Meno <- library(readxl)
Menopausia <- read_excel("Desktop/Menopausia.xlsx",
col_types = c("text", "text", "numeric",
"text", "numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "text", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "text", "numeric", "numeric",
"text", "numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "text", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "text", "numeric",
"text", "numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"text", "numeric", "numeric", "numeric",
"numeric", "numeric", "text", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"numeric", "numeric", "numeric",
"text", "text", "text", "text", "text",
"text", "text", "text", "text", "text"),
.name_repair = janitor::make_clean_names
)Menopausia
Lectura de datos
Viendo el dataframe
library(tidyverse)Warning: package 'dplyr' was built under R version 4.2.3Warning: package 'stringr' was built under R version 4.2.3── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr 1.1.4 ✔ readr 2.1.4
✔ forcats 1.0.0 ✔ stringr 1.5.1
✔ ggplot2 3.4.4 ✔ tibble 3.2.1
✔ lubridate 1.9.3 ✔ tidyr 1.3.0
✔ purrr 1.0.2
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(skimr)
skim(Menopausia)| Name | Menopausia |
| Number of rows | 4699 |
| Number of columns | 106 |
| _______________________ | |
| Column type frequency: | |
| character | 21 |
| numeric | 85 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| usuario | 0 | 1.00 | 36 | 36 | 0 | 4395 | 0 |
| fecha | 0 | 1.00 | 10 | 10 | 0 | 913 | 0 |
| indique_cual | 4691 | 0.00 | 6 | 41 | 0 | 8 | 0 |
| codigo_postal | 4654 | 0.01 | 5 | 6 | 0 | 45 | 0 |
| indique_que_tipo_de_cancer_ha_tenido | 4475 | 0.05 | 3 | 60 | 0 | 127 | 0 |
| indique_que_tratamiento_toma | 4107 | 0.13 | 2 | 104 | 0 | 359 | 0 |
| otras_enfermedades_que_le_alteren_su_calidad_de_vida_ponga_las_que_sean | 2989 | 0.36 | 1 | 193 | 0 | 979 | 0 |
| especificar | 4554 | 0.03 | 1 | 135 | 0 | 126 | 0 |
| especificar_2 | 4628 | 0.02 | 2 | 40 | 0 | 62 | 0 |
| especificar_3 | 4671 | 0.01 | 6 | 43 | 0 | 24 | 0 |
| especificar_4 | 4451 | 0.05 | 1 | 88 | 0 | 164 | 0 |
| percentil_dominio_menopausia_salud | 0 | 1.00 | 4 | 6 | 0 | 1195 | 0 |
| percentil_dominio_psiquico | 0 | 1.00 | 4 | 6 | 0 | 68 | 0 |
| percentil_dominio_sexualidad | 0 | 1.00 | 4 | 6 | 0 | 22 | 0 |
| percentil_dominio_pareja | 0 | 1.00 | 4 | 6 | 0 | 27 | 0 |
| percentil_global | 0 | 1.00 | 4 | 6 | 0 | 2153 | 0 |
| puntos_dominio_menopausia_salud | 0 | 1.00 | 4 | 6 | 0 | 280 | 0 |
| puntos_dominio_psiquico | 0 | 1.00 | 4 | 6 | 0 | 16 | 0 |
| puntos_dominio_sexualidad | 0 | 1.00 | 4 | 6 | 0 | 11 | 0 |
| puntos_dominio_pareja | 0 | 1.00 | 1 | 6 | 0 | 12 | 0 |
| puntos_global | 0 | 1.00 | 1 | 6 | 0 | 883 | 0 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| como_ha_llegado_a_usar_esta_aplicacion | 4643 | 0.01 | 2.41 | 1.07 | 1 | 1 | 3 | 3.0 | 4 | ▆▂▁▇▂ |
| cual_es_la_finalidad_de_realizar_el_cuestionario | 4644 | 0.01 | 1.04 | 0.19 | 1 | 1 | 1 | 1.0 | 2 | ▇▁▁▁▁ |
| edad | 0 | 1.00 | 51.79 | 6.51 | 39 | 48 | 51 | 54.0 | 75 | ▂▇▃▁▁ |
| altura_cm | 33 | 0.99 | 163.05 | 7.04 | 140 | 159 | 163 | 168.0 | 190 | ▁▅▇▂▁ |
| peso_kg | 49 | 0.99 | 66.43 | 14.45 | 40 | 57 | 64 | 72.4 | 151 | ▇▇▁▁▁ |
| continente_de_origen | 43 | 0.99 | 1.92 | 0.32 | 1 | 2 | 2 | 2.0 | 5 | ▁▇▁▁▁ |
| con_que_grupo_se_identificaria_mas | 134 | 0.97 | 1.35 | 0.96 | 1 | 1 | 1 | 1.0 | 5 | ▇▁▁▁▁ |
| comunidad_autonoma_de_residencia | 286 | 0.94 | 7.71 | 5.05 | 1 | 3 | 9 | 11.0 | 19 | ▆▅▇▂▂ |
| localidad | 220 | 0.95 | 2.23 | 0.83 | 1 | 1 | 2 | 3.0 | 3 | ▅▁▅▁▇ |
| nivel_de_estudios | 65 | 0.99 | 3.45 | 0.73 | 1 | 3 | 4 | 4.0 | 4 | ▁▂▁▃▇ |
