8 5 yes occasionally sometimes
## 753 no no 8 8 yes occasionally not at all
## 369 no yes 8 3 yes occasionally sometimes
## 383.1 no no 7 5 no often sometimes
## 275 no no 8 6 yes occasionally always
## 746 no no 7 7 no occasionally sometimes
## 193 yes yes 7 5 no occasionally not at all
## 380.3 yes yes 7 6 no often sometimes
## 515 no no 8 8 yes occasionally not at all
## 547.1 no no 4 3 yes occasionally sometimes
## 744.1 no no 6 6 yes occasionally sometimes
## 828 no no 7 6 no occasionally not at all
## 370 no yes 8 6 no very often very often
## 788 no no 6 5 yes occasionally sometimes
## 71 no no 4 3 yes occasionally sometimes
## 910 no no 5 5 no occasionally sometimes
## 890 no no 8 4 yes occasionally sometimes
## 790.1 no no 7 7 no often very often
## 948 no no 8 6 no often sometimes
## 422.1 no no 8 8 yes often sometimes
## 897 no yes 7 7 yes occasionally always
## 31 no no 8 8 yes occasionally sometimes
## 905.1 yes yes 10 7 no always always
## 388.1 no yes 7 5 no occasionally sometimes
## 693.2 no no 9 5 no very often sometimes
## 854.1 no yes 8 8 no occasionally sometimes
## 72 no no 9 9 yes occasionally always
## 547.2 no no 4 3 yes occasionally sometimes
## 290 no no 7 4 no often sometimes
## 52 no no 7 4 no often sometimes
## 582.2 no yes 7 6 yes occasionally very often
## 600 no no 7 4 yes occasionally very often
## 311 no yes 7 7 no occasionally always
## 707 no no 8 5 yes occasionally always
## 674 no no 8 7 no often sometimes
## 621 no no 7 5 no often sometimes
## 632.1 no no 7 3 no occasionally sometimes
## 671 no no 8 8 yes occasionally sometimes
## 651 no no 8 3 no occasionally sometimes
## 308.1 yes yes 5 4 yes often not at all
## 312 no no 6 5 yes occasionally sometimes
## 73.1 no yes 7 7 no occasionally always
## 945.1 no no 8 5 yes occasionally always
## 933 no no 6 6 no often sometimes
## 606 no no 8 5 yes occasionally sometimes
## 371 no no 6 4 yes occasionally sometimes
## 350.1 no no 7 2 no often always
## 68.1 no no 6 5 yes occasionally not at all
## 48 no no 9 5 yes very often sometimes
## 468 no yes 6 5 no occasionally not at all
## 104 no no 8 8 no occasionally not at all
## 460.1 no no 8 4 yes occasionally sometimes
## 317 no yes 7 4 no occasionally sometimes
## 548 no no 9 9 yes occasionally always
## 509 no no 4 4 yes occasionally not at all
## 685 no no 6 4 no very often sometimes
## 871.1 no no 6 3 no occasionally not at all
## 498 no no 4 4 yes often always
## 330 no no 5 5 no very often sometimes
## 324.1 no no 6 6 no occasionally not at all
## 332 no no 9 6 no very often sometimes
## 299.1 no no 10 10 no occasionally not at all
## 26 no no 7 7 no often not at all
## 723 no no 7 7 no occasionally sometimes
## 281.1 no no 6 4 no occasionally sometimes
## 324.2 no no 6 6 no occasionally not at all
## 631 no no 7 5 yes occasionally sometimes
## 896 no no 7 7 yes occasionally sometimes
## 209.1 no no 6 4 no very often sometimes
## 198.2 no no 8 7 no often sometimes
## 805 no no 8 4 no occasionally sometimes
## 656.1 no no 8 8 no occasionally sometimes
## 705 yes yes 5 2 yes very often sometimes
## 709.1 no no 7 6 yes occasionally sometimes
## 649 no no 5 2 yes occasionally very often
## 317.1 no yes 7 4 no occasionally sometimes
## 566 no no 7 3 no occasionally sometimes
## 468.1 no yes 6 5 no occasionally not at all
## 346 no no 8 8 no often very often
## 316.1 no no 7 4 yes occasionally sometimes
## 574 no no 8 5 no often not at all
## 331.1 no no 7 6 yes often very often
## 415 no no 6 4 no often sometimes
## 622 no no 7 4 no occasionally sometimes
## 646 no no 7 3 yes occasionally sometimes
## 765 no no 5 5 no occasionally sometimes
## 657 no no 9 9 yes occasionally always
## 382 no no 8 4 yes occasionally sometimes
## 105 no no 8 8 no occasionally not at all
## 456 yes yes 8 6 no very often sometimes
## 601 no yes 5 5 yes occasionally sometimes
## 99.2 no no 8 8 no occasionally sometimes
## 60.1 no no 8 8 yes occasionally very often
## 298 no no 8 8 yes occasionally very often
## 539 no no 8 8 no occasionally very often
## 529 no yes 6 6 yes often sometimes
## 734.1 no no 8 6 no often not at all
## 902 no no 8 8 no occasionally sometimes
## 212.2 no yes 6 4 no occasionally sometimes
## 619.2 no yes 6 4 no occasionally very often
## 491.1 no no 7 7 no occasionally very often
## 765.1 no no 5 5 no occasionally sometimes
## 776 no no 6 6 no occasionally very often
## 808.1 no no 9 6 no very often sometimes
## 740 no no 7 7 no often not at all
## 802.1 no no 4 4 yes occasionally very often
## 121 no no 8 6 yes occasionally sometimes
## 882 no no 7 4 no often not at all
## 360 no no 6 3 yes occasionally always
## 289.1 no no 5 5 no occasionally sometimes
## 870 no no 7 3 no occasionally sometimes
## 107.1 no no 8 8 yes occasionally not at all
## 196.2 no no 5 5 no occasionally sometimes
## 738 no no 9 9 no occasionally sometimes
## 224 no no 7 2 yes occasionally sometimes
## 786 no no 9 9 yes occasionally always
## 728 no no 8 7 no occasionally very often
## 910.1 no no 5 5 no occasionally sometimes
## 103 no no 8 8 no occasionally very often
## 636 no no 6 5 no occasionally sometimes
## 468.2 no yes 6 5 no occasionally not at all
## 272 no no 8 7 yes occasionally not at all
## 102 no no 8 6 no occasionally sometimes
## 538 no no 6 6 no occasionally very often
## 301 no no 8 8 no occasionally very often
## 781 no no 8 5 yes occasionally sometimes
## 423 no no 9 9 no often sometimes
## 856 yes yes 7 6 no often sometimes
## 606.1 no no 8 5 yes occasionally sometimes
## 109.1 no no 6 6 no very often very often
## 282 no no 6 6 no occasionally not at all
## 341 no no 8 8 no occasionally very often
## 18 no no 6 6 no occasionally sometimes
## 518.1 no no 6 6 no occasionally sometimes
## 225.2 no no 6 2 yes always very often
## 227.1 no yes 6 2 yes often always
## 331.2 no no 7 6 yes often very often
## 417 no no 10 10 yes occasionally always
## 210 no no 7 4 no occasionally sometimes
## 461.1 no no 8 5 yes often very often
## 375 yes no 8 8 no occasionally very often
## 506 no no 6 6 yes occasionally sometimes
## 878 no no 6 4 yes occasionally sometimes
## 514 no no 8 8 yes occasionally sometimes
## 521 no no 6 6 yes occasionally sometimes
## 124.1 no no 7 4 yes occasionally very often
## 298.1 no no 8 8 yes occasionally very often
## 467 yes yes 5 2 yes very often sometimes
## 471 no no 7 6 yes occasionally sometimes
## 523 no yes 8 6 yes occasionally very often
## 316.2 no no 7 4 yes occasionally sometimes
## 777 no no 8 8 no occasionally very often
## 250 yes no 8 7 no occasionally sometimes
## 129 no no 7 7 no very often sometimes
## 905.2 yes yes 10 7 no always always
## 886.1 no no 6 3 yes occasionally sometimes
## 295 yes yes 7 6 no occasionally very often
## 96 no no 6 6 no occasionally sometimes
## 912.1 no no 8 7 no often sometimes
## 103.1 no no 8 8 no occasionally very often
## 428 no yes 7 7 no often sometimes
## 419 no no 9 9 yes occasionally always
## 651.1 no no 8 3 no occasionally sometimes
## 487 no no 7 7 no occasionally not at all
## 198.3 no no 8 7 no often sometimes
## 643 no no 6 4 no occasionally very often
## 712.1 no no 6 5 yes occasionally sometimes
## 634.1 no no 7 6 yes occasionally sometimes
## 897.1 no yes 7 7 yes occasionally always
## 373 no no 7 6 no occasionally not at all
## 230.1 no yes 6 5 no occasionally not at all
## 262 no no 9 9 no occasionally sometimes
## 374 no no 6 6 no occasionally sometimes
## 296 yes yes 6 5 yes often very often
## 816 no no 8 6 no occasionally sometimes
## 470 no yes 8 8 yes occasionally sometimes
## 248 no no 8 8 no occasionally sometimes
## 288 no no 4 4 yes occasionally always
## 811 yes yes 6 6 no occasionally very often
## 631.1 no no 7 5 yes occasionally sometimes
## 421 no yes 7 7 yes occasionally always
## 460.2 no no 8 4 yes occasionally sometimes
## 115 no no 9 6 no always very often
## 401 no no 7 4 no occasionally not at all
## 470.1 no yes 8 8 yes occasionally sometimes
## 90 no no 7 3 no occasionally sometimes
## 44 no no 6 6 no occasionally not at all
## 483.2 no no 8 8 no occasionally sometimes
## 581 no no 8 8 no occasionally not at all
## 209.2 no no 6 4 no very often sometimes
## 340 no no 8 6 no occasionally sometimes
## 811.1 yes yes 6 6 no occasionally very often
## 947 no no 7 6 yes occasionally sometimes
## 945.2 no no 8 5 yes occasionally always
## 722.1 no no 7 7 yes occasionally sometimes
## 902.1 no no 8 8 no occasionally sometimes
## 14 no no 8 7 no occasionally very often
## 116.1 yes no 9 2 no always always
## 19 no no 11 11 no occasionally sometimes
## 210.1 no no 7 4 no occasionally sometimes
## 544 no no 6 5 yes occasionally not at all
## 311.1 no yes 7 7 no occasionally always
## 220 no no 6 5 no occasionally sometimes
## 63 no no 8 8 no occasionally very often
## 934 no no 6 5 no occasionally sometimes
## 614.1 no no 7 5 no often sometimes
## 209.3 no no 6 4 no very often sometimes
## 471.1 no no 7 6 yes occasionally sometimes
## 641 no no 5 4 yes occasionally sometimes
## 306.1 no no 6 5 yes occasionally not at all
## 73.2 no yes 7 7 no occasionally always
## 552 no no 7 7 no often very often
## 599 no no 6 6 no occasionally sometimes
## 483.3 no no 8 8 no occasionally sometimes
## 591 no no 9 6 no always very often
## 130 no no 8 5 yes occasionally sometimes
## 817.1 no no 8 8 no occasionally very often
## 805.1 no no 8 4 no occasionally sometimes
## 667 yes yes 10 7 no always always
## 275.1 no no 8 6 yes occasionally always
## 352 no no 7 6 no occasionally not at all
## 605 no no 7 7 no very often sometimes
## 940 yes no 6 4 yes often very often
## 