There are several datasets that have been tidied for use in PROMISE, including the master dataset PROMISE. This document contains the commands that were used to create these datasets, that shows what was imported and other warnings or messages as well as the variables contained within the dataset. You can merge datasets together by using combine_datasets.

devtools::load_all(".")
library(dplyr)
options(tibble.width = 0) # hide values from output below.

Bioelectrical Impedance Analysis

glimpse(bia)
#> Observations: 474
#> Variables: 38
#> $ SID                   <int> ...
#> $ VN                    <int> ...
#> $ BIA_PctFat1           <dbl> ...
#> $ BIA_PctFat2           <dbl> ...
#> $ BIA_FatMass1          <dbl> ...
#> $ BIA_FatMass2          <dbl> ...
#> $ BIA_FatFreeMass1      <dbl> ...
#> $ BIA_FatFreeMass2      <dbl> ...
#> $ BIA_RLegPctFat1       <dbl> ...
#> $ BIA_RLegPctFat2       <dbl> ...
#> $ BIA_RLegFatMass1      <dbl> ...
#> $ BIA_RLegFatMass2      <dbl> ...
#> $ BIA_RLegFatFreeMass1  <dbl> ...
#> $ BIA_RLegFatFreeMass2  <dbl> ...
#> $ BIA_LLegPctFat1       <dbl> ...
#> $ BIA_LLegPctFat2       <dbl> ...
#> $ BIA_LLegFatMass1      <dbl> ...
#> $ BIA_LLegFatMass2      <dbl> ...
#> $ BIA_LLegFatFreeMass1  <dbl> ...
#> $ BIA_LLegFatFreeMass2  <dbl> ...
#> $ BIA_RArmPctFat1       <dbl> ...
#> $ BIA_RArmPctFat2       <dbl> ...
#> $ BIA_RArmFatMass1      <dbl> ...
#> $ BIA_RArmFatMass2      <dbl> ...
#> $ BIA_RArmFatFreeMass1  <dbl> ...
#> $ BIA_RArmFatFreeMass2  <dbl> ...
#> $ BIA_LArmPctFat1       <dbl> ...
#> $ BIA_LArmPctFat2       <dbl> ...
#> $ BIA_LArmFatMass1      <dbl> ...
#> $ BIA_LArmFatMass2      <dbl> ...
#> $ BIA_LArmFatFreeMass1  <dbl> ...
#> $ BIA_LArmFatFreeMass2  <dbl> ...
#> $ BIA_TrunkPctFat1      <dbl> ...
#> $ BIA_TrunkPctFat2      <dbl> ...
#> $ BIA_TrunkFatMass1     <dbl> ...
#> $ BIA_TrunkFatMass2     <dbl> ...
#> $ BIA_TrunkFatFreeMass1 <dbl> ...
#> $ BIA_TrunkFatFreeMass2 <dbl> ...

Bloodwork (plus UDBP and Vitamin D)

glimpse(bloodwork)
#> Observations: 2,174
#> Variables: 17
#> $ SID            <int> ...
#> $ VN             <dbl> ...
#> $ Visit          <chr> ...
#> $ Chol           <dbl> ...
#> $ TAG            <dbl> ...
#> $ HDL            <dbl> ...
#> $ LDL            <dbl> ...
#> $ LdlHdlRatio    <dbl> ...
#> $ PTH            <dbl> ...
#> $ CRP            <dbl> ...
#> $ UrinaryCalcium <dbl> ...
#> $ CholHdlRatio   <dbl> ...
#> $ HemolyticIndex <int> ...
#> $ LipemicIndex   <int> ...
#> $ IctericIndex   <int> ...
#> $ UDBP           <dbl> ...
#> $ VitaminD       <dbl> ...