| pareja | 86 | 0.98 | 2.70 | 0.69 | 1 | 3 | 3 | 3.0 | 3 | ▁▁▁▁▇ |
| situacion_laboral | 147 | 0.97 | 2.03 | 0.54 | 1 | 2 | 2 | 2.0 | 4 | ▁▇▁▁▁ |
| actividad_sexual_coito_masturbacion_caricias | 165 | 0.96 | 2.35 | 0.79 | 1 | 2 | 2 | 3.0 | 5 | ▁▇▃▁▁ |
| tabaco | 55 | 0.99 | 1.74 | 1.13 | 1 | 1 | 1 | 3.0 | 4 | ▇▁▁▂▂ |
| numero_de_cigarrillos_a_la_semana_indique_1_si_mas_de_1_cigarrillo_al_mes | 3836 | 0.18 | 28.62 | 38.63 | 1 | 1 | 12 | 40.0 | 140 | ▇▁▁▁▁ |
| alcohol | 371 | 0.92 | 2.55 | 0.76 | 1 | 2 | 2 | 3.0 | 4 | ▁▇▁▃▂ |
| fue_hace_mas_de_1_ano | 0 | 1.00 | 0.49 | 0.50 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▇ |
| indique_cuantos_meses_anos_hace | 0 | 1.00 | 27.77 | 44.65 | 1 | 2 | 9 | 36.0 | 300 | ▇▁▁▁▁ |
| no_tengo_sintomas | 0 | 1.00 | 0.07 | 0.26 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| sofocos | 0 | 1.00 | 0.57 | 0.50 | 0 | 0 | 1 | 1.0 | 1 | ▆▁▁▁▇ |
| indique_cuantos_al_dia | 2204 | 0.53 | 5.10 | 5.25 | 1 | 2 | 4 | 6.0 | 50 | ▇▁▁▁▁ |
| crisis_de_sudoracion | 0 | 1.00 | 0.45 | 0.50 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▆ |
| temblores | 0 | 1.00 | 0.06 | 0.24 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| sequedad_vaginal | 0 | 1.00 | 0.52 | 0.50 | 0 | 0 | 1 | 1.0 | 1 | ▇▁▁▁▇ |
| indique_el_grado_de_intensidad | 3142 | 0.33 | 2.44 | 0.52 | 1 | 2 | 2 | 3.0 | 3 | ▁▁▇▁▇ |
| tengo_dolor_en_las_relaciones_sexuales | 0 | 1.00 | 0.28 | 0.45 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▃ |
| no_tengo_deseos_de_tener_relaciones_sexuales | 0 | 1.00 | 0.54 | 0.50 | 0 | 0 | 1 | 1.0 | 1 | ▇▁▁▁▇ |
| no_tengo_orgasmos_ahora_pero_si_los_tenia_antes | 0 | 1.00 | 0.14 | 0.34 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| tengo_insomnio | 0 | 1.00 | 0.55 | 0.50 | 0 | 0 | 1 | 1.0 | 1 | ▆▁▁▁▇ |
| estoy_irritada | 0 | 1.00 | 0.45 | 0.50 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▆ |
| me_siento_decaida_tengo_el_llanto_facil | 0 | 1.00 | 0.44 | 0.50 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▆ |
| tengo_sensacion_de_envejecimiento | 0 | 1.00 | 0.49 | 0.50 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▇ |
| dolor_articular_muscular | 0 | 1.00 | 0.59 | 0.49 | 0 | 0 | 1 | 1.0 | 1 | ▆▁▁▁▇ |
| como_de_severos_son | 4668 | 0.01 | 2.84 | 1.34 | 1 | 2 | 3 | 4.0 | 5 | ▃▇▅▃▃ |
| me_han_extirpado_el_utero_matriz | 526 | 0.89 | 0.07 | 0.25 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| extirpacion_de_ambos_ovarios | 549 | 0.88 | 0.04 | 0.20 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ha_tenido_un_cancer | 568 | 0.88 | 0.06 | 0.24 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ha_finalizado_el_tratamiento | 0 | 1.00 | 0.05 | 0.21 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ha_sido_diagnosticada_de_depresion_ansiedad | 447 | 0.90 | 0.25 | 0.43 | 0 | 0 | 0 | 1.0 | 1 | ▇▁▁▁▃ |
| toma_medicacion_para_ello | 0 | 1.00 | 0.13 | 0.34 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ha_tenido_algun_ingreso_reciente | 0 | 1.00 | 0.07 | 0.26 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ninguna | 0 | 1.00 | 0.53 | 0.50 | 0 | 0 | 1 | 1.0 | 1 | ▇▁▁▁▇ |
| cardiopatia | 0 | 1.00 | 0.02 | 0.15 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| epoc | 0 | 1.00 | 0.01 | 0.09 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| diabetes_mellitus | 0 | 1.00 | 0.02 | 0.14 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| enfermedad_autoinmune | 0 | 1.00 | 0.08 | 0.27 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| trasplante | 0 | 1.00 | 0.00 | 0.05 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ictus | 0 | 1.00 | 0.00 | 0.05 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| problemas_de_higado | 0 | 1.00 | 0.02 | 0.14 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| dialisis_renal | 0 | 1.00 | 0.00 | 0.02 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| recibe_medicacion_para_el_sindrome_climaterico | 0 | 1.00 | 0.15 | 0.36 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▂ |