722.2 no no 7 7 yes occasionally sometimes
## 238.1 no no 7 4 yes occasionally sometimes
## 586.1 no no 8 8 no often sometimes
## 86 no no 6 6 no occasionally not at all
## 729.1 no no 7 7 no occasionally very often
## 91.1 no no 8 4 no occasionally sometimes
## 29 no no 6 6 no occasionally not at all
## 680 no no 6 2 no occasionally not at all
## 63.1 no no 8 8 no occasionally very often
## 214 no no 5 5 no always sometimes
## 827 yes yes 7 7 yes often always
## 287 no no 5 5 no occasionally sometimes
## 781.1 no no 8 5 yes occasionally sometimes
## 808.2 no no 9 6 no very often sometimes
## 435.1 no no 6 5 no occasionally sometimes
## 274 no no 8 8 yes occasionally not at all
## 580.1 no no 8 8 no occasionally not at all
## 787.1 no yes 7 7 no occasionally always
## 87 no no 7 3 yes occasionally sometimes
## 925 no no 8 7 no often sometimes
## 108 no no 8 8 no often very often
## 438 yes yes 8 4 no always always
## 780.1 no no 10 6 yes occasionally very often
## 615 no yes 9 8 no occasionally sometimes
## 367 no no 7 7 no very often sometimes
## 687.1 no no 8 7 no often sometimes
## 911 no no 6 5 no occasionally sometimes
## 915 no no 7 4 no often sometimes
## 610 no no 7 4 no occasionally very often
## 44.1 no no 6 6 no occasionally not at all
## 796 no no 7 7 no occasionally sometimes
## 898 no no 8 8 yes often sometimes
## 48.1 no no 9 5 yes very often sometimes
## 357 no no 7 5 no often very often
## 187.1 yes yes 7 7 no often not at all
## 442.1 no no 6 2 no occasionally not at all
## 251 no no 6 6 no occasionally sometimes
## 883 no no 6 4 no occasionally sometimes
## 82 no no 7 7 no occasionally sometimes
## 816.1 no no 8 6 no occasionally sometimes
## 708 no yes 8 8 yes occasionally sometimes
## 815 no no 8 6 no occasionally sometimes
## 775.2 no no 10 10 no occasionally not at all
## 794 no yes 6 6 yes occasionally not at all
## 360.1 no no 6 3 yes occasionally always
## 179.2 no no 10 10 yes occasionally always
## 25 yes no 8 8 no occasionally sometimes
## 494.1 no no 6 6 no occasionally sometimes
## 358 no yes 8 4 yes occasionally sometimes
## 759 no no 6 6 yes occasionally sometimes
## 601.1 no yes 5 5 yes occasionally sometimes
## 703 no yes 6 2 yes often always
## 795.1 no no 7 7 no often sometimes
## 556.1 no yes 6 6 yes occasionally not at all
## 329.1 no no 8 4 no occasionally sometimes
## 192 no no 7 5 no occasionally sometimes
## 940.1 yes no 6 4 yes often very often
## 466.2 yes yes 5 3 yes always always
## 290.1 no no 7 4 no often sometimes
## 837 no no 6 6 no occasionally sometimes
## 749 no no 7 7 no occasionally sometimes
## 599.1 no no 6 6 no occasionally sometimes
## 349 no no 7 4 yes occasionally very often
## 782.1 no no 6 5 yes occasionally not at all
## 59 no yes 6 6 yes occasionally very often
## 56.1 no no 6 6 yes occasionally always
## 75.1 no yes 7 6 yes occasionally always
## 393 no no 7 5 yes occasionally sometimes
## 61 no no 10 10 no occasionally not at all
## 105.1 no no 8 8 no occasionally not at all
## 615.1 no yes 9 8 no occasionally sometimes
## 691 no no 5 5 no occasionally not at all
## 930 no no 6 3 no occasionally sometimes
## 132 no yes 8 6 no very often very often
## 721 no no 8 8 no occasionally sometimes
## 838 no no 7 4 yes occasionally very often
## 317.2 no yes 7 4 no occasionally sometimes
## 913 no no 9 8 no often sometimes
## 614.2 no no 7 5 no often sometimes
## 240 no no 8 6 yes very often sometimes
## 293.1 yes yes 5 5 yes often not at all
## 121.1 no no 8 6 yes occasionally sometimes
## 102.1 no no 8 6 no occasionally sometimes
## 589 yes yes 7 7 yes often always
## 803 no no 6 2 no often not at all
## 60.2 no no 8 8 yes occasionally very often
## 308.2 yes yes 5 4 yes often not at all
## 289.2 no no 5 5 no occasionally sometimes
## 562 no no 6 6 no occasionally not at all
## 51 no no 5 5 no occasionally sometimes
## 629 no no 6 4 no occasionally sometimes
## 131 no yes 8 3 yes occasionally sometimes
## 377 no yes 9 8 no occasionally sometimes
## 357.1 no no 7 5 no often very often
## 526 no no 4 4 yes occasionally always
## 256 no no 6 6 no occasionally sometimes
## 486 no no 8 8 no occasionally sometimes
## 653 no no 6 4 no often sometimes
## 616 no yes 8 8 no occasionally sometimes
## 915.1 no no 7 4 no often sometimes
## 231.1 no no 8 5 yes occasionally always
## 778.1 no yes 8 8 no occasionally sometimes
## 864 no yes 7 5 no occasionally sometimes
## 925.1 no no 8 7 no often sometimes
## 215 no no 5 5 no occasionally not at all
## 504 no no 7 7 no very often not at all
## 857 no yes 6 4 no occasionally very often
## 428.1 no yes 7 7 no often sometimes
## 719 no no 8 8 no occasionally sometimes
## 504.1 no no 7 7 no very often not at all
## 212.3 no yes 6 4 no occasionally sometimes
## 367.1 no no 7 7 no very often sometimes
## 716.1 no no 8 6 yes very often sometimes
## 63.2 no no 8 8 no occasionally very often
## 797 no no 4 4 no occasionally sometimes
## 866 no no 6 5 no occasionally sometimes
## 241.1 no no 6 6 no occasionally sometimes
## 864.1 no yes 7 5 no occasionally sometimes
## 676 yes yes 8 4 no always always
## 500 no no 9 9 no occasionally sometimes
## 859.2 no no 7 5 no often sometimes
## 707.1 no no 8 5 yes occasionally always
## 423.1 no no 9 9 no often sometimes
## 803.1 no no 6 2 no often not at all
## 398 no no 6 5 no occasionally sometimes
## 739.1 yes no 8 8 no occasionally sometimes
## 75.2 no yes 7 6 yes occasionally always
## 740.1 no no 7 7 no often not at all
## 507 no no 8 8 yes occasionally sometimes
## 276 no no 8 8 yes occasionally sometimes
## 342 no no 8 8 no occasionally not at all
## 453 no no 5 5 no occasionally not at all
## 367.2 no no 7 7 no very often sometimes
## 824 no no 8 8 no often sometimes
## 676.1 yes yes 8 4 no always always
## 859.3 no no 7 5 no often sometimes
## 261 no no 4 4 yes often always
## 618 yes yes 7 6 no often sometimes
## 279.2 no no 6 6 no occasionally sometimes
## 720.1 no yes 10 10 no occasionally sometimes
## 239 no no 8 6 no occasionally sometimes
## 587 no no 7 4 yes occasionally very often
## 681.1 yes yes 6 6 no always sometimes
## 356 no no 7 3 yes often very often
## 950 no no 6 5 yes occasionally sometimes
## 909 no no 8 8 yes occasionally sometimes
## 571.1 no no 5 2 no occasionally sometimes
## 516.1 no no 6 6 yes occasionally sometimes
## 352.1 no no 7 6 no occasionally not at all
## 395.2 no no 6 3 no occasionally not at all
## 111.1 no no 7 4 yes occasionally very often
## 647 no no 7 4 no occasionally sometimes
## 279.3 no no 6 6 no occasionally sometimes
## 722.3 no no 7 7 yes occasionally sometimes
## 394 no no 7 3 no occasionally sometimes
## 439 no no 7 4 no often sometimes
## 192.1 no no 7 5 no occasionally sometimes
## 752 no no 8 8 yes occasionally sometimes
## 838.1 no no 7 4 yes occasionally very often
## 557 no no 7 7 no often sometimes
## 229 yes yes 5 2 yes very often sometimes
## 664.1 no no 8 8 no occasionally sometimes
## 944 no yes 6 5 no occasionally not at all
## 30 no no 6 6 yes occasionally sometimes
## 867 no no 6 4 no occasionally sometimes
## 121.2 no no 8 6 yes occasionally sometimes
## 399 no no 7 5 no occasionally sometimes
## 287.1 no no 5 5 no occasionally sometimes
## 53 no yes 6 6 yes often sometimes
## 233 no no 7 6 yes occasionally sometimes
## 366 no no 6 6 no often sometimes
## 532 no no 6 6 yes occasionally always
## 561.1 yes no 6 3 no occasionally very often
## 501.1 yes no 8 8 no occasionally sometimes
## 564 no no 4 4 yes occasionally very often
## 515.1 no no 8 8 yes occasionally not at all
## 41.1 no no 6 6 no occasionally sometimes
## 125.1 no yes 5 5 yes occasionally sometimes
## 422.2 no no 8 8 yes often sometimes
## 553.1 no no 7 7 yes occasionally sometimes
## 77 no no 7 7 yes occasionally sometimes
## 809 no no 5 2 no occasionally sometimes
## 582.3 no yes 7 6 yes occasionally very often
## 865.1 no no 5 4 no occasionally sometimes
## 182 no no 7 7 yes occasionally sometimes
## 736.1 no no 4 4 yes often always
## 382.1 no no 8 4 yes occasionally sometimes
## 666 no yes 7 7 no often sometimes
## 191 yes yes 10 7 no always always
## 703.1 no yes 6 2 yes often always
## 675.1 no no 9 8 no often sometimes
## 450.1 no yes 6 4 no occasionally sometimes
## 819 no no 8 8 no occasionally not at all
## 874 no no 6 5 no occasionally sometimes
## 426 no no 8 8 no occasionally sometimes
## 919 yes yes 6 6 no always sometimes
## 601.2 no yes 5 5 yes occasionally sometimes
## 460.3 no no 8 4 yes occasionally sometimes
## 560 yes yes 4 4 no occasionally very often
## 546.1 yes yes 5 4 yes often not at all
## 643.1 no no 6 4 no occasionally very often
## 62 no no 6 6 no occasionally very often
## 59.1 no yes 6 6 yes occasionally very often
## 546.2 yes yes 5 4 yes often not at all
## 257.1 no no 11 11 no occasionally sometimes
## 59.2 no yes 6 6 yes occasionally very often
## 59.3 no yes 6 6 yes occasionally very often
## 892 no no 8 3 no often sometimes
## 497 no yes 9 8 no occasionally sometimes
## 209.4 no no 6 4 no very often sometimes
## 298.2 no no 8 8 yes occasionally very often
## 750 no no 8 8 yes occasionally not at all
## 443.1 yes yes 6 6 no always sometimes
## 903.1 yes yes 7 5 no often sometimes
## 910.2 no no 5 5 no occasionally sometimes
## 274.1 no no 8 8 yes occasionally not at all
## 366.1 no no 6 6 no often sometimes
## 297.1 no yes 6 6 yes occasionally very often
## 306.2 no no 6 5 yes occasionally not at all
## 362.1 no no 7 4 yes occasionally very often
## 545 yes yes 5 4 yes occasionally very often
## 449.1 no no 8 7 no often sometimes
## 35.1 no no 7 7 no occasionally sometimes
## 892.1 no