Diet History Questionnaire

glimpse(dhq)
#> Observations: 521
#> Variables: 136
#> $ SID                  <int> ...
#> $ diet_alcoholFFQ      <dbl> ...
#> $ diet_kcal            <dbl> ...
#> $ diet_protein         <dbl> ...
#> $ diet_fat             <dbl> ...
#> $ diet_sfa             <dbl> ...
#> $ diet_mufa            <dbl> ...
#> $ diet_pufa            <dbl> ...
#> $ diet_chol            <dbl> ...
#> $ diet_cho             <dbl> ...
#> $ diet_fiber           <dbl> ...
#> $ diet_vitaIU          <dbl> ...
#> $ diet_vitaRE          <dbl> ...
#> $ diet_caro            <dbl> ...
#> $ diet_viteATE         <dbl> ...
#> $ diet_vitc            <dbl> ...
#> $ diet_thiamin         <dbl> ...
#> $ diet_ribo            <dbl> ...
#> $ diet_nia             <dbl> ...
#> $ diet_vitb6           <dbl> ...
#> $ diet_folate          <dbl> ...
#> $ diet_vitb12          <dbl> ...
#> $ diet_cal             <dbl> ...
#> $ diet_phos            <dbl> ...
#> $ diet_mg              <dbl> ...
#> $ diet_iron            <dbl> ...
#> $ diet_zinc            <dbl> ...
#> $ diet_copper          <dbl> ...
#> $ diet_sodium          <dbl> ...
#> $ diet_potass          <dbl> ...
#> $ diet_caffeine        <dbl> ...
#> $ diet_theo            <dbl> ...
#> $ diet_sel             <dbl> ...
#> $ diet_fa_4_0          <dbl> ...
#> $ diet_fa_6_0          <dbl> ...
#> $ diet_fa_8_0          <dbl> ...
#> $ diet_fa_10_0         <dbl> ...
#> $ diet_fa_12_0         <dbl> ...
#> $ diet_fa_14_0         <dbl> ...
#> $ diet_fa_16_0         <dbl> ...
#> $ diet_fa_16_1         <dbl> ...
#> $ diet_fa_18_0         <dbl> ...
#> $ diet_fa_18_1         <dbl> ...
#> $ diet_fa_18_2         <dbl> ...
#> $ diet_fa_18_3         <dbl> ...
#> $ diet_fa_18_4         <dbl> ...
#> $ diet_fa_20_1         <dbl> ...
#> $ diet_fa_20_4         <dbl> ...
#> $ diet_fa_20_5         <dbl> ...
#> $ diet_fa_22_1         <dbl> ...
#> $ diet_fa_22_5         <dbl> ...
#> $ diet_fa_22_6         <dbl> ...
#> $ diet_total_food      <dbl> ...
#> $ diet_total_grain     <dbl> ...
#> $ diet_w_grain         <dbl> ...
#> $ diet_nw_grain        <dbl> ...
#> $ diet_total_veg       <dbl> ...
#> $ diet_dark_veg        <dbl> ...
#> $ diet_yellow_veg      <dbl> ...
#> $ diet_lentil          <dbl> ...
#> $ diet_potato          <dbl> ...
#> $ diet_starchy_veg     <dbl> ...
#> $ diet_tomato          <dbl> ...
#> $ diet_other_veg       <dbl> ...
#> $ diet_total_fruit     <dbl> ...
#> $ diet_citrus          <dbl> ...
#> $ diet_other_fruit     <dbl> ...
#> $ diet_total_dairy     <dbl> ...
#> $ diet_milk            <dbl> ...
#> $ diet_yogurt          <dbl> ...
#> $ diet_cheese          <dbl> ...
#> $ diet_total_meat      <dbl> ...
#> $ diet_red_meat        <dbl> ...
#> $ diet_organ_meat      <dbl> ...
#> $ diet_lunch_meat      <dbl> ...
#> $ diet_poultry         <dbl> ...
#> $ diet_fish            <dbl> ...
#> $ diet_egg             <dbl> ...
#> $ diet_soy             <dbl> ...
#> $ diet_nut             <dbl> ...
#> $ diet_discret_fat     <dbl> ...
#> $ diet_added_sugar     <dbl> ...
#> $ diet_drinksAlcohol   <dbl> ...
#> $ diet_vita_rae        <dbl> ...
#> $ diet_a_caro          <dbl> ...
#> $ diet_b_caro          <dbl> ...
#> $ diet_b_crypto        <dbl> ...
#> $ diet_lutein          <dbl> ...
#> $ diet_lycopene        <dbl> ...
#> $ diet_b_caro_equ      <dbl> ...
#> $ diet_a_tocoph        <dbl> ...
#> $ diet_b_tocoph        <dbl> ...
#> $ diet_d_tocoph        <dbl> ...
#> $ diet_g_tocoph        <dbl> ...
#> $ diet_vitd            <dbl> ...
#> $ diet_methionine      <dbl> ...
#> $ diet_folate_mcg      <dbl> ...
#> $ diet_folate_equ      <dbl> ...
#> $ diet_folate_food     <dbl> ...
#> $ diet_folate_syn      <dbl> ...
#> $ diet_total_fiber     <dbl> ...
#> $ diet_insol_fiber     <dbl> ...
#> $ diet_sol_fib         <dbl> ...
#> $ diet_trans_fat       <dbl> ...
#> $ diet_trans_fat_161   <dbl> ...
#> $ diet_trans_fat_181   <dbl> ...
#> $ diet_trans_fat_182   <dbl> ...
#> $ diet_gly_load        <dbl> ...
#> $ diet_folate_can_mcg  <dbl> ...
#> $ diet_percent_pro     <dbl> ...
#> $ diet_percent_fat     <dbl> ...
#> $ diet_percent_sfa     <dbl> ...
#> $ diet_percent_mufa    <dbl> ...
#> $ diet_percent_pufa    <dbl> ...
#> $ diet_percent_cho     <dbl> ...
#> $ diet_percent_alcohol <dbl> ...
#> $ diet_supp_vita_iu    <dbl> ...
#> $ diet_supp_vita_re    <dbl> ...
#> $ diet_supp_b_caro     <dbl> ...
#> $ diet_supp_vite       <dbl> ...
#> $ diet_supp_vitc       <dbl> ...
#> $ diet_supp_thiamin    <dbl> ...
#> $ diet_supp_ribo       <dbl> ...
#> $ diet_supp_nia        <dbl> ...
#> $ diet_supp_vitb6      <dbl> ...
#> $ diet_supp_folate     <dbl> ...
#> $ diet_supp_vitb12     <dbl> ...
#> $ diet_supp_cal        <dbl> ...
#> $ diet_supp_mg         <dbl> ...
#> $ diet_supp_iron       <dbl> ...
#> $ diet_supp_zinc       <dbl> ...
#> $ diet_supp_copper     <dbl> ...
#> $ diet_supp_vitd       <dbl> ...
#> $ diet_supp_sel        <dbl> ...
#> $ VisitCount           <dbl> ...
#> $ VN                   <dbl> ...