| terapia_hormonal_oral_o_por_la_piel_parche_espray_crema | 0 | 1.00 | 0.08 | 0.27 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| terapia_hormonal_solo_por_la_vagina | 0 | 1.00 | 0.02 | 0.15 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ser_ms_ospemifeno | 0 | 1.00 | 0.00 | 0.05 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| antidepresivos | 0 | 1.00 | 0.01 | 0.10 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| isoflavonas_de_soja | 0 | 1.00 | 0.02 | 0.13 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| terapias_naturales_vegetales | 0 | 1.00 | 0.03 | 0.18 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| otros_tratamientos_no_hormonales | 0 | 1.00 | 0.02 | 0.12 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| recibe_medicacion_para_la_osteoporosis | 136 | 0.97 | 0.07 | 0.25 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| bifosfonatos_alendronato_risedronato_ibadronato | 0 | 1.00 | 0.01 | 0.09 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| denosumab | 0 | 1.00 | 0.00 | 0.05 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| serm_bazedoxifeno_raloxifeno | 0 | 1.00 | 0.00 | 0.03 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| solo_calcio_y_vitamina_d_solo_vitamina_d | 0 | 1.00 | 0.06 | 0.23 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| otros | 0 | 1.00 | 0.01 | 0.08 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| ha_tenido_alguna_fractura | 162 | 0.97 | 0.10 | 0.30 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| muneca | 0 | 1.00 | 0.02 | 0.14 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| cadera | 0 | 1.00 | 0.00 | 0.05 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| vertebral | 0 | 1.00 | 0.00 | 0.06 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| otros_2 | 0 | 1.00 | 0.07 | 0.25 | 0 | 0 | 0 | 0.0 | 1 | ▇▁▁▁▁ |
| x1_de_pronto_noto_que_empiezo_a_sudar_sin_que_haya_hecho_ningun_esfuerzo | 0 | 1.00 | 2.38 | 1.63 | 0 | 1 | 3 | 4.0 | 5 | ▇▃▆▃▃ |
| x2_noto_sofocaciones | 0 | 1.00 | 2.27 | 1.57 | 0 | 1 | 2 | 3.0 | 5 | ▇▃▆▃▂ |
| x3_durante_el_dia_noto_que_la_cabeza_me_va_doliendo_cada_vez_mas | 0 | 1.00 | 1.51 | 1.50 | 0 | 0 | 1 | 3.0 | 5 | ▇▂▂▁▁ |
| x4_aunque_duermo_no_consigo_descansar | 0 | 1.00 | 2.86 | 1.66 | 0 | 2 | 3 | 4.0 | 5 | ▇▅▆▇▇ |
| x5_noto_que_el_corazon_me_late_muy_deprisa_y_sin_control | 0 | 1.00 | 1.57 | 1.59 | 0 | 0 | 1 | 3.0 | 5 | ▇▂▂▂▁ |
| x6_noto_hormigueos_en_manos_y_pies | 0 | 1.00 | 1.51 | 1.58 | 0 | 0 | 1 | 3.0 | 5 | ▇▂▂▁▁ |
| x7_me_da_miedo_hacer_esfuerzos_porque_se_me_escapa_la_orina | 0 | 1.00 | 1.38 | 1.61 | 0 | 0 | 1 | 2.5 | 5 | ▇▂▂▁▁ |
| x8_mi_salud_me_causa_problemas_con_la_actividad_diaria_trabajos_domesticos_ir_al_trabajo_etc | 0 | 1.00 | 1.32 | 1.55 | 0 | 0 | 1 | 2.0 | 5 | ▇▂▂▁▁ |
| x9_he_notado_que_tengo_mas_sequedad_en_la_piel | 0 | 1.00 | 2.77 | 1.66 | 0 | 1 | 3 | 4.0 | 5 | ▇▅▇▆▆ |
| x10_no_puedo_mas_de_lo_nerviosa_que_estoy | 0 | 1.00 | 1.90 | 1.58 | 0 | 0 | 2 | 3.0 | 5 | ▇▃▃▂▂ |
| x11_todo_me_aburre_incluso_las_cosas_que_antes_me_divertian | 0 | 1.00 | 1.89 | 1.71 | 0 | 0 | 2 | 3.0 | 5 | ▇▃▃▂▂ |
| x12_desde_que_me_levanto_me_encuentro_cansada | 0 | 1.00 | 2.43 | 1.71 | 0 | 1 | 2 | 4.0 | 5 | ▇▃▅▃▃ |
| x13_en_mi_vida_el_sexo_es | 0 | 1.00 | 2.59 | 1.53 | 0 | 1 | 3 | 4.0 | 5 | ▇▆▇▅▃ |