no 8 3 no often sometimes
## 552.1 no no 7 7 no often very often
## 939 no no 6 2 yes always very often
## 252 no no 8 7 no occasionally very often
## 671.1 no no 8 8 yes occasionally sometimes
## 289.3 no no 5 5 no occasionally sometimes
## 933.1 no no 6 6 no often sometimes
## 245 no no 8 8 no occasionally sometimes
## 806.1 no no 5 5 no very often sometimes
## 942 yes yes 5 3 yes always always
## 928 no no 5 5 no always sometimes
## 239.1 no no 8 6 no occasionally sometimes
## 855.1 no no 8 8 yes often sometimes
## 649.1 no no 5 2 yes occasionally very often
## 827.1 yes yes 7 7 yes often always
## 335 yes yes 6 6 no occasionally very often
## 68.2 no no 6 5 yes occasionally not at all
## 415.1 no no 6 4 no often sometimes
## 856.1 yes yes 7 6 no often sometimes
## 99.3 no no 8 8 no occasionally sometimes
## 536.2 no no 8 8 yes occasionally very often
## 213 yes yes 8 8 no occasionally sometimes
## 732 no no 6 6 no occasionally sometimes
## 90.1 no no 7 3 no occasionally sometimes
## 94 no no 9 6 no very often sometimes
## 195 no no 8 8 yes occasionally sometimes
## 109.2 no no 6 6 no very often very often
## 424 no no 7 7 no occasionally sometimes
## 736.2 no no 4 4 yes often always
## 304 no no 10 6 yes occasionally very often
## 826.1 no no 7 2 no often always
## 515.2 no no 8 8 yes occasionally not at all
## 70 yes yes 5 4 yes often not at all
## 25.1 yes no 8 8 no occasionally sometimes
## 364.2 no no 7 3 no occasionally sometimes
## 321 no no 4 4 no occasionally sometimes
## 831 no no 5 4 no often very often
## 891 no no 6 4 no often sometimes
## 625.1 no no 7 5 no occasionally sometimes
## 740.2 no no 7 7 no often not at all
## 495 no no 11 11 no occasionally sometimes
## 344.1 no yes 7 6 yes occasionally very often
## 549 no yes 7 7 no occasionally always
## 639.2 no no 7 4 no occasionally not at all
## 570 no no 9 6 no very often sometimes
## 265.1 no no 6 6 no very often not at all
## 644 no no 7 4 no often not at all
## 37.1 no no 8 6 yes occasionally always
## 931 no no 9 5 no very often sometimes
## 102.2 no no 8 6 no occasionally sometimes
## 762.1 no no 9 5 yes very often sometimes
## 708.1 no yes 8 8 yes occasionally sometimes
## 832 no no 7 3 yes often very often
## 342.1 no no 8 8 no occasionally not at all
## 672 no no 5 5 no occasionally sometimes
## 394.1 no no 7 3 no occasionally sometimes
## 238.2 no no 7 4 yes occasionally sometimes
## 675.2 no no 9 8 no often sometimes
## 844 no no 8 5 yes occasionally sometimes
## 355 no no 5 4 no often very often
## 83.1 no no 4 4 no occasionally sometimes
## 855.2 no no 8 8 yes often sometimes
## 382.2 no no 8 4 yes occasionally sometimes
## 108.1 no no 8 8 no often very often
## 634.2 no no 7 6 yes occasionally sometimes
## 750.1 no no 8 8 yes occasionally not at all
## 54 yes yes 8 6 no occasionally sometimes
## 920.1 no no 8 6 no always not at all
## 613 yes no 8 8 no occasionally very often
## 570.1 no no 9 6 no very often sometimes
## 816.2 no no 8 6 no occasionally sometimes
## 237 no yes 6 5 yes occasionally very often
## 465 no yes 6 2 yes often always
## 823 no no 6 6 no very often very often
## 289.4 no no 5 5 no occasionally sometimes
## 30.1 no no 6 6 yes occasionally sometimes
## 285.1 no yes 8 6 yes occasionally very often
## 570.2 no no 9 6 no very often sometimes
## 570.3 no no 9 6 no very often sometimes
## 257.2 no no 11 11 no occasionally sometimes
## 693.3 no no 9 5 no very often sometimes
## 543 no no 8 5 yes occasionally sometimes
## 755 no no 6 6 no occasionally sometimes
## 491.2 no no 7 7 no occasionally very often
## 774 no no 8 8 yes occasionally very often
## 93.1 no no 7 6 yes often very often
## 337 no no 8 8 no occasionally sometimes
## 606.2 no no 8 5 yes occasionally sometimes
## 772.1 yes yes 6 5 yes often very often
## 282.1 no no 6 6 no occasionally not at all
## 35.2 no no 7 7 no occasionally sometimes
## 759.1 no no 6 6 yes occasionally sometimes
## 842 no no 6 6 no often sometimes
## 907.2 yes yes 7 5 no occasionally not at all
## 492 no no 6 6 no occasionally sometimes
## 697 no no 7 5 no occasionally sometimes
## 504.2 no no 7 7 no very often not at all
## 300 no no 6 6 no occasionally very often
## 489 no no 6 6 no occasionally sometimes
## 834 no yes 8 4 yes occasionally sometimes
## 188 no no 8 8 no occasionally sometimes
## 118 no no 7 3 yes often very often
## 296.1 yes yes 6 5 yes often very often
## 439.1 no no 7 4 no often sometimes
## 566.1 no no 7 3 no occasionally sometimes
## 29.1 no no 6 6 no occasionally not at all
## 196.3 no no 5 5 no occasionally sometimes
## 469 no no 8 5 yes occasionally always
## 87.1 no no 7 3 yes occasionally sometimes
## 56.2 no no 6 6 yes occasionally always
## 83.2 no no 4 4 no occasionally sometimes
## 96.1 no no 6 6 no occasionally sometimes
## 312.1 no no 6 5 yes occasionally sometimes
## 678 no no 6 1 no always sometimes
## 319 no no 7 7 no often sometimes
## 367.3 no no 7 7 no very often sometimes
## 469.1 no no 8 5 yes occasionally always
## 881.1 no no 6 4 no occasionally very often
## 428.2 no yes 7 7 no often sometimes
## 385.1 no no 7 3 yes occasionally always
## 417.1 no no 10 10 yes occasionally always
## 391 no no 6 4 no occasionally sometimes
## BPLevel Pregancies Pdiabetes UriationFreq Diabetic
## 20 normal 0 0 not much no
## 258 normal 0 0 not much no
## 511 normal 3 0 not much no
## 907 normal 0 0 not much no
## 582 high 0 0 quite often yes
## 726 normal 0 0 not much no
## 845 normal 0 0 quite often yes
## 790 normal 1 0 not much no
## 89 normal 0 0 quite often no
## 285 normal 0 0 not much yes
## 265 normal 0 0 not much no
## 380 normal 0 0 not much no
## 770 high 0 0 quite often yes
## 737 normal 3 0 not much yes
## 775 normal 0 0 not much no
## 243 normal 0 0 not much yes
## 436 normal 0 0 not much no
## 247 normal 0 0 not much yes
## 568 normal 0 0 not much no
## 477 high 0 0 not much no
## 608 normal 0 0 not much no
## 793 high 0 0 not much no
## 818 normal 3 yes not much yes
## 789 high 0 0 not much yes
## 443 normal 0 0 quite often no
## 855 normal 0 0 quite often no
## 75 high 0 0 not much yes
## 270 normal 3 0 quite often no
## 726.1 normal 0 0 not much no
## 212 normal 0 0 quite often no
## 730 normal 3 0 not much no
## 687 low 0 0 not much no
## 793.1 high 0 0 not much no
## 628 normal 0 0 not much no
## 380.1 normal 0 0 not much no
## 483 normal 0 0 not much no
## 334 normal 0 0 not much no
## 580 normal 3 0 not much yes
## 696 high 2 0 not much no
## 720 high 0 0 not much yes
## 596 normal 0 0 quite often yes
## 924 normal 0 0 quite often no
## 826 normal 0 0 not much no
## 99 normal 0 0 quite often no
## 859 normal 0 0 quite often no
## 209 normal 0 0 quite often no
## 196 normal 0 0 not much no
## 235 high 0 0 quite often yes
## 822 high 0 0 not much yes
## 194 normal 0 0 quite often no
## 84 normal 0 0 not much no
## 881 normal 0 0 quite often no
## 432 normal 0 0 quite often no
## 200 normal 0 0 not much no
## 308 high 0 0 not much yes
## 97 high 0 0 quite often no
## 747 high 0 0 not much yes
## 668 high 0 0 not much no
## 865 normal 0 0 not much no
## 625 normal 0 0 not much no
## 762 high 2 yes not much yes
## 6 high 0 0 not much yes
## 466 normal 0 0 quite often yes
## 449 low 0 0 not much no
## 463 normal 0 0 quite often yes
## 459 normal 0 0 not much no
## 483.1 normal 0 0 not much no
## 68 normal 0 0 not much yes
## 717 normal 0 0 not much no
## 405 normal 0 0 quite often no
## 936 normal 0 0 not much no
## 119 normal 0 0 not much no
## 281 normal 0 0 not much no
## 279 normal 0 0 not much no
## 226 high 0 0 not much yes
## 531 normal 1 0 not much no
## 461 normal 2 0 quite often yes
## 11 normal 0 0 not much no
## 422 normal 0 0 not much no
## 639 normal 0 0 quite often no
## 519 normal 0 0 not much no
## 920 normal 0 0 not much no
## 179 normal 2 0 not much no
## 571 normal 0 0 not much no
## 916 normal 0 0 quite often no
## 196.1 normal 0 0 not much no
## 60 normal 0 0 quite often yes
## 289 normal 0 0 not much no
## 513 normal 2 0 not much yes
## 789.1 high 0 0 not much yes
## 264 normal 0 0 not much no
## 27 normal 0 0 not much no
## 835 normal 0 0 not much yes
## 80 high 0 0 not much no
## 441 normal 0 0 not much no
## 387 normal 0 0 not much no
## 496 normal 0 0 not much no
## 380.2 normal 0 0 not much no
## 859.1 normal 0 0 quite often no
## 376 low 0 0 not much no
## 554 high 1 0 not much yes
## 488 normal 0 0 not much no
## 817 normal 0 0 not much no
## 212.1 normal 0 0 quite often no
## 744 normal 3 0 quite often yes
## 731 normal 0 0 not much no
## 693 normal 2 0 not much no
## 450 normal 0 0 quite often no
## 457 normal 0 0 not much no
## 846 normal 0 0 not much no
## 650 high 0 0 quite often yes
## 516 normal 0 0 not much yes
## 660 normal 0 0 not much no
## 709 high 0 0 not much yes
## 932 normal 0 0 not much no
## 806 normal 0 0 not much no
## 227 high 0 0 not much yes
## 37 normal 2 0 not much yes
## 693.1 normal 2 0 not much no
## 397 normal 0 0 quite often no
## 376.1 low 0 0 not much no
## 23 normal 3 0 not much yes
## 395 normal 0 0 quite often no
## 669 normal 0 0 not much no
## 716 normal 0 0 not much no
## 603 normal 0 0 not much no
## 35 normal 3 0 not much no
## 478 normal 0 0 not much no
## 546 high 0 0 not much yes
## 822.1 high 0 0 not much yes
## 793.2 high 0 0 not much no
## 692 normal 0 0 quite often no
## 949 high 0 0 quite often yes
## 656 normal 0 0 not much yes
## 55 normal 1 0 not much no
## 364 normal 0 0 not much no
## 402 high 0 0 quite often yes
## 478.1 normal 0 0 not much no
## 835.1 normal 0 0 not much yes
## 264.1 normal 0 0 not much no
## 518 normal 0 0 