Dual-energy X-ray Absorptiometry

glimpse(dxa)
#> Observations: 146
#> Variables: 129
#> $ SID                           <int> ...
#> $ VN                            <dbl> ...
#> $ VisitDateDXA                  <date> ...
#> $ VisitCount                    <dbl> ...
#> $ DXA_TotalFat                  <dbl> ...
#> $ DXA_TotalLean                 <dbl> ...
#> $ DXA_TotalMass                 <dbl> ...
#> $ DXA_TotalPctFat               <dbl> ...
#> $ DXA_AndroidFM                 <dbl> ...
#> $ DXA_AndroidFFM                <dbl> ...
#> $ DXA_AndroidMass               <dbl> ...
#> $ DXA_AndroidPctFat             <dbl> ...
#> $ DXA_GynoidFM                  <dbl> ...
#> $ DXA_GynoidFFM                 <dbl> ...
#> $ DXA_GynoidMass                <dbl> ...
#> $ DXA_GynoidPctFat              <dbl> ...
#> $ DXA_TotalPctFat2              <dbl> ...
#> $ DXA_AndroidGynoidRatio        <dbl> ...
#> $ DXA_FatMassRatio              <dbl> ...
#> $ DXA_TrunkLimbFatMassRatio     <dbl> ...
#> $ DXA_FatMassHeightSquared      <dbl> ...
#> $ DXA_TotalFM                   <dbl> ...
#> $ DXA_FFMHeightSquared          <dbl> ...
#> $ DXA_AppendageFFMHeightSquared <dbl> ...
#> $ DXA_TotalFFM                  <dbl> ...
#> $ DXA_HeadFat                   <dbl> ...
#> $ DXA_HeadFFM                   <dbl> ...
#> $ DXA_HeadMass                  <dbl> ...
#> $ DXA_HeadPctFat                <dbl> ...
#> $ DXA_LArmFat                   <dbl> ...
#> $ DXA_LArmFFM                   <dbl> ...
#> $ DXA_LArmMass                  <dbl> ...
#> $ DXA_LArmPctFat                <dbl> ...
#> $ DXA_RArmFat                   <dbl> ...
#> $ DXA_RArmFFM                   <dbl> ...
#> $ DXA_RArmMass                  <dbl> ...
#> $ DXA_RArmPctFat                <dbl> ...
#> $ DXA_TrunkFat                  <dbl> ...
#> $ DXA_TrunkFFM                  <dbl> ...
#> $ DXA_TrunkMass                 <dbl> ...
#> $ DXA_TrunkPctFat               <dbl> ...
#> $ DXA_LLegFat                   <dbl> ...
#> $ DXA_LLegFFM                   <dbl> ...
#> $ DXA_LLegMass                  <dbl> ...
#> $ DXA_LLegPctFat                <dbl> ...
#> $ DXA_RLegFat                   <dbl> ...
#> $ DXA_RLegFFM                   <dbl> ...
#> $ DXA_RLegMass                  <dbl> ...
#> $ DXA_RLegPctFat                <dbl> ...
#> $ DXA_SubTotalFat               <dbl> ...
#> $ DXA_SubTotalFFM               <dbl> ...
#> $ DXA_SubTotalMass              <dbl> ...
#> $ DXA_SubTotalPctFat            <dbl> ...
#> $ DXA_WBTotalFat                <dbl> ...
#> $ DXA_WBTotalFFM                <dbl> ...
#> $ DXA_WBTotalMass               <dbl> ...
#> $ DXA_Wbtot_Pfat                <dbl> ...
#> $ DXA_Weight                    <dbl> ...
#> $ DXA_Height                    <dbl> ...
#> $ DXA_TROCH_AREA                <dbl> ...
#> $ DXA_TROCH_BMC                 <dbl> ...
#> $ DXA_TROCH_BMD                 <dbl> ...
#> $ DXA_INTER_AREA                <dbl> ...
#> $ DXA_INTER_BMC                 <dbl> ...
#> $ DXA_INTER_BMD                 <dbl> ...
#> $ DXA_NECK_AREA                 <dbl> ...
#> $ DXA_NECK_BMC                  <dbl> ...
#> $ DXA_NECK_BMD                  <dbl> ...
#> $ DXA_WARDS_AREA                <dbl> ...
#> $ DXA_WARDS_BMC                 <dbl> ...
#> $ DXA_WARDS_BMD                 <dbl> ...
#> $ DXA_HTOT_AREA                 <dbl> ...
#> $ DXA_HTOT_BMC                  <dbl> ...
#> $ DXA_HTOT_BMD                  <dbl> ...
#> $ DXA_L1_AREA                   <dbl> ...
#> $ DXA_L1_BMC                    <dbl> ...
#> $ DXA_L1_BMD                    <dbl> ...
#> $ DXA_L2_AREA                   <dbl> ...
#> $ DXA_L2_BMC                    <dbl> ...
#> $ DXA_L2_BMD                    <dbl> ...
#> $ DXA_L3_AREA                   <dbl> ...
#> $ DXA_L3_BMC                    <dbl> ...
#> $ DXA_L3_BMD                    <dbl> ...
#> $ DXA_L4_AREA                   <dbl> ...
#> $ DXA_L4_BMC                    <dbl> ...
#> $ DXA_L4_BMD                    <dbl> ...
#> $ DXA_L5_AREA                   <int> ...
#> $ DXA_L5_BMC                    <int> ...
#> $ DXA_L5_BMD                    <int> ...
#> $ DXA_TOT_AREA                  <dbl> ...
#> $ DXA_TOT_BMC                   <dbl> ...
#> $ DXA_TOT_BMD                   <dbl> ...
#> $ DXA_STD_TOT_BMD               <int> ...
#> $ DXA_WBTOT_AREA                <dbl> ...
#> $ DXA_WBTOT_BMC                 <dbl> ...
#> $ DXA_WBTOT_BMD                 <dbl> ...
#> $ DXA_SUBTOT_AREA               <dbl> ...
#> $ DXA_SUBTOT_BMC                <dbl> ...
#> $ DXA_SUBTOT_BMD                <dbl> ...
#> $ DXA_HEAD_AREA                 <dbl> ...
#> $ DXA_HEAD_BMC                  <dbl> ...
#> $ DXA_HEAD_BMD                  <dbl> ...
#> $ DXA_LARM_AREA                 <dbl> ...
#> $ DXA_LARM_BMC                  <dbl> ...
#> $ DXA_LARM_BMD                  <dbl> ...
#> $ DXA_RARM_AREA                 <dbl> ...
#> $ DXA_RARM_BMC                  <dbl> ...
#> $ DXA_RARM_BMD                  <dbl> ...
#> $ DXA_LRIB_AREA                 <dbl> ...
#> $ DXA_LRIB_BMC                  <dbl> ...
#> $ DXA_LRIB_BMD                  <dbl> ...
#> $ DXA_RRIB_AREA                 <dbl> ...
#> $ DXA_RRIB_BMC                  <dbl> ...
#> $ DXA_RRIB_BMD                  <dbl> ...
#> $ DXA_T_S_AREA                  <dbl> ...
#> $ DXA_T_S_BMC                   <dbl> ...
#> $ DXA_T_S_BMD                   <dbl> ...
#> $ DXA_L_S_AREA                  <dbl> ...
#> $ DXA_L_S_BMC                   <dbl> ...
#> $ DXA_L_S_BMD                   <dbl> ...
#> $ DXA_PELV_AREA                 <dbl> ...
#> $ DXA_PELV_BMC                  <dbl> ...
#> $ DXA_PELV_BMD                  <dbl> ...
#> $ DXA_LLEG_AREA                 <dbl> ...
#> $ DXA_LLEG_BMC                  <dbl> ...
#> $ DXA_LLEG_BMD                  <dbl> ...
#> $ DXA_RLEG_AREA                 <dbl> ...
#> $ DXA_RLEG_BMC                  <dbl> ...
#> $ DXA_RLEG_BMD                  <dbl> ...