| x14_estoy_satisfecha_con_la_actividad_sexual_que_tengo_en_este_momento_incluso_si_no_tengo | 0 | 1.00 | 2.68 | 1.69 | 0 | 1 | 3 | 4.0 | 5 | ▇▅▆▆▅ |
| x15_me_considero_feliz_en_mi_relacion_de_pareja | 801 | 0.83 | 3.61 | 1.40 | 0 | 3 | 4 | 5.0 | 5 | ▂▂▅▆▇ |
| x16_mi_papel_como_esposa_o_pareja_es | 793 | 0.83 | 3.87 | 1.25 | 0 | 3 | 4 | 5.0 | 5 | ▁▂▃▆▇ |
glimpse(Menopausia)Rows: 4,699
Columns: 106
$ usuario <chr> …
$ fecha <chr> …
$ como_ha_llegado_a_usar_esta_aplicacion <dbl> …
$ indique_cual <chr> …
$ cual_es_la_finalidad_de_realizar_el_cuestionario <dbl> …
$ edad <dbl> …
$ altura_cm <dbl> …
$ peso_kg <dbl> …
$ continente_de_origen <dbl> …
$ con_que_grupo_se_identificaria_mas <dbl> …
$ comunidad_autonoma_de_residencia <dbl> …
$ localidad <dbl> …
$ codigo_postal <chr> …
$ nivel_de_estudios <dbl> …
$ pareja <dbl> …
$ situacion_laboral <dbl> …
$ actividad_sexual_coito_masturbacion_caricias <dbl> …
$ tabaco <dbl> …
$ numero_de_cigarrillos_a_la_semana_indique_1_si_mas_de_1_cigarrillo_al_mes <dbl> …
$ alcohol <dbl> …
$ fue_hace_mas_de_1_ano <dbl> …
$ indique_cuantos_meses_anos_hace <dbl> …
$ no_tengo_sintomas <dbl> …
$ sofocos <dbl> …
$ indique_cuantos_al_dia <dbl> …
$ crisis_de_sudoracion <dbl> …
$ temblores <dbl> …
$ sequedad_vaginal <dbl> …
$ indique_el_grado_de_intensidad <dbl> …
$ tengo_dolor_en_las_relaciones_sexuales <dbl> …
$ no_tengo_deseos_de_tener_relaciones_sexuales <dbl> …
$ no_tengo_orgasmos_ahora_pero_si_los_tenia_antes <dbl> …
$ tengo_insomnio <dbl> …
$ estoy_irritada <dbl> …
$ me_siento_decaida_tengo_el_llanto_facil <dbl> …
$ tengo_sensacion_de_envejecimiento <dbl> …
$ dolor_articular_muscular <dbl> …
$ como_de_severos_son <dbl> …
$ me_han_extirpado_el_utero_matriz <dbl> …
$ extirpacion_de_ambos_ovarios <dbl> …
$ ha_tenido_un_cancer <dbl> …
$ ha_finalizado_el_tratamiento <dbl> …
$ indique_que_tipo_de_cancer_ha_tenido <chr> …
$ ha_sido_diagnosticada_de_depresion_ansiedad <dbl> …
$ toma_medicacion_para_ello <dbl> …
$ indique_que_tratamiento_toma <chr> …
$ ha_tenido_algun_ingreso_reciente <dbl> …
$ ninguna <dbl> …
$ cardiopatia <dbl> …
$ epoc <dbl> …
$ diabetes_mellitus <dbl> …
$ enfermedad_autoinmune <dbl> …
$ trasplante <dbl> …
$ ictus <dbl> …
$ problemas_de_higado <dbl> …
$ dialisis_renal <dbl> …
$ otras_enfermedades_que_le_alteren_su_calidad_de_vida_ponga_las_que_sean <chr> …
$ recibe_medicacion_para_el_sindrome_climaterico <dbl> …
$ terapia_hormonal_oral_o_por_la_piel_parche_espray_crema <dbl> …
$ terapia_hormonal_solo_por_la_vagina <dbl> …
$ ser_ms_ospemifeno <dbl> …
$ antidepresivos <dbl> …
$ isoflavonas_de_soja <dbl> …
$ terapias_naturales_vegetales <dbl> …
$ especificar <chr> …
$ otros_tratamientos_no_hormonales <dbl> …
$ especificar_2 <chr> …
$ recibe_medicacion_para_la_osteoporosis <dbl> …
$ bifosfonatos_alendronato_risedronato_ibadronato <dbl> …
$ denosumab <dbl> …
$ serm_bazedoxifeno_raloxifeno <dbl> …
$ solo_calcio_y_vitamina_d_solo_vitamina_d <dbl> …
$ otros <dbl> …
$ especificar_3 <chr> …
$ ha_tenido_alguna_fractura <dbl> …
$ muneca <dbl> …
$ cadera <dbl> …
$ vertebral <dbl> …
$ otros_2 <dbl> …
$ especificar_4 <chr> …
$ x1_de_pronto_noto_que_empiezo_a_sudar_sin_que_haya_hecho_ningun_esfuerzo <dbl> …
$ x2_noto_sofocaciones <dbl> …
$ x3_durante_el_dia_noto_que_la_cabeza_me_va_doliendo_cada_vez_mas <dbl> …
$ x4_aunque_duermo_no_consigo_descansar <dbl> …
$ x5_noto_que_el_corazon_me_late_muy_deprisa_y_sin_control <dbl> …
$ x6_noto_hormigueos_en_manos_y_pies <dbl> …
$ x7_me_da_miedo_hacer_esfuerzos_porque_se_me_escapa_la_orina <dbl> …
$ x8_mi_salud_me_causa_problemas_con_la_actividad_diaria_trabajos_domesticos_ir_al_trabajo_etc <dbl> …
$ x9_he_notado_que_tengo_mas_sequedad_en_la_piel <dbl> …