not much yes
## 392 normal 0 0 not much no
## 21 normal 0 0 not much no
## 66 high 0 0 quite often yes
## 798 normal 0 0 not much no
## 899 normal 0 0 not much no
## 201 normal 0 0 quite often no
## 879 normal 0 0 quite often no
## 764 high 3 0 quite often yes
## 858 normal 0 0 not much no
## 592 high 0 0 quite often no
## 555 high 0 0 not much no
## 93 normal 0 0 not much no
## 642 normal 0 0 quite often no
## 808 normal 0 0 not much no
## 927 high 0 0 not much no
## 331 normal 0 0 not much no
## 608.1 normal 0 0 not much no
## 318 high 0 0 not much yes
## 807 normal 0 0 not much no
## 309 high 0 0 not much yes
## 336 normal 0 0 not much no
## 798.1 normal 0 0 not much no
## 206 normal 0 0 not much no
## 702 high 0 0 not much yes
## 231 normal 3 0 not much yes
## 787 normal 0 0 not much no
## 293 normal 1 0 not much no
## 639.1 normal 0 0 quite often no
## 83 normal 0 0 quite often no
## 204 high 0 0 quite often no
## 602 normal 0 0 not much no
## 241 normal 0 0 not much no
## 124 high 0 0 quite often no
## 299 normal 0 0 not much no
## 324 normal 0 0 not much no
## 277 high 0 0 not much yes
## 663 normal 0 0 not much yes
## 457.1 normal 0 0 not much no
## 283 normal 0 0 not much no
## 558 normal 0 0 quite often yes
## 462 high 0 0 quite often yes
## 575 normal 0 0 quite often no
## 623 high 0 0 not much no
## 658 high 3 0 quite often yes
## 109 normal 2 yes not much yes
## 547 high 0 0 not much yes
## 501 normal 0 0 not much no
## 327 normal 0 0 quite often no
## 725 normal 0 0 not much no
## 201.1 normal 0 0 quite often no
## 684 normal 0 0 not much no
## 95 normal 0 0 not much no
## 886 normal 0 0 quite often no
## 912 normal 0 0 not much no
## 257 normal 0 0 not much no
## 46 low 0 0 not much no
## 65 normal 0 0 not much no
## 430 high 0 0 not much no
## 590 normal 0 0 not much no
## 681 normal 0 0 quite often no
## 198 normal 0 0 not much no
## 264.2 normal 0 0 not much no
## 907.1 normal 0 0 not much no
## 329 normal 0 0 quite often no
## 572 normal 0 0 not much no
## 761 normal 0 0 not much yes
## 905 normal 0 0 not much no
## 315 normal 0 0 not much yes
## 466.1 normal 0 0 quite often yes
## 556 high 0 0 not much no
## 493 normal 0 0 not much no
## 479 normal 0 0 not much no
## 255 normal 0 0 not much yes
## 619 normal 0 0 not much no
## 279.1 normal 0 0 not much no
## 316 high 1 0 not much yes
## 862 normal 0 0 not much no
## 772 normal 0 0 not much no
## 91 normal 0 0 quite often no
## 766 normal 2 0 not much no
## 553 normal 0 0 not much yes
## 457.2 normal 0 0 not much no
## 734 normal 0 0 not much no
## 116 high 0 yes quite often no
## 306 normal 0 0 not much yes
## 230 normal 0 0 not much no
## 491 normal 0 0 not much no
## 181 high 3 0 quite often yes
## 28 normal 0 0 not much no
## 945 normal 3 0 not much yes
## 385 high 0 0 not much no
## 302 normal 0 0 not much no
## 673 normal 0 0 not much no
## 107 normal 0 0 quite often yes
## 561 normal 0 0 not much no
## 586 normal 0 0 not much no
## 778 normal 0 0 not much no
## 579 normal 0 0 not much no
## 903 normal 0 0 quite often no
## 368 normal 2 0 not much no
## 722 low 0 0 not much no
## 226.1 high 0 0 not much yes
## 923 normal 0 0 quite often no
## 327.1 normal 0 0 quite often no
## 783 normal 0 0 not much yes
## 488.1 normal 0 0 not much no
## 736 normal 3 0 quite often yes
## 435 normal 0 0 not much no
## 494 normal 2 0 quite often no
## 608.2 normal 0 0 not much no
## 941 high 0 0 not much yes
## 876 normal 0 0 not much no
## 303 normal 0 0 not much no
## 887 high 0 0 quite often yes
## 634 normal 0 0 quite often no
## 482 high 0 0 not much yes
## 84.1 normal 0 0 not much no
## 579.1 normal 0 0 not much no
## 99.1 normal 0 0 quite often no
## 223 normal 2 0 quite often yes
## 179.1 normal 2 0 not much no
## 80.1 high 0 0 not much no
## 362 high 0 0 quite often no
## 198.1 normal 0 0 not much no
## 551 high 0 0 not much yes
## 286 high 2 yes not much yes
## 383 normal 0 0 quite often no
## 232 normal 0 0 not much yes
## 111 high 0 0 quite often yes
## 225 normal 0 0 quite often yes
## 840 normal 0 0 not much no
## 364.1 normal 0 0 not much no
## 692.1 normal 0 0 quite often no
## 41 normal 0 0 not much no
## 652 normal 0 0 quite often no
## 457.3 normal 0 0 not much no
## 626 high 0 0 not much no
## 460 normal 0 0 not much no
## 802 high 0 0 quite often no
## 125 high 0 0 not much no
## 395.1 normal 0 0 quite often no
## 582.1 high 0 0 quite often yes
## 943 high 0 0 not much yes
## 297 high 0 0 not much yes
## 675 normal 0 0 not much no
## 712 high 0 0 not much no
## 611 normal 0 0 not much no
## 536 normal 0 0 quite often yes
## 89.1 normal 0 0 quite often no
## 508 normal 3 0 quite often no
## 528 normal 2 0 not much no
## 238 high 2 0 quite often yes
## 225.1 normal 0 0 quite often yes
## 536.1 normal 0 0 quite often yes
## 926 normal 0 0 quite often no
## 614 low 0 0 not much no
## 739 normal 0 0 not much no
## 50 high 3 0 quite often yes
## 513.1 normal 2 0 not much yes
## 425 normal 0 0 not much yes
## 442 high 0 0 quite often no
## 309.1 high 0 0 not much yes
## 56 high 0 0 quite often yes
## 50.1 high 3 0 quite often yes
## 488.2 normal 0 0 not much no
## 795 normal 0 0 not much no
## 660.1 normal 0 0 not much no
## 626.1 high 0 0 not much no
## 619.1 normal 0 0 not much no
## 388 high 0 0 not much no
## 871 normal 0 0 quite often no
## 914 normal 0 0 not much no
## 937 normal 2 0 quite often yes
## 350 normal 0 0 not much no
## 627 normal 0 0 not much no
## 780 high 0 0 quite often yes
## 201.2 normal 0 0 quite often no
## 731.1 normal 0 0 not much no
## 344 high 0 0 quite often yes
## 187 normal 0 0 not much yes
## 848 high 0 0 quite often no
## 872 normal 0 0 quite often no
## 854 normal 0 0 not much no
## 100 normal 0 0 not much no
## 729 normal 0 0 not much no
## 949.1 high 0 0 quite often yes
## 664 normal 0 0 not much no
## 73 normal 0 0 not much no
## 1 high 0 0 not much no
## 782 normal 0 0 not much yes
## 775.1 normal 0 0 not much no
## 932.1 normal 0 0 not much no
## 917 normal 0 0 not much no
## 85 normal 0 0 not much no
## 872.1 normal 0 0 quite often no
## 632 normal 0 0 quite often no
## 922 normal 0 0 not much no
## 368.1 normal 2 0 not much no
## 753 high 0 0 not much yes
## 369 normal 0 0 quite often yes
## 383.1 normal 0 0 quite often no
## 275 normal 2 0 not much yes
## 746 normal 3 0 quite often no
## 193 normal 0 0 not much no
## 380.3 normal 0 0 not much no
## 515 high 0 0 not much yes
## 547.1 high 0 0 not much yes
## 744.1 normal 3 0 quite often yes
## 828 normal 0 0 not much no
## 370 normal 0 0 not much no
## 788 high 2 0 not much yes
## 71 high 0 0 not much yes
## 910 normal 0 0 not much no
## 890 normal 0 0 quite often no
## 790.1 normal 1 0 not much no
## 948 normal 0 0 not much yes
## 422.1 normal 0 0 not much no
## 897 high 0 0 not much yes
## 31 normal 3 0 not much no
## 905.1 normal 0 0 not much no
## 388.1 high 0 0 not much no
## 693.2 normal 2 0 not much no
## 854.1 normal 0 0 not much no
## 72 high 4 0 quite often yes
## 547.2 high 0 0 not much yes
## 290 normal 2 0 not much no
## 52 normal 2 0 not much no
## 582.2 high 0 0 quite often yes
## 600 high 0 0 quite often no
## 311 normal 0 0 not much no
## 707 normal 3 0 not much yes
## 674 normal 0 0 not much no
## 621 normal 0 0 quite often no
## 632.1 normal 0 0 quite often no
## 671 normal 0 0 quite often no
## 651 normal 0 0 quite often no
## 308.1 high 0 0 not much yes
## 312 high 2 0 not much yes
## 73.1 normal 0 0 not much no
## 945.1 normal 3 0 not much yes
## 933 normal 0 0 not much no
## 606 normal 2 0 not much no
## 371 normal 0 0 not much yes
## 350.1 normal 0 0 not much no
## 68.1 normal 0 0 not much yes
## 48 high 2 yes not much yes
## 468 normal 0 0 not much no
## 104 normal 3 yes not much yes
## 460.1 normal 0 0 not much no
## 317 high 0 0 not much yes
## 548 high 4 0 quite often yes
## 509 high 0 0 not much yes
## 685 normal 0 0 quite often no
## 871.1 normal 0 0 quite often no
## 498 normal 3 0 quite often yes
## 330 normal 0 0 not much no
## 324.1 normal 0 0 not much no
## 332 normal 0 0 not much no
## 299.1 normal 0 0 not much no
## 26 normal 0 0 not much no
## 723 normal 0 0 not much no
## 281.1 normal 0 0 not much no
## 324.2 normal 0 0 not much no
## 631 normal 0 0 quite often yes
## 896 high 3 0 quite often yes
## 209.1 normal 0 0 quite often no
## 198.2 normal 0 0 not much no
## 805 normal 0 0 quite often no
## 656.1 normal 0 0 not much yes
## 705 high 0 0 not much yes
## 709.1 high 0 0 not much yes
## 649 high 0 0 quite often yes
## 317.1 high 0 0 not much yes
## 566 high 0 0 not much no
## 468.1 normal 0 0 not much no
## 346 high 0 0 not much yes
## 316.1 high 1 0 not much yes
## 574 normal 0 0 not much no
## 331.1 normal 0 0 not much no
## 415 normal 0 0 quite often no
## 622 normal 0 0 not much no
## 646 normal 0 0 quite often no
## 765 normal 0 0 not much no
## 657 high 3 0 quite often yes
## 382 normal 0 0 not much yes
## 105 normal 3 yes not much no
## 456 normal 0 0 not much no
## 601 high 0 0 not much no
## 99.2 normal 0 0 quite often no
## 60.1 normal 0 0 quite often yes
## 298 normal 0 0 quite often yes
## 539 normal 0 0 not much no
## 529 high 1 0 not much no
## 734.1 normal 0 0 not much no
## 902 normal 0 0 not much no
## 212.2 normal 0 0 quite often no
## 619.2 normal 0 0 not much no
## 491.1 normal 0 0 not much no
## 765.1 normal 0 0 not much no
## 776 normal 0 0 not much no
## 808.1 normal 0 0 not much no
## 740 normal 0 0 not much no
## 802.1 high 0 0 quite often no
## 121 normal 0 yes not much yes
## 882 normal 0 0 quite often no
## 360 high 2 0 not much yes
## 289.1 normal 0 0 not