Fatty acids

glimpse(fattyacids)
#> Observations: 478
#> Variables: 308
#> $ SID                                 <int> ...
#> $ ce140                               <dbl> ...
#> $ ce141n7                             <dbl> ...
#> $ ce160                               <dbl> ...
#> $ ce161n7                             <dbl> ...
#> $ ce180                               <dbl> ...
#> $ ce181n9                             <dbl> ...
#> $ ce181n7                             <dbl> ...
#> $ ce182n6                             <dbl> ...
#> $ ce183n6                             <dbl> ...
#> $ ce183n3                             <dbl> ...
#> $ ce200                               <dbl> ...
#> $ ce201n9                             <dbl> ...
#> $ ce202n6                             <dbl> ...
#> $ ce203n6                             <dbl> ...
#> $ ce204n6                             <dbl> ...
#> $ ce220                               <dbl> ...
#> $ ce205n3                             <dbl> ...
#> $ ce221n9                             <dbl> ...
#> $ ce224n6                             <dbl> ...
#> $ ce241n9                             <dbl> ...
#> $ ce225n3                             <dbl> ...
#> $ ce226n3                             <dbl> ...
#> $ ne140                               <dbl> ...
#> $ ne141n7                             <dbl> ...
#> $ ne160                               <dbl> ...
#> $ ne161n7                             <dbl> ...
#> $ ne180                               <dbl> ...
#> $ ne181n9                             <dbl> ...
#> $ ne181n7                             <dbl> ...
#> $ ne182n6                             <dbl> ...
#> $ ne183n6                             <dbl> ...
#> $ ne183n3                             <dbl> ...
#> $ ne200                               <dbl> ...
#> $ ne201n9                             <dbl> ...
#> $ ne202n6                             <dbl> ...
#> $ ne203n6                             <dbl> ...
#> $ ne204n6                             <dbl> ...
#> $ ne220                               <dbl> ...
#> $ ne205n3                             <dbl> ...
#> $ ne221n9                             <dbl> ...
#> $ ne224n6                             <dbl> ...
#> $ ne241n9                             <dbl> ...
#> $ ne225n3                             <dbl> ...
#> $ ne226n3                             <dbl> ...
#> $ pl140                               <dbl> ...
#> $ pl141n7                             <dbl> ...
#> $ pl160                               <dbl> ...
#> $ pl161n7                             <dbl> ...
#> $ pl180                               <dbl> ...
#> $ pl181n9                             <dbl> ...
#> $ pl181n7                             <dbl> ...
#> $ pl182n6                             <dbl> ...
#> $ pl183n6                             <dbl> ...
#> $ pl183n3                             <dbl> ...
#> $ pl200                               <dbl> ...
#> $ pl201n9                             <dbl> ...
#> $ pl202n6                             <dbl> ...
#> $ pl203n6                             <dbl> ...
#> $ pl204n6                             <dbl> ...
#> $ pl220                               <dbl> ...
#> $ pl205n3                             <dbl> ...
#> $ pl221n9                             <dbl> ...
#> $ pl224n6                             <dbl> ...
#> $ pl241n9                             <dbl> ...
#> $ pl225n3                             <dbl> ...
#> $ pl226n3                             <dbl> ...
#> $ tg140                               <dbl> ...
#> $ tg141n7                             <dbl> ...
#> $ tg160                               <dbl> ...
#> $ tg161n7                             <dbl> ...
#> $ tg180                               <dbl> ...
#> $ tg181n9                             <dbl> ...
#> $ tg181n7                             <dbl> ...
#> $ tg182n6                             <dbl> ...
#> $ tg183n6                             <dbl> ...
#> $ tg183n3                             <dbl> ...
#> $ tg200                               <dbl> ...
#> $ tg201n9                             <dbl> ...
#> $ tg202n6                             <dbl> ...
#> $ tg203n6                             <dbl> ...
#> $ tg204n6                             <dbl> ...
#> $ tg220                               <dbl> ...
#> $ tg205n3                             <dbl> ...
#> $ tg221n9                             <dbl> ...
#> $ tg224n6                             <dbl> ...
#> $ tg241n9                             <dbl> ...
#> $ tg225n3                             <dbl> ...
#> $ tg226n3                             <dbl> ...
#> $ VisitCount.x                        <dbl> ...
#> $ VN                                  <dbl> ...
#> $ transfa_ce140                       <dbl> ...
#> $ transfa_ce141n9t                    <dbl> ...
#> $ transfa_ce141n9c                    <dbl> ...
#> $ transfa_ce150                       <dbl> ...
#> $ transfa_ce151n10t                   <dbl> ...
#> $ transfa_ce151n10c                   <dbl> ...
#> $ transfa_ce160                       <dbl> ...
#> $ transfa_ce161n9t                    <dbl> ...
#> $ transfa_ce161n9c                    <dbl> ...
#> $ transfa_ce171n10t                   <dbl> ...
#> $ transfa_ce171n10c                   <dbl> ...