$ x10_no_puedo_mas_de_lo_nerviosa_que_estoy <dbl> …
$ x11_todo_me_aburre_incluso_las_cosas_que_antes_me_divertian <dbl> …
$ x12_desde_que_me_levanto_me_encuentro_cansada <dbl> …
$ x13_en_mi_vida_el_sexo_es <dbl> …
$ x14_estoy_satisfecha_con_la_actividad_sexual_que_tengo_en_este_momento_incluso_si_no_tengo <dbl> …
$ x15_me_considero_feliz_en_mi_relacion_de_pareja <dbl> …
$ x16_mi_papel_como_esposa_o_pareja_es <dbl> …
$ percentil_dominio_menopausia_salud <chr> …
$ percentil_dominio_psiquico <chr> …
$ percentil_dominio_sexualidad <chr> …
$ percentil_dominio_pareja <chr> …
$ percentil_global <chr> …
$ puntos_dominio_menopausia_salud <chr> …
$ puntos_dominio_psiquico <chr> …
$ puntos_dominio_sexualidad <chr> …
$ puntos_dominio_pareja <chr> …
$ puntos_global <chr> …summary(Menopausia) usuario fecha como_ha_llegado_a_usar_esta_aplicacion
Length:4699 Length:4699 Min. :1.000
Class :character Class :character 1st Qu.:1.000
Mode :character Mode :character Median :3.000
Mean :2.411
3rd Qu.:3.000
Max. :4.000
NA's :4643
indique_cual cual_es_la_finalidad_de_realizar_el_cuestionario
Length:4699 Min. :1.000
Class :character 1st Qu.:1.000
Mode :character Median :1.000
Mean :1.036
3rd Qu.:1.000
Max. :2.000
NA's :4644
edad altura_cm peso_kg continente_de_origen
Min. :39.00 Min. :140 Min. : 40.00 Min. :1.000
1st Qu.:48.00 1st Qu.:159 1st Qu.: 57.00 1st Qu.:2.000
Median :51.00 Median :163 Median : 64.00 Median :2.000
Mean :51.79 Mean :163 Mean : 66.43 Mean :1.915
3rd Qu.:54.00 3rd Qu.:168 3rd Qu.: 72.40 3rd Qu.:2.000
Max. :75.00 Max. :190 Max. :151.00 Max. :5.000
NA's :33 NA's :49 NA's :43
con_que_grupo_se_identificaria_mas comunidad_autonoma_de_residencia
Min. :1.000 Min. : 1.000
1st Qu.:1.000 1st Qu.: 3.000
Median :1.000 Median : 9.000
Mean :1.355 Mean : 7.708
3rd Qu.:1.000 3rd Qu.:11.000
Max. :5.000 Max. :19.000
NA's :134 NA's :286
localidad codigo_postal nivel_de_estudios pareja
Min. :1.000 Length:4699 Min. :1.000 Min. :1.000
1st Qu.:1.000 Class :character 1st Qu.:3.000 1st Qu.:3.000
Median :2.000 Mode :character Median :4.000 Median :3.000
Mean :2.233 Mean :3.449 Mean :2.702
3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:3.000
Max. :3.000 Max. :4.000 Max. :3.000
NA's :220 NA's :65 NA's :86
situacion_laboral actividad_sexual_coito_masturbacion_caricias tabaco
Min. :1.000 Min. :1.000 Min. :1.000
1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.000
Median :2.000 Median :2.000 Median :1.000
Mean :2.034 Mean :2.352 Mean :1.736
3rd Qu.:2.000 3rd Qu.:3.000 3rd Qu.:3.000
Max. :4.000 Max. :5.000 Max. :4.000
NA's :147 NA's :165 NA's :55
numero_de_cigarrillos_a_la_semana_indique_1_si_mas_de_1_cigarrillo_al_mes
Min. : 1.00
1st Qu.: 1.00
Median : 12.00
Mean : 28.62
3rd Qu.: 40.00
Max. :140.00
NA's :3836
alcohol fue_hace_mas_de_1_ano indique_cuantos_meses_anos_hace
Min. :1.000 Min. :0.0000 Min. : 1.00
1st Qu.:2.000 1st Qu.:0.0000 1st Qu.: 2.00
Median :2.000 Median :0.0000 Median : 9.00
Mean :2.545 Mean :0.4888 Mean : 27.77
3rd Qu.:3.000 3rd Qu.:1.0000 3rd Qu.: 36.00
Max. :4.000 Max. :1.0000 Max. :300.00
NA's :371
no_tengo_sintomas sofocos indique_cuantos_al_dia crisis_de_sudoracion
Min. :0.00000 Min. :0.0000 Min. : 1.000 Min. :0.0000
1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.: 2.000 1st Qu.:0.0000
Median :0.00000 Median :1.0000 Median : 4.000 Median :0.0000
Mean :0.07385 Mean :0.5697 Mean : 5.103 Mean :0.4539
3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.: 6.000 3rd Qu.:1.0000
Max. :1.00000 Max. :1.0000 Max. :50.000 Max. :1.0000
NA's :2204
temblores sequedad_vaginal indique_el_grado_de_intensidad
Min. :0.00000 Min. :0.0000 Min. :1.000
1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:2.000