much no
## 870 normal 0 0 quite often no
## 107.1 normal 0 0 quite often yes
## 196.2 normal 0 0 not much no
## 738 normal 2 0 not much no
## 224 high 0 0 quite often yes
## 786 high 4 0 quite often yes
## 728 normal 2 0 not much no
## 910.1 normal 0 0 not much no
## 103 normal 0 0 not much no
## 636 normal 0 0 not much no
## 468.2 normal 0 0 not much no
## 272 normal 3 0 not much yes
## 102 low 0 0 not much no
## 538 normal 0 0 not much yes
## 301 normal 0 0 not much no
## 781 normal 0 0 not much yes
## 423 normal 0 0 not much no
## 856 normal 0 0 not much no
## 606.1 normal 2 0 not much no
## 109.1 normal 2 yes not much yes
## 282 normal 0 0 not much no
## 341 normal 0 0 not much no
## 18 normal 2 0 quite often no
## 518.1 normal 0 0 not much yes
## 225.2 normal 0 0 quite often yes
## 227.1 high 0 0 not much yes
## 331.2 normal 0 0 not much no
## 417 normal 2 0 not much no
## 210 normal 0 0 quite often no
## 461.1 normal 2 0 quite often yes
## 375 normal 0 0 not much no
## 506 normal 3 0 quite often yes
## 878 high 0 0 quite often no
## 514 high 0 0 not much yes
## 521 normal 0 0 not much no
## 124.1 high 0 0 quite often no
## 298.1 normal 0 0 quite often yes
## 467 high 0 0 not much yes
## 471 high 0 0 not much yes
## 523 normal 0 0 not much yes
## 316.2 high 1 0 not much yes
## 777 normal 0 0 not much no
## 250 normal 0 0 not much no
## 129 normal 3 0 not much no
## 905.2 normal 0 0 not much no
## 886.1 normal 0 0 quite often no
## 295 normal 0 0 not much no
## 96 normal 0 0 not much no
## 912.1 normal 0 0 not much no
## 103.1 normal 0 0 not much no
## 428 normal 0 0 not much no
## 419 high 3 0 quite often yes
## 651.1 normal 0 0 quite often no
## 487 normal 0 0 not much no
## 198.3 normal 0 0 not much no
## 643 normal 0 0 quite often no
## 712.1 high 0 0 not much no
## 634.1 normal 0 0 quite often no
## 897.1 high 0 0 not much yes
## 373 normal 0 0 not much no
## 230.1 normal 0 0 not much no
## 262 normal 2 0 not much no
## 374 low 0 0 not much no
## 296 normal 0 0 not much no
## 816 low 0 0 not much no
## 470 normal 0 0 not much yes
## 248 normal 0 0 not much no
## 288 high 3 0 quite often yes
## 811 high 0 0 quite often no
## 631.1 normal 0 0 quite often yes
## 421 high 0 0 not much yes
## 460.2 normal 0 0 not much no
## 115 high 0 0 not much no
## 401 normal 0 0 quite often no
## 470.1 normal 0 0 not much yes
## 90 high 0 0 not much no
## 44 normal 0 0 not much no
## 483.2 normal 0 0 not much no
## 581 normal 3 0 not much no
## 209.2 normal 0 0 quite often no
## 340 low 0 0 not much no
## 811.1 high 0 0 quite often no
## 947 high 0 0 not much yes
## 945.2 normal 3 0 not much yes
## 722.1 low 0 0 not much no
## 902.1 normal 0 0 not much no
## 14 normal 2 0 not much no
## 116.1 high 0 yes quite often no
## 19 normal 0 0 not much no
## 210.1 normal 0 0 quite often no
## 544 normal 0 0 not much yes
## 311.1 normal 0 0 not much no
## 220 high 2 0 not much no
## 63 normal 0 0 not much no
## 934 high 2 0 not much no
## 614.1 low 0 0 not much no
## 209.3 normal 0 0 quite often no
## 471.1 high 0 0 not much yes
## 641 normal 0 0 quite often no
## 306.1 normal 0 0 not much yes
## 73.2 normal 0 0 not much no
## 552 normal 1 0 not much no
## 599 normal 0 0 quite often no
## 483.3 normal 0 0 not much no
## 591 high 0 0 not much no
## 130 normal 2 0 not much no
## 817.1 normal 0 0 not much no
## 805.1 normal 0 0 quite often no
## 667 normal 0 0 not much no
## 275.1 normal 2 0 not much yes
## 352 normal 0 0 not much no
## 605 normal 3 0 not much no
## 940 high 0 0 not much yes
## 722.2 low 0 0 not much no
## 238.1 high 2 0 quite often yes
## 586.1 normal 0 0 not much no
## 86 normal 0 0 not much no
## 729.1 normal 0 0 not much no
## 91.1 normal 0 0 quite often no
## 29 normal 0 0 not much no
## 680 high 0 0 quite often no
## 63.1 normal 0 0 not much no
## 214 normal 0 0 not much no
## 827 high 0 0 quite often yes
## 287 high 0 0 quite often yes
## 781.1 normal 0 0 not much yes
## 808.2 normal 0 0 not much no
## 435.1 normal 0 0 not much no
## 274 normal 0 0 not much yes
## 580.1 normal 3 0 not much yes
## 787.1 normal 0 0 not much no
## 87 normal 1 0 not much no
## 925 low 0 0 not much no
## 108 high 0 0 not much yes
## 438 normal 0 0 not much no
## 780.1 high 0 0 quite often yes
## 615 normal 0 0 not much no
## 367 normal 3 0 not much no
## 687.1 low 0 0 not much no
## 911 normal 0 0 not much no
## 915 normal 0 0 quite often no
## 610 high 0 0 quite often no
## 44.1 normal 0 0 not much no
## 796 normal 0 0 quite often yes
## 898 normal 0 0 not much no
## 48.1 high 2 yes not much yes
## 357 normal 0 0 not much no
## 187.1 normal 0 0 not much yes
## 442.1 high 0 0 quite often no
## 251 normal 1 0 not much no
## 883 normal 0 0 quite often no
## 82 normal 0 0 quite often yes
## 816.1 low 0 0 not much no
## 708 normal 0 0 not much yes
## 815 low 1 0 not much no
## 775.2 normal 0 0 not much no
## 794 high 0 0 not much no
## 360.1 high 2 0 not much yes
## 179.2 normal 2 0 not much no
## 25 normal 0 0 not much no
## 494.1 normal 2 0 quite often no
## 358 normal 0 0 quite often no
## 759 normal 0 0 not much no
## 601.1 high 0 0 not much no
## 703 high 0 0 not much yes
## 795.1 normal 0 0 not much no
## 556.1 high 0 0 not much no
## 329.1 normal 0 0 quite often no
## 192 high 0 0 not much no
## 940.1 high 0 0 not much yes
## 466.2 normal 0 0 quite often yes
## 290.1 normal 2 0 not much no
## 837 normal 0 0 quite often no
## 749 normal 3 0 not much yes
## 599.1 normal 0 0 quite often no
## 349 high 0 0 quite often yes
## 782.1 normal 0 0 not much yes
## 59 high 0 0 not much no
## 56.1 high 0 0 quite often yes
## 75.1 high 0 0 not much yes
## 393 normal 0 0 quite often no
## 61 normal 0 0 not much no
## 105.1 normal 3 yes not much no
## 615.1 normal 0 0 not much no
## 691 normal 0 0 not much no
## 930 normal 0 0 quite often no
## 132 normal 0 0 not much no
## 721 normal 0 0 not much no
## 838 high 0 0 quite often no
## 317.2 high 0 0 not much yes
## 913 normal 0 0 not much no
## 614.2 low 0 0 not much no
## 240 normal 0 0 not much yes
## 293.1 normal 1 0 not much no
## 121.1 normal 0 yes not much yes
## 102.1 low 0 0 not much no
## 589 high 0 0 quite often yes
## 803 normal 0 0 quite often no
## 60.2 normal 0 0 quite often yes
## 308.2 high 0 0 not much yes
## 289.2 normal 0 0 not much no
## 562 normal 0 0 not much no
## 51 normal 0 0 not much no
## 629 normal 0 0 not much no
## 131 normal 0 0 quite often yes
## 377 normal 0 0 not much no
## 357.1 normal 0 0 not much no
## 526 high 3 0 quite often yes
## 256 normal 2 0 quite often no
## 486 normal 0 0 not much no
## 653 normal 0 0 quite often no
## 616 normal 0 0 not much no
## 915.1 normal 0 0 quite often no
## 231.1 normal 3 0 not much yes
## 778.1 normal 0 0 not much no
## 864 high 0 0 not much no
## 925.1 low 0 0 not much no
## 215 normal 0 0 not much no
## 504 normal 0 0 not much no
## 857 normal 0 0 not much no
## 428.1 normal 0 0 not much no
## 719 normal 0 0 not much no
## 504.1 normal 0 0 not much no
## 212.3 normal 0 0 quite often no
## 367.1 normal 3 0 not much no
## 716.1 normal 0 0 not much no
## 63.2 normal 0 0 not much no
## 797 normal 0 0 quite often no
## 866 normal 0 0 not much no
## 241.1 normal 0 0 not much no
## 864.1 high 0 0 not much no
## 676 normal 0 0 not much no
## 500 normal 2 0 not much no
## 859.2 normal 0 0 quite often no
## 707.1 normal 3 0 not much yes
## 423.1 normal 0 0 not much no
## 803.1 normal 0 0 quite often no
## 398 normal 0 0 not much no
## 739.1 normal 0 0 not much no
## 75.2 high 0 0 not much yes
## 740.1 normal 0 0 not much no
## 507 normal 3 0 not much no
## 276 high 0 0 not much yes
## 342 normal 3 yes not much yes
## 453 normal 0 0 not much no
## 367.2 normal 3 0 not much no
## 824 normal 0 0 not much no
## 676.1 normal 0 0 not much no
## 859.3 normal 0 0 quite often no
## 261 normal 3 0 not much yes
## 618 normal 0 0 not much no
## 279.2 normal 0 0 not much no
## 720.1 high 0 0 not much yes
## 239 high 0 0 not much no
## 587 high 0 0 quite often yes
## 681.1 normal 0 0 quite often no
## 356 normal 0 0 not much no
## 950 high 0 0 not much no
## 909 normal 0 0 quite often no
## 571.1 normal 0 0 not much no
## 516.1 normal 0 0 not much yes
## 352.1 normal 0 0 not much no
## 395.2 normal 0 0 quite often no
## 111.1 high 0 0 quite often yes
## 647 normal 0 0 quite often no
## 279.3 normal 0 0 not much no
## 722.3 low 0 0 not much no
## 394 normal 0 0 quite often no
## 439 normal 0 0 quite often no
## 192.1 high 0 0 not much no
## 752 high 0 0 not much yes
## 838.1 high 0 0 quite often no
## 557 normal 0 0 not much no
## 229 high 0 0 not much yes
## 664.1 normal 0 0 not much no
## 944 normal 0 0 not much no
## 30 normal 3 0 quite often yes
## 867 normal 0 0 not much no
## 121.2 normal 0 yes not much yes
## 399 normal 0 0 quite often no
## 287.1 high 0 0 quite often yes
## 53 high 1 0 not much no
## 233 high 0 0 not much yes
## 366 normal 2 0 quite often no
## 532 high 0 0 quite often yes
## 561.1 normal 0 0 not much no
## 501.1 normal 0 0 not much no
## 564 high 0 0 quite often no
## 515.1 high 0 0 not much yes
## 41.1 normal 0 0 not much no
## 125.1 high 0 0 not much no
## 422.2 normal 0 0 not much no
## 553.1 normal 0 0 not much yes
## 77 normal 0 0 not much yes
## 809 normal 0 0 not much no
## 582.3 high 0 0 quite often yes
## 865.1 normal 0 0 not much no
## 182 high 3 0 quite often yes
## 736.1 normal 3 0 quite often yes
## 382.1 normal 0 0 not much yes
## 666 normal 0 0 not much no
## 191 normal 0 0 not much no
## 703.1 high 0 0 not much yes
## 675.1 normal 0 0 not much no
## 450.1 normal 0 0 quite often