#> $ transfa_ce180                       <dbl> ...
#> $ transfa_ce181n6t                    <dbl> ...
#> $ transfa_ce181n9t                    <dbl> ...
#> $ transfa_ce181n11t                   <dbl> ...
#> $ transfa_ce181n6c                    <dbl> ...
#> $ transfa_ce181n9c                    <dbl> ...
#> $ transfa_ce181n11c                   <dbl> ...
#> $ transfa_ce181n12c                   <dbl> ...
#> $ transfa_ce181n13c                   <dbl> ...
#> $ transfa_ce181n14c                   <dbl> ...
#> $ transfa_ce181n15c                   <dbl> ...
#> $ transfa_ce182n9t12t                 <dbl> ...
#> $ transfa_ce182n9c12t                 <dbl> ...
#> $ transfa_ce191n10t                   <dbl> ...
#> $ transfa_ce182n9t12c                 <dbl> ...
#> $ transfa_ce182n9c12c                 <dbl> ...
#> $ transfa_ce200                       <dbl> ...
#> $ transfa_ce183n6c9c12c               <dbl> ...
#> $ transfa_ce201n11t                   <dbl> ...
#> $ transfa_ce201n11c                   <dbl> ...
#> $ transfa_ce183n9c12c15c              <dbl> ...
#> $ transfa_ce182n9c11t                 <dbl> ...
#> $ transfa_ce182n9tn11c_182n10c12t     <dbl> ...
#> $ transfa_ce182n11c13t                <dbl> ...
#> $ transfa_ce182n10t12c                <dbl> ...
#> $ transfa_ce182ntt_10t12t_9t11t_8t10t <dbl> ...
#> $ transfa_ce202n11c14c                <dbl> ...
#> $ transfa_ce220                       <dbl> ...
#> $ transfa_ce203n8c11c14c              <dbl> ...
#> $ transfa_ce221n13t                   <dbl> ...
#> $ transfa_ce221n13c                   <dbl> ...
#> $ transfa_ce203n11c14c17c             <dbl> ...
#> $ transfa_ce204n6                     <dbl> ...
#> $ transfa_ce222n13c16c                <dbl> ...
#> $ transfa_ce240                       <dbl> ...
#> $ transfa_ce205n3                     <dbl> ...
#> $ transfa_ce241n15c                   <dbl> ...
#> $ transfa_ce224n7c10c13c16c           <dbl> ...
#> $ transfa_ce225n4c7c10c13c16c         <dbl> ...
#> $ transfa_ce225n7c10c13c16c19c        <dbl> ...
#> $ transfa_ce226n3                     <dbl> ...
#> $ transfa_ne140                       <dbl> ...
#> $ transfa_ne141n9t                    <dbl> ...
#> $ transfa_ne141n9c                    <dbl> ...
#> $ transfa_ne150                       <dbl> ...
#> $ transfa_ne151n10t                   <dbl> ...
#> $ transfa_ne151n10c                   <dbl> ...
#> $ transfa_ne16                        <dbl> ...
#> $ transfa_ne161n9t                    <dbl> ...
#> $ transfa_ne161n9c                    <dbl> ...
#> $ transfa_ne171n10t                   <dbl> ...
#> $ transfa_ne171n10c                   <dbl> ...
#> $ transfa_ne180                       <dbl> ...
#> $ transfa_ne181n6t                    <dbl> ...
#> $ transfa_ne181n9t                    <dbl> ...
#> $ transfa_ne181n11t                   <dbl> ...
#> $ transfa_ne181n6c                    <dbl> ...
#> $ transfa_ne181n9c                    <dbl> ...
#> $ transfa_ne181n11c                   <dbl> ...
#> $ transfa_ne181n12c                   <dbl> ...
#> $ transfa_ne181n13c                   <dbl> ...
#> $ transfa_ne181n14c                   <dbl> ...
#> $ transfa_ne181n15c                   <dbl> ...
#> $ transfa_ne182n9t12t                 <dbl> ...
#> $ transfa_ne182n9c12t                 <dbl> ...
#> $ transfa_ne191n10t                   <dbl> ...
#> $ transfa_ne182n9t12c                 <dbl> ...
#> $ transfa_ne182n9c12c                 <dbl> ...
#> $ transfa_ne200                       <dbl> ...
#> $ transfa_ne183n6c9c12c               <dbl> ...
#> $ transfa_ne201n11t                   <dbl> ...
#> $ transfa_ne201n11c                   <dbl> ...
#> $ transfa_ne183n9c12c15c              <dbl> ...
#> $ transfa_ne182n9c11t                 <dbl> ...
#> $ transfa_ne182n9tn11c_182n10c12t     <dbl> ...
#> $ transfa_ne182n11c13t                <dbl> ...
#> $ transfa_ne182n10t12c                <dbl> ...
#> $ transfa_ne182ntt_10t12t_9t11t_8t10t <dbl> ...
#> $ transfa_ne202n11c14c                <dbl> ...
#> $ transfa_ne220                       <dbl> ...
#> $ transfa_ne203n8c11c14c              <dbl> ...
#> $ transfa_ne221n13t                   <dbl> ...
#> $ transfa_ne221n13c                   <dbl> ...
#> $ transfa_ne203n11c14c17c             <dbl> ...
#> $ transfa_ne204n6                     <dbl> ...
#> $ transfa_ne222n13c16c                <dbl> ...
#> $ transfa_ne240                       <dbl> ...
#> $ transfa_ne205n3                     <dbl> ...
#> $ transfa_ne241n15c                   <dbl> ...
#> $ transfa_ne224n7c10c13c16c           <dbl> ...
#> $ transfa_ne225n4c7c10c13c16c         <dbl> ...
#> $ transfa_ne225n7c10c13c16c19c        <dbl> ...
#> $ transfa_ne226n3                     <dbl> ...
#> $ transfa_pl140                       <dbl> ...
#> $ transfa_pl141n9t                    <dbl> ...
#> $ transfa_pl141n9c                    <dbl> ...
#> $ transfa_pl150                       <dbl> ...
#> $ transfa_pl151n10t                   <dbl> ...
#> $ transfa_pl151n10c                   <dbl> ...
#> $ transfa_pl16                        <dbl> ...
#> $ transfa_pl161n9t                    <dbl> ...
#> $ transfa_pl161n9c                    <dbl> ...
#> $ transfa_pl171n10t                   <dbl> ...