Median :0.00000 Median :1.0000 Median :2.000
Mean :0.06299 Mean :0.5195 Mean :2.442
3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:3.000
Max. :1.00000 Max. :1.0000 Max. :3.000
NA's :3142
tengo_dolor_en_las_relaciones_sexuales
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.2803
3rd Qu.:1.0000
Max. :1.0000
no_tengo_deseos_de_tener_relaciones_sexuales
Min. :0.000
1st Qu.:0.000
Median :1.000
Mean :0.538
3rd Qu.:1.000
Max. :1.000
no_tengo_orgasmos_ahora_pero_si_los_tenia_antes tengo_insomnio
Min. :0.0000 Min. :0.0000
1st Qu.:0.0000 1st Qu.:0.0000
Median :0.0000 Median :1.0000
Mean :0.1379 Mean :0.5527
3rd Qu.:0.0000 3rd Qu.:1.0000
Max. :1.0000 Max. :1.0000
estoy_irritada me_siento_decaida_tengo_el_llanto_facil
Min. :0.0000 Min. :0.0000
1st Qu.:0.0000 1st Qu.:0.0000
Median :0.0000 Median :0.0000
Mean :0.4465 Mean :0.4365
3rd Qu.:1.0000 3rd Qu.:1.0000
Max. :1.0000 Max. :1.0000
tengo_sensacion_de_envejecimiento dolor_articular_muscular como_de_severos_son
Min. :0.0000 Min. :0.0000 Min. :1.000
1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:2.000
Median :0.0000 Median :1.0000 Median :3.000
Mean :0.4914 Mean :0.5923 Mean :2.839
3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:4.000
Max. :1.0000 Max. :1.0000 Max. :5.000
NA's :4668
me_han_extirpado_el_utero_matriz extirpacion_de_ambos_ovarios
Min. :0.0000 Min. :0.000
1st Qu.:0.0000 1st Qu.:0.000
Median :0.0000 Median :0.000
Mean :0.0669 Mean :0.041
3rd Qu.:0.0000 3rd Qu.:0.000
Max. :1.0000 Max. :1.000
NA's :526 NA's :549
ha_tenido_un_cancer ha_finalizado_el_tratamiento
Min. :0.0000 Min. :0.00000
1st Qu.:0.0000 1st Qu.:0.00000
Median :0.0000 Median :0.00000
Mean :0.0629 Mean :0.04682
3rd Qu.:0.0000 3rd Qu.:0.00000
Max. :1.0000 Max. :1.00000
NA's :568
indique_que_tipo_de_cancer_ha_tenido
Length:4699
Class :character
Mode :character
ha_sido_diagnosticada_de_depresion_ansiedad toma_medicacion_para_ello
Min. :0.0000 Min. :0.0000
1st Qu.:0.0000 1st Qu.:0.0000
Median :0.0000 Median :0.0000
Mean :0.2502 Mean :0.1322
3rd Qu.:1.0000 3rd Qu.:0.0000
Max. :1.0000 Max. :1.0000
NA's :447
indique_que_tratamiento_toma ha_tenido_algun_ingreso_reciente ninguna
Length:4699 Min. :0.00000 Min. :0.0000
Class :character 1st Qu.:0.00000 1st Qu.:0.0000
Mode :character Median :0.00000 Median :1.0000
Mean :0.07406 Mean :0.5344
3rd Qu.:0.00000 3rd Qu.:1.0000
Max. :1.00000 Max. :1.0000
cardiopatia epoc diabetes_mellitus enfermedad_autoinmune
Min. :0.00000 Min. :0.0000 Min. :0.00000 Min. :0.00000
1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.00000
Median :0.00000 Median :0.0000 Median :0.00000 Median :0.00000
Mean :0.02426 Mean :0.0083 Mean :0.01894 Mean :0.07853
3rd Qu.:0.00000 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.00000
Max. :1.00000 Max. :1.0000 Max. :1.00000 Max. :1.00000
trasplante ictus problemas_de_higado dialisis_renal
Min. :0.000000 Min. :0.000000 Min. :0.00000 Min. :0.0000000
1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.0000000
Median :0.000000 Median :0.000000 Median :0.00000 Median :0.0000000
Mean :0.002554 Mean :0.002554 Mean :0.01915 Mean :0.0004256
3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000 3rd Qu.:0.0000000
Max. :1.000000 Max. :1.000000 Max. :1.00000 Max. :1.0000000
otras_enfermedades_que_le_alteren_su_calidad_de_vida_ponga_las_que_sean
Length:4699
Class :character
Mode :character
recibe_medicacion_para_el_sindrome_climaterico
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.1539
3rd Qu.:0.0000
Max. :1.0000
terapia_hormonal_oral_o_por_la_piel_parche_espray_crema
Min. :0.00000
1st Qu.:0.00000
Median :0.00000
Mean :0.08066
3rd Qu.:0.00000
Max. :1.00000