no
## 819 normal 3 0 not much no
## 874 normal 0 0 not much no
## 426 normal 0 0 not much no
## 919 normal 0 0 quite often no
## 601.2 high 0 0 not much no
## 460.3 normal 0 0 not much no
## 560 normal 0 0 not much no
## 546.1 high 0 0 not much yes
## 643.1 normal 0 0 quite often no
## 62 normal 0 0 not much no
## 59.1 high 0 0 not much no
## 546.2 high 0 0 not much yes
## 257.1 normal 0 0 not much no
## 59.2 high 0 0 not much no
## 59.3 high 0 0 not much no
## 892 normal 0 0 quite often no
## 497 normal 0 0 not much no
## 209.4 normal 0 0 quite often no
## 298.2 normal 0 0 quite often yes
## 750 normal 0 0 not much yes
## 443.1 normal 0 0 quite often no
## 903.1 normal 0 0 quite often no
## 910.2 normal 0 0 not much no
## 274.1 normal 0 0 not much yes
## 366.1 normal 2 0 quite often no
## 297.1 high 0 0 not much yes
## 306.2 normal 0 0 not much yes
## 362.1 high 0 0 quite often no
## 545 normal 0 0 not much yes
## 449.1 low 0 0 not much no
## 35.1 normal 3 0 not much no
## 892.1 normal 0 0 quite often no
## 552.1 normal 1 0 not much no
## 939 normal 0 0 quite often yes
## 252 normal 2 0 not much no
## 671.1 normal 0 0 quite often no
## 289.3 normal 0 0 not much no
## 933.1 normal 0 0 not much no
## 245 normal 0 0 not much no
## 806.1 normal 0 0 not much no
## 942 normal 0 0 quite often yes
## 928 normal 0 0 not much no
## 239.1 high 0 0 not much no
## 855.1 normal 0 0 quite often no
## 649.1 high 0 0 quite often yes
## 827.1 high 0 0 quite often yes
## 335 high 0 0 quite often yes
## 68.2 normal 0 0 not much yes
## 415.1 normal 0 0 quite often no
## 856.1 normal 0 0 not much no
## 99.3 normal 0 0 quite often no
## 536.2 normal 0 0 quite often yes
## 213 high 0 0 not much no
## 732 normal 2 0 quite often no
## 90.1 high 0 0 not much no
## 94 normal 0 0 not much no
## 195 normal 0 0 quite often no
## 109.2 normal 2 yes not much yes
## 424 normal 0 0 not much no
## 736.2 normal 3 0 quite often yes
## 304 high 0 0 quite often yes
## 826.1 normal 0 0 not much no
## 515.2 high 0 0 not much yes
## 70 high 0 0 not much yes
## 25.1 normal 0 0 not much no
## 364.2 normal 0 0 not much no
## 321 normal 0 0 quite often no
## 831 normal 0 0 not much no
## 891 normal 0 0 quite often no
## 625.1 normal 0 0 not much no
## 740.2 normal 0 0 not much no
## 495 normal 0 0 not much no
## 344.1 high 0 0 quite often yes
## 549 normal 0 0 not much no
## 639.2 normal 0 0 quite often no
## 570 normal 0 0 not much no
## 265.1 normal 0 0 not much no
## 644 normal 0 0 quite often no
## 37.1 normal 2 0 not much yes
## 931 normal 2 0 not much no
## 102.2 low 0 0 not much no
## 762.1 high 2 yes not much yes
## 708.1 normal 0 0 not much yes
## 832 normal 0 0 not much no
## 342.1 normal 3 yes not much yes
## 672 normal 0 0 not much no
## 394.1 normal 0 0 quite often no
## 238.2 high 2 0 quite often yes
## 675.2 normal 0 0 not much no
## 844 normal 2 0 not much no
## 355 normal 0 0 not much no
## 83.1 normal 0 0 quite often no
## 855.2 normal 0 0 quite often no
## 382.2 normal 0 0 not much yes
## 108.1 high 0 0 not much yes
## 634.2 normal 0 0 quite often no
## 750.1 normal 0 0 not much yes
## 54 normal 0 0 not much no
## 920.1 normal 0 0 not much no
## 613 normal 0 0 not much no
## 570.1 normal 0 0 not much no
## 816.2 low 0 0 not much no
## 237 high 0 0 not much no
## 465 high 0 0 not much yes
## 823 normal 2 yes not much yes
## 289.4 normal 0 0 not much no
## 30.1 normal 3 0 quite often yes
## 285.1 normal 0 0 not much yes
## 570.2 normal 0 0 not much no
## 570.3 normal 0 0 not much no
## 257.2 normal 0 0 not much no
## 693.3 normal 2 0 not much no
## 543 normal 0 0 not much yes
## 755 normal 0 0 not much no
## 491.2 normal 0 0 not much no
## 774 normal 0 0 quite often yes
## 93.1 normal 0 0 not much no
## 337 normal 0 0 quite often no
## 606.2 normal 2 0 not much no
## 772.1 normal 0 0 not much no
## 282.1 normal 0 0 not much no
## 35.2 normal 3 0 not much no
## 759.1 normal 0 0 not much no
## 842 normal 2 0 quite often no
## 907.2 normal 0 0 not much no
## 492 normal 3 0 not much no
## 697 normal 0 0 not much no
## 504.2 normal 0 0 not much no
## 300 normal 0 0 not much no
## 489 normal 1 0 not much no
## 834 normal 0 0 quite often no
## 188 normal 0 0 not much no
## 118 normal 0 0 not much no
## 296.1 normal 0 0 not much no
## 439.1 normal 0 0 quite often no
## 566.1 high 0 0 not much no
## 29.1 normal 0 0 not much no
## 196.3 normal 0 0 not much no
## 469 normal 3 0 not much yes
## 87.1 normal 1 0 not much no
## 56.2 high 0 0 quite often yes
## 83.2 normal 0 0 quite often no
## 96.1 normal 0 0 not much no
## 312.1 high 2 0 not much yes
## 678 normal 0 0 quite often no
## 319 normal 0 0 not much no
## 367.3 normal 3 0 not much no
## 469.1 normal 3 0 not much yes
## 881.1 normal 0 0 quite often no
## 428.2 normal 0 0 not much no
## 385.1 high 0 0 not much no
## 417.1 normal 2 0 not much no
## 391 normal 0 0 not much nohead(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Male yes no one hr or more 22 no
## 258 less than 40 Male yes no one hr or more 22 no
## 511 60 or older Female yes no none 26 no
## 907 less than 40 Male yes no more than half an hr 19 yes
## 582 60 or older Male no no more than half an hr 23 no
## 726 40-49 Male no no less than half an hr 26 yes
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much no#Conversion de la variable GENERO
diabetes2$Gender=factor(diabetes2$Gender)
levels(diabetes2$Gender)=c("Male","Female")
head(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Female yes no one hr or more 22 no
## 258 less than 40 Female yes no one hr or more 22 no
## 511 60 or older Male yes no none 26 no
## 907 less than 40 Female yes no more than half an hr 19 yes
## 582 60 or older Female no no more than half an hr 23 no
## 726 40-49 Female no no less than half an hr 26 yes
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much no#Conversion de la variable FAMILIA DIABETES
diabetes2$Family_Diabetes=factor(diabetes2$Family_Diabetes)
levels(diabetes2$Family_Diabetes)=c("yes","no")
head(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Female no no one hr or more 22 no
## 258 less than 40 Female no no one hr or more 22 no
## 511 60 or older Male no no none 26 no
## 907 less than 40 Female no no more than half an hr 19 yes
## 582 60 or older Female yes no more than half an hr 23 no
## 726 40-49 Female yes no less than half an hr 26 yes
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much no#Conversion de la variable hipBP
diabetes2$highBP=factor(diabetes2$highBP)
levels(diabetes2$highBP)=c("yes","no")
head(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Female no yes one hr or more 22 no
## 258 less than 40 Female no yes one hr or more 22 no
## 511 60 or older Male no yes none 26 no
## 907 less than 40 Female no yes more than half an hr 19 yes
## 582 60 or older Female yes yes more than half an hr 23 no
## 726 40-49 Female yes yes less than half an hr 26 yes
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much no#Conversion de la variable PhysicallyActive
diabetes2$PhysicallyActive=factor(diabetes2$PhysicallyActive)
levels(diabetes2$PhysicallyActive)=c("less than half an hr","More than half an hr","none","one hr or more")
head(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Female no yes one hr or more 22 no
## 258 less than 40 Female no yes one hr or more 22 no
## 511 60 or older Male no yes none 26 no
## 907 less than 40 Female no yes More than half an hr 19 yes
## 582 60 or older Female yes yes More than half an hr 23 no
## 726 40-49 Female yes yes less than half an hr 26 yes
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much no#Conversion de la variable Smoking
diabetes2$Smoking=factor(diabetes2$Smoking)
levels(diabetes2$Smoking)=c("yes","no")
head(diabetes2)## Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
## 20 less than 40 Female no yes one hr or more 22 yes
## 258 less than 40 Female no yes one hr or more 22 yes
## 511 60 or older Male no yes none 26 yes
## 907 less than 40 Female no yes More than half an hr 19 no
## 582 60 or older Female yes yes More than half an hr 23 yes
## 726 40-49 Female yes yes less than half an hr 26 no
## Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
## 20 no 8 6 no often not at all normal
## 258 no 8 6 no often not at all normal
## 511 no 7 7 no occasionally sometimes normal
## 907 yes 7 5 no occasionally not at all normal
## 582 yes 7 6 yes occasionally very often high
## 726 no 8 7 no occasionally sometimes normal
## Pregancies Pdiabetes UriationFreq Diabetic
## 20 0 0 not much no
## 258 0 0 not much no
## 511 3 0 not much no
## 907 0 0 not much no
## 582 0 0 quite often yes
## 726 0 0 not much no#Conversion de la variable Alcohol
diabetes2$Alcohol=factor(diabetes2$Alcohol)
levels(diabetes2$Alcohol)=c("yes","no")
head(diabetes2) Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
20 less than 40 Female no yes one hr or more 22 yes
258 less than 40 Female no yes one hr or more 22 yes
511 60 or older Male no yes none 26 yes
907 less than 40 Female no yes More than half an hr 19 no
582 60 or older Female yes yes More than half an hr 23 yes
726 40-49 Female yes yes less than half an hr 26 no
Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
20 yes 8 6 no often not at all normal
258 yes 8 6 no often not at all normal
511 yes 7 7 no occasionally sometimes normal
907 no 7 5 no occasionally not at all normal
582 no 7 6 yes occasionally very often high
726 yes 8 7 no occasionally sometimes normal
Pregancies Pdiabetes UriationFreq Diabetic
20 0 0 not much no
258 0 0 not much no
511 3 0 not much no
907 0 0 not much no