#> $ transfa_pl171n10c                   <dbl> ...
#> $ transfa_pl180                       <dbl> ...
#> $ transfa_pl181n6t                    <dbl> ...
#> $ transfa_pl181n9t                    <dbl> ...
#> $ transfa_pl181n11t                   <dbl> ...
#> $ transfa_pl181n6c                    <dbl> ...
#> $ transfa_pl181n9c                    <dbl> ...
#> $ transfa_pl181n11c                   <dbl> ...
#> $ transfa_pl181n12c                   <dbl> ...
#> $ transfa_pl181n13c                   <dbl> ...
#> $ transfa_pl181n14c                   <dbl> ...
#> $ transfa_pl181n15c                   <dbl> ...
#> $ transfa_pl182n9t12t                 <dbl> ...
#> $ transfa_pl182n9c12t                 <dbl> ...
#> $ transfa_pl191n10t                   <dbl> ...
#> $ transfa_pl182n9t12c                 <dbl> ...
#> $ transfa_pl182n9c12c                 <dbl> ...
#> $ transfa_pl200                       <dbl> ...
#> $ transfa_pl183n6c9c12c               <dbl> ...
#> $ transfa_pl201n11t                   <dbl> ...
#> $ transfa_pl201n11c                   <dbl> ...
#> $ transfa_pl183n9c12c15c              <dbl> ...
#> $ transfa_pl182n9c11t                 <dbl> ...
#> $ transfa_pl182n9tn11c_182n10c12t     <dbl> ...
#> $ transfa_pl182n11c13t                <dbl> ...
#> $ transfa_pl182n10t12c                <dbl> ...
#> $ transfa_pl182ntt_10t12t_9t11t_8t10t <dbl> ...
#> $ transfa_pl202n11c14c                <dbl> ...
#> $ transfa_pl220                       <dbl> ...
#> $ transfa_pl203n8c11c14c              <dbl> ...
#> $ transfa_pl221n13t                   <dbl> ...
#> $ transfa_pl221n13c                   <dbl> ...
#> $ transfa_pl203n11c14c17c             <dbl> ...
#> $ transfa_pl204n6                     <dbl> ...
#> $ transfa_pl222n13c16c                <dbl> ...
#> $ transfa_pl240                       <dbl> ...
#> $ transfa_pl205n3                     <dbl> ...
#> $ transfa_pl241n15c                   <dbl> ...
#> $ transfa_pl224n7c10c13c16c           <dbl> ...
#> $ transfa_pl225n4c7c10c13c16c         <dbl> ...
#> $ transfa_pl225n7c10c13c16c19c        <dbl> ...
#> $ transfa_pl226n3                     <dbl> ...
#> $ transfa_tg140                       <dbl> ...
#> $ transfa_tg141n9t                    <dbl> ...
#> $ transfa_tg141n9c                    <dbl> ...
#> $ transfa_tg150                       <dbl> ...
#> $ transfa_tg151n10t                   <dbl> ...
#> $ transfa_tg151n10c                   <dbl> ...
#> $ transfa_tg160                       <dbl> ...
#> $ transfa_tg161n9t                    <dbl> ...
#> $ transfa_tg161n9c                    <dbl> ...
#> $ transfa_tg171n10t                   <dbl> ...
#> $ transfa_tg171n10c                   <dbl> ...
#> $ transfa_tg180                       <dbl> ...
#> $ transfa_tg181n6t                    <dbl> ...
#> $ transfa_tg181n9t                    <dbl> ...
#> $ transfa_tg181n11t                   <dbl> ...
#> $ transfa_tg181n6c                    <dbl> ...
#> $ transfa_tg181n9c                    <dbl> ...
#> $ transfa_tg181n11c                   <dbl> ...
#> $ transfa_tg181n12c                   <dbl> ...
#> $ transfa_tg181n13c                   <dbl> ...
#> $ transfa_tg181n14c                   <dbl> ...
#> $ transfa_tg181n15c                   <dbl> ...
#> $ transfa_tg182n9t12t                 <dbl> ...
#> $ transfa_tg182n9c12t                 <dbl> ...
#> $ transfa_tg191n10t                   <dbl> ...
#> $ transfa_tg182n9t12c                 <dbl> ...
#> $ transfa_tg182n9c12c                 <dbl> ...
#> $ transfa_tg200                       <dbl> ...
#> $ transfa_tg183n6c9c12c               <dbl> ...
#> $ transfa_tg201n11t                   <dbl> ...
#> $ transfa_tg201n11c                   <dbl> ...
#> $ transfa_tg183n9c12c15c              <dbl> ...
#> $ transfa_tg182n9c11t                 <dbl> ...
#> $ transfa_tg182n9t11c_182n10c12t      <dbl> ...
#> $ transfa_tg182n11c13t                <dbl> ...
#> $ transfa_tg182n10t12c                <dbl> ...
#> $ transfa_tg182ntt_10t12t_9t11t_8t10t <dbl> ...
#> $ transfa_tg202n11c14c                <dbl> ...
#> $ transfa_tg220                       <dbl> ...
#> $ transfa_tg203n8c11c14c              <dbl> ...
#> $ transfa_tg221n13t                   <dbl> ...
#> $ transfa_tg221n13c                   <dbl> ...
#> $ transfa_tg203n11c14c17c             <dbl> ...
#> $ transfa_tg204n6                     <dbl> ...
#> $ transfa_tg222n13c16c                <dbl> ...
#> $ transfa_tg240                       <dbl> ...
#> $ transfa_tg205n3                     <dbl> ...
#> $ transfa_tg241n15c                   <dbl> ...
#> $ transfa_tg224n7c10c13c16c           <dbl> ...
#> $ transfa_tg225n4c7c10c13c16c         <dbl> ...
#> $ transfa_tg225n7c10c13c16c19c        <dbl> ...
#> $ transfa_tg226n3                     <dbl> ...
#> $ VisitCount.y                        <dbl> ...
#> $ TotalNE                             <dbl> ...
#> $ TotalCE                             <dbl> ...
#> $ TotalPL                             <dbl> ...
#> $ TotalTG                             <dbl> ...
#> $ TransfaTotalNE                      <dbl> ...
#> $ TransfaTotalCE                      <dbl> ...
#> $ TransfaTotalPL                      <dbl> ...
#> $ TransfaTotalTG                      <dbl> ...