terapia_hormonal_solo_por_la_vagina ser_ms_ospemifeno antidepresivos
Min. :0.00000 Min. :0.000000 Min. :0.000000
1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.000000
Median :0.00000 Median :0.000000 Median :0.000000
Mean :0.02192 Mean :0.002766 Mean :0.009576
3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0.000000
Max. :1.00000 Max. :1.000000 Max. :1.000000
isoflavonas_de_soja terapias_naturales_vegetales especificar
Min. :0.00000 Min. :0.0000 Length:4699
1st Qu.:0.00000 1st Qu.:0.0000 Class :character
Median :0.00000 Median :0.0000 Mode :character
Mean :0.01681 Mean :0.0349
3rd Qu.:0.00000 3rd Qu.:0.0000
Max. :1.00000 Max. :1.0000
otros_tratamientos_no_hormonales especificar_2
Min. :0.00000 Length:4699
1st Qu.:0.00000 Class :character
Median :0.00000 Mode :character
Mean :0.01511
3rd Qu.:0.00000
Max. :1.00000
recibe_medicacion_para_la_osteoporosis
Min. :0.00000
1st Qu.:0.00000
Median :0.00000
Mean :0.06925
3rd Qu.:0.00000
Max. :1.00000
NA's :136
bifosfonatos_alendronato_risedronato_ibadronato denosumab
Min. :0.000000 Min. :0.000000
1st Qu.:0.000000 1st Qu.:0.000000
Median :0.000000 Median :0.000000
Mean :0.007874 Mean :0.002341
3rd Qu.:0.000000 3rd Qu.:0.000000
Max. :1.000000 Max. :1.000000
serm_bazedoxifeno_raloxifeno solo_calcio_y_vitamina_d_solo_vitamina_d
Min. :0.000000 Min. :0.00000
1st Qu.:0.000000 1st Qu.:0.00000
Median :0.000000 Median :0.00000
Mean :0.001064 Mean :0.05597
3rd Qu.:0.000000 3rd Qu.:0.00000
Max. :1.000000 Max. :1.00000
otros especificar_3 ha_tenido_alguna_fractura
Min. :0.000000 Length:4699 Min. :0.00000
1st Qu.:0.000000 Class :character 1st Qu.:0.00000
Median :0.000000 Mode :character Median :0.00000
Mean :0.007023 Mean :0.09963
3rd Qu.:0.000000 3rd Qu.:0.00000
Max. :1.000000 Max. :1.00000
NA's :162
muneca cadera vertebral otros_2
Min. :0.00000 Min. :0.000000 Min. :0.000000 Min. :0.00000
1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.000000 1st Qu.:0.00000
Median :0.00000 Median :0.000000 Median :0.000000 Median :0.00000
Mean :0.02086 Mean :0.002128 Mean :0.003192 Mean :0.06597
3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:0.000000 3rd Qu.:0.00000
Max. :1.00000 Max. :1.000000 Max. :1.000000 Max. :1.00000
especificar_4
Length:4699
Class :character
Mode :character
x1_de_pronto_noto_que_empiezo_a_sudar_sin_que_haya_hecho_ningun_esfuerzo
Min. :0.000
1st Qu.:1.000
Median :3.000
Mean :2.382
3rd Qu.:4.000
Max. :5.000
x2_noto_sofocaciones
Min. :0.000
1st Qu.:1.000
Median :2.000
Mean :2.271
3rd Qu.:3.000
Max. :5.000
x3_durante_el_dia_noto_que_la_cabeza_me_va_doliendo_cada_vez_mas
Min. :0.000
1st Qu.:0.000
Median :1.000
Mean :1.508
3rd Qu.:3.000
Max. :5.000
x4_aunque_duermo_no_consigo_descansar
Min. :0.000
1st Qu.:2.000
Median :3.000
Mean :2.865
3rd Qu.:4.000
Max. :5.000
x5_noto_que_el_corazon_me_late_muy_deprisa_y_sin_control
Min. :0.000
1st Qu.:0.000
Median :1.000
Mean :1.572
3rd Qu.:3.000
Max. :5.000
x6_noto_hormigueos_en_manos_y_pies
Min. :0.000
1st Qu.:0.000
Median :1.000
Mean :1.513
3rd Qu.:3.000
Max. :5.000
x7_me_da_miedo_hacer_esfuerzos_porque_se_me_escapa_la_orina
Min. :0.000
1st Qu.:0.000
Median :1.000
Mean :1.383
3rd Qu.:2.500
Max. :5.000
x8_mi_salud_me_causa_problemas_con_la_actividad_diaria_trabajos_domesticos_ir_al_trabajo_etc
Min. :0.000
1st Qu.:0.000
Median :1.000
Mean :1.318
3rd Qu.:2.000
Max. :5.000
x9_he_notado_que_tengo_mas_sequedad_en_la_piel
Min. :0.000
1st Qu.:1.000
Median :3.000
Mean :2.774
3rd Qu.:4.000
Max. :5.000
x10_no_puedo_mas_de_lo_nerviosa_que_estoy
Min. :0.000
1st Qu.:0.000
Median :2.000
Mean :1.899
3rd Qu.:3.000
Max. :5.000
x11_todo_me_aburre_incluso_las_cosas_que_antes_me_divertian
Min. :0.000
1st Qu.:0.000