582 0 0 quite often yes
726 0 0 not much no#Conversion de la variable RegularMedicine
diabetes2$RegularMedicine=factor(diabetes2$RegularMedicine)
levels(diabetes2$RegularMedicine)=c("yes","no")
head(diabetes2) Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
20 less than 40 Female no yes one hr or more 22 yes
258 less than 40 Female no yes one hr or more 22 yes
511 60 or older Male no yes none 26 yes
907 less than 40 Female no yes More than half an hr 19 no
582 60 or older Female yes yes More than half an hr 23 yes
726 40-49 Female yes yes less than half an hr 26 no
Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
20 yes 8 6 yes often not at all normal
258 yes 8 6 yes often not at all normal
511 yes 7 7 yes occasionally sometimes normal
907 no 7 5 yes occasionally not at all normal
582 no 7 6 no occasionally very often high
726 yes 8 7 yes occasionally sometimes normal
Pregancies Pdiabetes UriationFreq Diabetic
20 0 0 not much no
258 0 0 not much no
511 3 0 not much no
907 0 0 not much no
582 0 0 quite often yes
726 0 0 not much noConversion de la variable JunkFood
diabetes2$JunkFood=factor(diabetes2$JunkFood)
levels(diabetes2$JunkFood)=c("very often","
always","often","occasionally")
head(diabetes2) Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
20 less than 40 Female no yes one hr or more 22 yes
258 less than 40 Female no yes one hr or more 22 yes
511 60 or older Male no yes none 26 yes
907 less than 40 Female no yes More than half an hr 19 no
582 60 or older Female yes yes More than half an hr 23 yes
726 40-49 Female yes yes less than half an hr 26 no
Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
20 yes 8 6 yes often not at all normal
258 yes 8 6 yes often not at all normal
511 yes 7 7 yes \t\nalways sometimes normal
907 no 7 5 yes \t\nalways not at all normal
582 no 7 6 no \t\nalways very often high
726 yes 8 7 yes \t\nalways sometimes normal
Pregancies Pdiabetes UriationFreq Diabetic
20 0 0 not much no
258 0 0 not much no
511 3 0 not much no
907 0 0 not much no
582 0 0 quite often yes
726 0 0 not much noConversion de la variable Stress
diabetes2$Stress=factor(diabetes2$Stress)
levels(diabetes2$Stress)=c("not at all","sometimes","very often","always")
head(diabetes2) Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking
20 less than 40 Female no yes one hr or more 22 yes
258 less than 40 Female no yes one hr or more 22 yes
511 60 or older Male no yes none 26 yes
907 less than 40 Female no yes More than half an hr 19 no
582 60 or older Female yes yes More than half an hr 23 yes
726 40-49 Female yes yes less than half an hr 26 no
Alcohol Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel
20 yes 8 6 yes often sometimes normal
258 yes 8 6 yes often sometimes normal
511 yes 7 7 yes \t\nalways very often normal
907 no 7 5 yes \t\nalways sometimes normal
582 no 7 6 no \t\nalways always high
726 yes 8 7 yes \t\nalways very often normal
Pregancies Pdiabetes UriationFreq Diabetic
20 0 0 not much no
258 0 0 not much no
511 3 0 not much no
907 0 0 not much no
582 0 0 quite often yes
726 0 0 not much no#Conversion de la variable BPLevel
diabetes2$BPLevel=factor(diabetes2$BPLevel)
levels(diabetes2$BPLevel)=c("normal","high","low")
diabetes2#Conversion de la variable UriationFreq
diabetes2$UriationFreq=factor(diabetes2$UriationFreq)
levels(diabetes2$UriationFreq)=c("not much","quite often")
diabetes2VERIFICACION DE NA
BASE_na <- is.na(diabetes2)
head(BASE_na) Age Gender Family_Diabetes highBP PhysicallyActive BMI Smoking Alcohol
20 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
258 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
511 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
907 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
582 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
726 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
Sleep SoundSleep RegularMedicine JunkFood Stress BPLevel Pregancies
20 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
258 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
511 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
907 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
582 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
726 FALSE FALSE FALSE FALSE FALSE FALSE FALSE
Pdiabetes UriationFreq Diabetic
20 FALSE FALSE FALSE
258 FALSE FALSE FALSE
511 FALSE FALSE FALSE
907 FALSE FALSE FALSE
582 FALSE FALSE FALSE
726 FALSE FALSE FALSEclasses <- sapply(diabetes2, class)
for (variable in names(classes)) {
cat("Variable:", variable, " - Clase:", classes[variable], "\n")
classes
}## Variable: Age - Clase: factor
## Variable: Gender - Clase: factor
## Variable: Family_Diabetes - Clase: factor
## Variable: highBP - Clase: factor
## Variable: PhysicallyActive - Clase: factor
## Variable: BMI - Clase: integer
## Variable: Smoking - Clase: factor
## Variable: Alcohol - Clase: factor
## Variable: Sleep - Clase: integer
## Variable: SoundSleep - Clase: integer
## Variable: RegularMedicine - Clase: factor
## Variable: JunkFood - Clase: factor
## Variable: Stress - Clase: factor
## Variable: BPLevel - Clase: character
## Variable: Pregancies - Clase: integer
## Variable: Pdiabetes - Clase: character
## Variable: UriationFreq - Clase: character
## Variable: Diabetic - Clase: character#ANALISIS DESCRIPTIVO
MINIMO En un conjunto de datos es el número más pequeño o la observación más baja dentro de ese conjunto. Es uno de los resúmenes descriptivos básicos que ayuda a entender la gama o dispersión de los datos.
1st QU El primer quintil, también conocido como el quintil inferior o percentil 25, es el valor que separa el 20% inferior de un conjunto de datos ordenado de manera ascendente. En otras palabras, el primer quintil es el valor por debajo del cual cae el 25% de los datos. FORMULA \[Q1 = \frac{n+1}{4}\]
MEDIANA La mediana es una medida de tendencia central en estadísticas que se utiliza para representar el valor central de un conjunto de datos. Para calcular la mediana, primero debes ordenar los datos de menor a mayor (o viceversa) y luego encontrar el valor que se encuentra exactamente en el centro de la distribución. FORMULA NUMERO IMPAR DE DATOS \[M = Valor de la posicion (\frac{n+1}{2})\] NUMERO PAR DE DATOS \[M = Suma de los valores en las posiciones (\frac{n}{2})\] MEDIA Es una medida que representa el valor típico o promedio de un conjunto de datos. Se calcula sumando todos los valores en el conjunto y dividiendo esa suma por el número total de elementos en el conjunto. FORMULA \[\bar{x} = \frac{\sum_{i=1_{}}^{N}xi}{N}\]
3RD QU Sefiere al valor que divide los tres cuartos superiores de un conjunto de datos ordenado. En términos más específicos, el tercer cuartil representa el valor por debajo del cual se encuentra el 75% de los datos. \[Q1 = 3\frac{n+1}{5}\] Para calcular el tercer cuartil, primero debes ordenar el conjunto de datos de menor a mayor. Luego, divides los datos en cuatro partes iguales, y el tercer cuartil es el valor que se encuentra en el límite entre el tercer y el cuarto cuartil. Matemáticamente, se suele denotar como Q3Q3. MAXIMO En un conjunto de datos se refiere al valor más grande o a la observación más alta dentro de ese conjunto.Calcular el valor máximo es útil para entender la variabilidad en un conjunto de datos y proporciona información sobre la parte superior de la distribución. Similar al valor mínimo, el valor máximo puede ser sensible a valores atípicos o extremos, ya que un solo valor extremadamente alto puede afectar significativamente el valor máximo.
summary(diabetes2[,classes=="integer"]) BMI Sleep SoundSleep Pregancies
Min. :15.00 Min. : 4.000 Min. : 0.000 Min. :0.0000
1st Qu.:21.00 1st Qu.: 6.000 1st Qu.: 4.000 1st Qu.:0.0000
Median :24.00 Median : 7.000 Median : 6.000 Median :0.0000
Mean :25.33 Mean : 6.976 Mean : 5.609 Mean :0.3819
3rd Qu.:28.00 3rd Qu.: 8.000 3rd Qu.: 7.000 3rd Qu.:0.0000
Max. :42.00 Max. :11.000 Max. :11.000 Max. :4.0000 apply(diabetes2[,classes=="integer"],2,sd) BMI Sleep SoundSleep Pregancies
5.1399922 1.3042497 1.8435140 0.9090479 INTERPRETACION DE RESULTADOS
DESCRIPCION DE LA VARIABLE BMI Observamos personas con un minimo de 15,00 de grosor de la piel y un maximo de 42 mm de grosol de la piel con un promedio de 25,33 mm grosor de la piel y una mediana de 24,00 de grosor
DESCRIPCION DE LA VARIABLE SLEEP Observamos que las personas tienen sueño minimo 4 horas y un maximo de 11 horas, en promedio las personas tienen sueño casi 7 horas con una mediana de 7 horas, con un primer quiantil de 6 horas y un tercer quantil de 8 horas
DESCRIPCION DE LA VARIABLE SoundSleep Observamos que las personas tiene sueño profundo minimo o horas y un maximo de 11 horas, en promedio las personas tienen sueño profundo 5 horaa con una mediana de 6horas, con un primer quiantil de 4 horas y un tercer quantil de 7 horas
DESCRIPCION DE LA VARIABLE Pregancies
Se observa un minimo de 0 personas enbarazadas y un maximo de 4 personas
embarazadas con un promedio de 0,38 personas embarazadas y con un primer
quiantil de 0 y tercer quantil de 0.
DIAGRAMA DE BARRAS(GENERO,AGE,ACTIVIDAD FISICA,COMIDA CHATARRA) VARIABLE GENERO
ggplot(diabetes2, aes(x = Gender)) +
geom_bar(fill = "skyblue") +
labs(x = "Gender", title = "VARIABLE GENERO") +
theme_minimal()
VARIABLE EDAD
ggplot(diabetes2, aes(x = Age)) +
geom_bar(fill = "skyblue") +
labs(x = "Age", title = "VARIABLE EDAD") +
theme_minimal()
##DIAGRAMA DE DISPERSION (RELACION ENTRE BMI Y LAS HORAS DE SUEÑO)
qplot(BMI,Sleep, data = diabetes2, colour = Diabetic)Warning: `qplot()` was deprecated in ggplot2 3.4.0.