Form 1.0

glimpse(form010)
#> Observations: 771
#> Variables: 20
#> $ AN                 <int> ...
#> $ SID                <dbl> ...
#> $ VN                 <dbl> ...
#> $ VisitDateScreening <date> ...
#> $ Sex                <chr> ...
#> $ DOB                <date> ...
#> $ Age                <int> ...
#> $ ScrDiagDM          <int> ...
#> $ ScrMedsDM          <int> ...
#> $ ScrMedsDM2         <int> ...
#> $ ScrMedsDM3         <int> ...
#> $ ScrLiverDis        <int> ...
#> $ ScrKidDis          <int> ...
#> $ EthnMother         <chr> ...
#> $ EthnFather         <chr> ...
#> $ EthnOther          <chr> ...
#> $ EthnMotherNum      <int> ...
#> $ EthnFatherNum      <int> ...
#> $ VisitYear          <dbl> ...
#> $ VisitMonth         <dbl> ...

Form 1.2

glimpse(form012)
#> Observations: 2,155
#> Variables: 115
#> $ SID                       <dbl> ...
#> $ AID                       <int> ...
#> $ FamHistCAD                <dbl> ...
#> $ FamHistDiab               <dbl> ...
#> $ FamHistHypert             <dbl> ...
#> $ FamHistMyoInfr            <dbl> ...
#> $ FamHistPAD                <dbl> ...
#> $ FamHistRevasc             <dbl> ...
#> $ FamHistStroke             <dbl> ...
#> $ VN                        <dbl> ...
#> $ VisitDateForm012e         <date> ...
#> $ PrevIGT                   <int> ...
#> $ PrevIGTOtherStudy         <int> ...
#> $ PrevIGTOtherSpecify       <chr> ...
#> $ MedHistMI                 <int> ...
#> $ MedHistMIAge              <int> ...
#> $ MedHistStroke             <int> ...
#> $ MedHistStrokeAge          <int> ...
#> $ MedHistCABG               <int> ...
#> $ MedHistCABGAge            <int> ...
#> $ MedHistStent              <int> ...
#> $ MedHistStentAge           <int> ...
#> $ MedHistCataract           <int> ...
#> $ MedHistCataractAge        <int> ...
#> $ MedHistPOS                <int> ...
#> $ MedHistPOSAge             <int> ...
#> $ MedHistPOSNotAppl         <int> ...
#> $ MedHistHyperten           <int> ...
#> $ MedHistHypertenAge        <int> ...
#> $ MedHistHighChol           <int> ...
#> $ MedHistHighCholAge        <int> ...
#> $ MedHistPAD                <int> ...
#> $ MedHistPADAge             <int> ...
#> $ MedHistKidnDis            <int> ...
#> $ MedHistKidnDisAge         <int> ...
#> $ MedHistThyrDis            <int> ...
#> $ MedHistThyrDisType        <int> ...
#> $ MedHistThyrDisAge         <int> ...
#> $ MedHistCancer             <int> ...
#> $ MedHistCancerLung         <int> ...
#> $ MedHistCancerBreast       <int> ...
#> $ MedHistCancerProstate     <int> ...
#> $ MedHistCancerColo         <int> ...
#> $ MedHistCancerOther        <int> ...
#> $ MedHistCancerOtherSpecify <chr> ...
#> $ MedHistCancerLungAge      <chr> ...
#> $ MedHistCancerBreastAge    <int> ...
#> $ MedHistCancerProstateAge  <int> ...
#> $ MedHistCancerColoAge      <chr> ...
#> $ MedHistCancerOtherAge     <int> ...
#> $ MedHistPsychIll           <int> ...
#> $ MedHistPsychIllSpecify    <chr> ...
#> $ MedHistSupplUse           <int> ...
#> $ NumSiblings               <int> ...
#> $ NumSisters                <int> ...
#> $ SistersAlive              <int> ...
#> $ NumBrothers               <int> ...
#> $ NumBrothersAlive          <int> ...
#> $ BrotherCauseDeath         <chr> ...
#> $ FatherAlive               <int> ...
#> $ MotherAlive               <int> ...
#> $ FatherCauseDeath          <chr> ...
#> $ MotherCauseDeath          <chr> ...
#> $ Systolic1                 <dbl> ...
#> $ Diastolic1                <dbl> ...
#> $ Systolic2                 <dbl> ...
#> $ Diastolic2                <dbl> ...
#> $ Heart1                    <dbl> ...
#> $ Heart2                    <dbl> ...
#> $ Height1                   <dbl> ...
#> $ Height2                   <dbl> ...
#> $ Weight1                   <dbl> ...
#> $ Weight2                   <dbl> ...
#> $ Waist1                    <dbl> ...
#> $ Waist2                    <dbl> ...
#> $ Iliac1                    <dbl> ...
#> $ Iliac2                    <dbl> ...
#> $ Butt1                     <dbl> ...
#> $ Butt2                     <dbl> ...
#> $ SitHeight1                <dbl> ...
#> $ SitHeight2                <dbl> ...
#> $ NeuroNormalRight          <dbl> ...
#> $ NeuroDeformRight          <dbl> ...
#> $ NeuroDrySkinRight         <dbl> ...
#> $ NeuroInfectRight          <dbl> ...
#> $ NeuroFissureRight         <dbl> ...
#> $ NeuroOtherRight           <dbl> ...
#> $ NeuroOtherRightSpecify    <chr> ...
#> $ NeuroNormalLeft           <dbl> ...
#> $ NeuroDeformLeft           <dbl> ...
#> $ NeuroDrySkinLeft          <dbl> ...
#> $ NeuroInfectLeft           <dbl> ...
#> $ NeuroFissureLeft          <dbl> ...
#> $ NeuroOtherLeft            <dbl> ...
#> $ NeuroOtherLeftSpecify     <chr> ...
#> $ NeuroUlcerRight           <dbl> ...
#> $ NeuroUlcerLeft            <dbl> ...
#> $ NeuroReflexRight          <dbl> ...
#> $ NeuroReflexLeft           <dbl> ...
#> $ NeuroVibrateRight         <dbl> ...
#> $ NeuroVibrateLeft          <dbl> ...
#> $ NeuroFilaRight            <dbl> ...
#> $ NeuroFilaLeft             <dbl> ...
#> $ NeuroFilaNumRight         <chr> ...
#> $ NeuroFilaNumLeft          <chr> ...
#> $ NeuroVoltRight1           <dbl> ...
#> $ NeuroVoltRight2           <dbl> ...
#> $ NeuroVoltRight3           <dbl> ...
#> $ NeuroCatchRight           <dbl> ...
#> $ NeuroVoltLeft1            <dbl> ...
#> $ NeuroVoltLeft2            <dbl> ...
#> $ NeuroVoltLeft3            <dbl> ...
#> $ NeuroCatchLeft            <dbl> ...
#> $ VisitYear                 <dbl> ...
#> $ VisitMonth                <dbl> ...