Median :2.000
Mean :1.894
3rd Qu.:3.000
Max. :5.000
x12_desde_que_me_levanto_me_encuentro_cansada x13_en_mi_vida_el_sexo_es
Min. :0.000 Min. :0.000
1st Qu.:1.000 1st Qu.:1.000
Median :2.000 Median :3.000
Mean :2.429 Mean :2.587
3rd Qu.:4.000 3rd Qu.:4.000
Max. :5.000 Max. :5.000
x14_estoy_satisfecha_con_la_actividad_sexual_que_tengo_en_este_momento_incluso_si_no_tengo
Min. :0.000
1st Qu.:1.000
Median :3.000
Mean :2.678
3rd Qu.:4.000
Max. :5.000
x15_me_considero_feliz_en_mi_relacion_de_pareja
Min. :0.000
1st Qu.:3.000
Median :4.000
Mean :3.615
3rd Qu.:5.000
Max. :5.000
NA's :801
x16_mi_papel_como_esposa_o_pareja_es percentil_dominio_menopausia_salud
Min. :0.000 Length:4699
1st Qu.:3.000 Class :character
Median :4.000 Mode :character
Mean :3.875
3rd Qu.:5.000
Max. :5.000
NA's :793
percentil_dominio_psiquico percentil_dominio_sexualidad
Length:4699 Length:4699
Class :character Class :character
Mode :character Mode :character
percentil_dominio_pareja percentil_global puntos_dominio_menopausia_salud
Length:4699 Length:4699 Length:4699
Class :character Class :character Class :character
Mode :character Mode :character Mode :character
puntos_dominio_psiquico puntos_dominio_sexualidad puntos_dominio_pareja
Length:4699 Length:4699 Length:4699
Class :character Class :character Class :character
Mode :character Mode :character Mode :character
puntos_global
Length:4699
Class :character
Mode :character
Prevalencia de los síntomas menopáusicos en pacientes
library(gtsummary)
#frecuencia de los síntomas menopausicos en mujeres con antecedentes oncológicos
sint_meno <- Menopausia %>%
select(ha_tenido_un_cancer, no_tengo_sintomas, sofocos, sequedad_vaginal,tengo_dolor_en_las_relaciones_sexuales, no_tengo_deseos_de_tener_relaciones_sexuales, tengo_insomnio, estoy_irritada, me_siento_decaida_tengo_el_llanto_facil, dolor_articular_muscular)
#obtener la frecuencia de los sint_meno con tbl_summary
sint_meno %>%
tbl_summary(
by = ha_tenido_un_cancer,
statistic = list(
all_continuous() ~ "{mean} ({sd}) {median} ({p25}, {p75})",
all_categorical() ~ "{n} / {N} ({p}%)"
),
digits = list(
all_continuous() ~ 2,
all_categorical() ~ 1
)
) %>%
bold_labels() %>%
add_difference()568 observations missing `ha_tenido_un_cancer` have been removed. To include these observations, use `forcats::fct_na_value_to_level()` on `ha_tenido_un_cancer` column before passing to `tbl_summary()`.| Characteristic | 0, N = 3,8711 | 1, N = 2601 | Difference2 | 95% CI2,3 | p-value2 |
|---|---|---|---|---|---|
| no_tengo_sintomas | 303.0 / 3,871.0 (7.8%) | 12.0 / 260.0 (4.6%) | 3.2% | 0.32%, 6.1% | 0.077 |
| sofocos | 2,166.0 / 3,871.0 (56.0%) | 163.0 / 260.0 (62.7%) | -6.7% | -13%, -0.45% | 0.040 |
| sequedad_vaginal | 1,977.0 / 3,871.0 (51.1%) | 156.0 / 260.0 (60.0%) | -8.9% | -15%, -2.6% | 0.006 |
| tengo_dolor_en_las_relaciones_sexuales | 1,063.0 / 3,871.0 (27.5%) | 93.0 / 260.0 (35.8%) | -8.3% | -15%, -2.1% | 0.005 |
| no_tengo_deseos_de_tener_relaciones_sexuales | 2,083.0 / 3,871.0 (53.8%) | 143.0 / 260.0 (55.0%) | -1.2% | -7.6%, 5.3% | 0.8 |
| tengo_insomnio | 2,147.0 / 3,871.0 (55.5%) | 133.0 / 260.0 (51.2%) | 4.3% | -2.2%, 11% | 0.2 |
| estoy_irritada | 1,739.0 / 3,871.0 (44.9%) | 102.0 / 260.0 (39.2%) | 5.7% | -0.65%, 12% | 0.085 |
| me_siento_decaida_tengo_el_llanto_facil | 1,711.0 / 3,871.0 (44.2%) | 97.0 / 260.0 (37.3%) | 6.9% | 0.60%, 13% | 0.035 |
| dolor_articular_muscular | 2,292.0 / 3,871.0 (59.2%) | 159.0 / 260.0 (61.2%) | -1.9% | -8.3%, 4.4% | 0.6 |
| 1 n / N (%) | |||||
| 2 Two sample test for equality of proportions | |||||
| 3 CI = Confidence Interval | |||||
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