This warning is displayed once every 8 hours.
Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
generated.
PARA IDENTIFICAR SI PUEDE EXISTER PRESENCIA DE DIABETES O NO, CON LA INFLUENCIA DE ESTOS DOS FACTORES
INTERPRETACION En la grafica se observa que no presenta tendencia de diabetes en cambio existe presencia de diabetes pero muy poco entre las dos variables sueño y grosol de la piel, pero si puede aver presencia de diabetes en personas exepcionales.
IDENTIFICAR QUE OTROS FACTORES PUEDEN INFLUIR EN LA PRESENCIA DE DIABETES
##DIAGRAMA DE DISPERSION (PhysicallyActive y Smoking )
qplot(PhysicallyActive
,Smoking, data = diabetes2, colour = Diabetic)
INTERPRETACION En la grafica se observa que no presenta tendencia de
diabetes en cambio existe presencia de diabetes pero muy escasa, entre
las realizar ejercicio y fumar, La influencia del ejercicio y el hábito
de fumar en la diabetes tipo 2 es significativa, ya que al realizar
ejercicio ayuda a la mejora de la sensibilidad a la insulina y la
regulacion de los niveles de glucosa
##DIAGRAMA DE DISPERSION (RELACION ENTRE Edad y ALcocol)
qplot(Age,Alcohol, data = diabetes2, colour = Diabetic)
INTERPRETACION Se observa que npo existe tendencia a a diabetes ya que
las personas de las edades encuestadas no son propensar a tener diabetes
por consumir alcochol.
##DIAGRAMA DE DISPERSION (RELACION ENTRE ESTRES Y COMIDA CHATARRA)
qplot(JunkFood,Stress, data = diabetes2, colour = Diabetic)
INTERPRETACION Se observa que no existe tendencia a diabetes,solo existe
un poco de tendencia entre la variable estres y comida chatarra a tener
deabetes.
##DIAGRAMA DE DISPERSION (ESTRES Y INGESTA DE MEDICAMENTOS)
qplot(Stress,RegularMedicine, data = diabetes2, colour = Diabetic)
INTERPRETACION Se observa que no existe tendencia a diabetes,solo existe un poco de tendencia entre la variable estres y ingesta de medicamento,pero puede ser que la disminuicion de ingesta de medicamento producca deabetes.
##DIAGRAMA DE DISPERSION (ESTRES Y INGESTA DE MEDICAMENTOS)
qplot(Alcohol,BPLevel, data = diabetes2, colour = Diabetic)
INTERPRETACION Se observa que no existe tendencia a diabetes,solo existe un poco de tendencia entre la variable embarazo y alcochol, por lo que se puede decir que muchas personas que estan embaradas no consumen alcohol.
Diabetic <- diabetes2$Diabetic
BMI <- diabetes2$BMI
P1 <- ggplot(diabetes2, aes(x=Diabetic,
y=BMI, color=Diabetic))+
geom_boxplot()
P1
INTERPRETACION El eje x representa los niveles de la Diabetic variable.
El eje y representa los valores de la BMI variable. Boxplots se utilizan
para mostrar la distribución de la BMIvalores para cada nivel La caja de
la parcela representa la gama intercuartátil (IQR) de la BMIvalores para
cada grupo, con una línea dentro de la caja que representa la
mediana.Los batinadores se extienden desde la caja para mostrar el rango
de los datos, y los puntos más allá de los bigotes pueden ser
considerados como atístes. No se presenta amyor variabilidad en los
datos.
Diabetic <- diabetes2$Diabetic
Sleep <- diabetes2$Sleep
P2 <- ggplot(diabetes2, aes(x=Diabetic,
y=Sleep, color=Diabetic))+
geom_boxplot()
P2
Los los boxplot La mediana y los cuartiles (Q1 y Q3) son iguales o muy
cercanos entre los dos conjuntos de datos. La longitud de las cajas y
los bigotes es comparable, indicando una dispersión similar de los
datos.La posición relativa de las medianas en las cajas es similar, lo
que significa que la tendencia central de los dos conjuntos de datos es
comparable. La variabilidad en ambos conjuntos de datos es parecida, ya
que la longitud de las cajas y los bigotes es similar.No hay heno
Evidencia de Diferencias Significativas
Diabetic <- diabetes2$Diabetic
SoundSleep <- diabetes2$SoundSleep
P3 <- ggplot(diabetes2, aes(x=Diabetic,
y=SoundSleep, color=Diabetic))+
geom_boxplot()
P3
Los los boxplot La mediana y los cuartiles (Q1 y Q3) son iguales o muy
cercanos entre los dos conjuntos de datos. La longitud de las cajas y
los bigotes es comparable, indicando una dispersión similar de los
datos.La posición relativa de las medianas en las cajas es similar, lo
que significa que la tendencia central de los dos conjuntos de datos es
comparable. La variabilidad en ambos conjuntos de datos es parecida, ya
que la longitud de las cajas y los bigotes es similar.No hay heno
Evidencia de Diferencias Significativas
Diabetic <- diabetes2$Diabetic
Pregancies <- diabetes2$Pregancies
P4 <- ggplot(diabetes2, aes(x=Diabetic,
y=Pregancies, color=Diabetic))+
geom_boxplot()
P4
INTERPRETACION Las medianas y los cuartiles (Q1 y Q3) son diferentes
entre los dos conjuntos de datos.La longitud de las cajas y los bigotes
es significativamente diferente, indicando una dispersión diferente de
los datos. La posición relativa de las medianas en las cajas es
diferente, lo que sugiere diferencias en la tendencia central de los dos
conjuntos de datos.Puntos fuera de los bigotes (valores atípicos) pueden
ser más prominentes en uno de los grupos, indicando diferencias en la
cola de la distribución.La forma general de la distribución, como la
simetría o asimetría, puede ser diferente.La variabilidad en términos de
dispersión y rango intercuartílico puede ser claramente distinta.
RELACION ENTRE LA VARIABLE BINARTIA Y LAS VARIABLES NOMINALES
library(htmltools)## Warning: package 'htmltools' was built under R version 4.3.2library(ggmosaic)## Warning: package 'ggmosaic' was built under R version 4.3.2q1 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,Gender),fill = Diabetic))+ labs(x="Gender", title = "factores diabetes")
q1## Warning: `unite_()` was deprecated in tidyr 1.2.0.
## ℹ Please use `unite()` instead.
## ℹ The deprecated feature was likely used in the ggmosaic package.
## Please report the issue at <https://github.com/haleyjeppson/ggmosaic>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
q2 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,Smoking),fill = Diabetic))+ labs(x="Smoking", title = "factores diabetes")
q2
q3 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,Alcohol),fill = Diabetic))+ labs(x="Alcohol", title = "factores diabetes")
q3
q4 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,Family_Diabetes),fill = Diabetic))+ labs(x="Family_Diabetes", title = "factores diabetes")
q4
q5 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,highBP),fill = Diabetic))+ labs(x="highBP", title = "factores diabetes")
q5
q6 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,PhysicallyActive),fill = Diabetic))+ labs(x="PhysicalluActive", title = "factores diabetes")
q6
q7 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic,RegularMedicine),fill = Diabetic))+ labs(x="RegularMedicine", title = "factores diabetes")
q7
q8 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic, JunkFood),fill = Diabetic))+ labs(x="junkfood", title = "factores diabetes")
q8
q9 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic, Stress),fill = Diabetic))+ labs(x="stress", title = "factores diabetes")
q9
q10 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic, BPLevel),fill = Diabetic))+ labs(x="BPlevel", title = "factores diabetes")
q10
q11 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic, UriationFreq),fill = Diabetic))+ labs(x="UriationFreq", title = "factores diabetes")
q11
q12 <- ggplot(data = diabetes2)+geom_mosaic(aes(x = product(Diabetic, Diabetic),fill = Diabetic))+ labs(x="diabetic", title = "factores diabetes")
q12
grid## function (nx = NULL, ny = nx, col = "lightgray", lty = "dotted",
## lwd = par("lwd"), equilogs = TRUE)
## {
## if (is.null(nx) || (!is.na(nx) && nx >= 1)) {
## log <- par("xlog")
## if (is.null(nx)) {
## ax <- par("xaxp")
## if (log && equilogs && ax[3L] > 0)
## ax[3L] <- 1
## at <- axTicks(1, axp = ax, log = log)
## }
## else {
## U <- par("usr")
## at <- seq.int(U[1L], U[2L], length.out = nx + 1)
## at <- (if (log)
## 10^at
## else at)[-c(1, nx + 1)]
## }
## abline(v = at, col = col, lty = lty, lwd = lwd)
## }
## if (is.null(ny) || (!is.na(ny) && ny >= 1)) {
## log <- par("ylog")
## if (is.null(ny)) {
## ax <- par("yaxp")
## if (log && equilogs && ax[3L] > 0)
## ax[3L] <- 1
## at <- axTicks(2, axp = ax, log = log)
## }
## else {
## U <- par("usr")
## at <- seq.int(U[3L], U[4L], length.out = ny + 1)
## at <- (if (log)
## 10^at
## else at)[-c(1, ny + 1)]
## }
## abline(h = at, col = col, lty = lty, lwd = lwd)
## }
## }
## <bytecode: 0x0000029996faf4c0>
## <environment: namespace:graphics>grid.arrange(q1,q2,q3,q4,q5,q6,q7,q8,q9,q10,q11,q12,nrow = 4, ncol =4)
INTERPRETACION Se observa en todos los graficos de las variables
nominales que no existe presencia de biabetes en ninguno de los
factores, todos los factores no influyen a contrater diabetes, algunas
variables nominales son demasiadas lejanas a contraer diabetes como por
ejemplo tenemos la variable nominal estres, no influye a contraer
diabetes.
GRAFICO MULTIVARIANTE
library(GGally)## Warning: package 'GGally' was built under R version 4.3.2## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2##
## Attaching package: 'GGally'## The following object is masked from 'package:ggmosaic':
##
## happyggpairs(diabetes2[,classes=="integer"]) + theme_bw()
INTERPRETACION Se observa que las tres variables influyen en en indice
de masa corporal, estas influyen directamente y se ve el nivel de
correlacion, igual entre las horas de sueño y el BMI , no existe
relacion entre baja entre el sueño y los embarazos ,
p <- ggpairs(diabetes2[,c(which(classes=="integer"),18)], aes(color = diabetes2$Diabetic)) + theme_bw()
for (i in 1:p$nrow) {
for (j in 1:p$ncol) {
p[i,j] <- p[i,j] +
scale_fill_manual(values = c("#000AEB","#E7B800")) +
scale_color_manual(values = c("#000AEB","#E7B800"))
}
}
p## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
INTERPRETACION En el grafico observamos boxplot de las cuatro variables
numericas , el diagra,a de cajas la relacion y correlacion entre las
variables numericas, ademas observamos que las tres variables influyen
en en indice de masa corporal, estas influyen directamente y se ve el
nivel de correlacion, igual entre las horas de sueño y el BMI , no
existe relacion entre baja entre el sueño y los embarazos ,