Form 1.4

glimpse(form014)
#> Observations: 1,997
#> Variables: 119
#> $ AID                              <int> ...
#> $ SID                              <dbl> ...
#> $ VN                               <dbl> ...
#> $ VisitDateForm014                 <date> ...
#> $ Marital                          <int> ...
#> $ SelfEdu                          <chr> ...
#> $ MotherEdu                        <chr> ...
#> $ FatherEdu                        <chr> ...
#> $ EmployedFull                     <int> ...
#> $ Retired                          <int> ...
#> $ NeverWorked                      <int> ...
#> $ EmployedPart                     <int> ...
#> $ Unemployed                       <int> ...
#> $ VolunteerWork                    <int> ...
#> $ Homemaker                        <int> ...
#> $ SocialAssist                     <int> ...
#> $ Occupation                       <chr> ...
#> $ NameOccupation                   <chr> ...
#> $ Income                           <chr> ...
#> $ SelfHealth                       <int> ...
#> $ RecentPoorHealth                 <dbl> ...
#> $ RecentPoorMental                 <dbl> ...
#> $ PoorHealthDisruptLife            <dbl> ...
#> $ WeightAt18yrs                    <dbl> ...
#> $ WeightAt18yrsUnit                <chr> ...
#> $ WgtChgSince18                    <int> ...
#> $ WgtChgDirection                  <chr> ...
#> $ Birthweight                      <chr> ...
#> $ Premature                        <int> ...
#> $ HoursSlept                       <dbl> ...
#> $ QualitySleep                     <int> ...
#> $ FreqSnoring                      <int> ...
#> $ DescribeSnoring                  <int> ...
#> $ TobaccoUse                       <chr> ...
#> $ AgeFirstSmoke                    <int> ...
#> $ AgeStopSmoke                     <int> ...
#> $ SmokeCigs                        <int> ...
#> $ SmokesPerDay                     <dbl> ...
#> $ CigFiltered                      <chr> ...
#> $ UseBeedies                       <int> ...
#> $ UseBeediesPerDay                 <dbl> ...
#> $ UsePipeTobacco                   <int> ...
#> $ UsePipeTobaccoPerDay             <int> ...
#> $ CigarsPerDay                     <int> ...
#> $ UseChew                          <int> ...
#> $ UseChewPerDay                    <int> ...
#> $ UseSheesa                        <int> ...
#> $ UseSheesaHours                   <int> ...
#> $ UseSheesaPerDayOrWeek            <chr> ...
#> $ UseSnuff                         <int> ...
#> $ UsePaan                          <int> ...
#> $ OtherTobacco                     <int> ...
#> $ OtherTobaccoSpec                 <chr> ...
#> $ SHSSpouse                        <int> ...
#> $ SHSSister                        <int> ...
#> $ SHSMother                        <int> ...
#> $ SHSFather                        <int> ...
#> $ SHSBrother                       <int> ...
#> $ SHSFriend                        <int> ...
#> $ SHSChild                         <int> ...
#> $ SHSCoworker                      <int> ...
#> $ SHSOther                         <int> ...
#> $ SHSOtherSpec                     <chr> ...
#> $ SHSNone                          <int> ...
#> $ FreqOfSHS                        <int> ...
#> $ DuraOfSHS                        <dbl> ...
#> $ Vegetarian                       <int> ...
#> $ AlcoholPerWk                     <chr> ...
#> $ StressWork                       <int> ...
#> $ StressHome                       <int> ...
#> $ StressMoney                      <int> ...
#> $ SeparationDivorce                <int> ...
#> $ QuitRetired                      <int> ...
#> $ BusinessFail                     <int> ...
#> $ ExpViolence                      <int> ...
#> $ FamilyConflict                   <int> ...
#> $ InjIll                           <int> ...
#> $ IllDeathFamily                   <int> ...
#> $ IllDeathSpouse                   <int> ...
#> $ StressOther                      <int> ...
#> $ StressOtherSpecify               <chr> ...
#> $ CloseFriends                     <int> ...
#> $ CloseFriendsFavor                <int> ...
#> $ FamilySupportive                 <int> ...
#> $ Injuries                         <int> ...
#> $ InjuriesTimes                    <int> ...
#> $ Depressed                        <int> ...
#> $ ControlAtWork                    <int> ...
#> $ LifeOutsideControl               <int> ...
#> $ OptimismFuture                   <int> ...
#> $ TreatedUnfair                    <int> ...
#> $ UnexpectedLifeChange             <int> ...
#> $ GaveUpImproving                  <int> ...
#> $ InternetAcces                    <int> ...
#> $ VisitCount                       <dbl> ...
#> $ GestDiab                         <int> ...
#> $ GestDiabTreated                  <chr> ...
#> $ PreEclampsia                     <int> ...
#> $ Eclampsia                        <int> ...
#> $ PeriodsStopped                   <int> ...
#> $ BirthControl                     <int> ...
#> $ BirthControlSpecific             <chr> ...
#> $ PeriodsStoppedAge                <int> ...
#> $ PeriodsStoppedReason             <int> ...
#> $ PeriodsStoppedSpecific           <chr> ...
#> $ FemaleHormoneReplace             <int> ...
#> $ FemaleHormoneReplaceYears        <dbl> ...
#> $ FemaleHormoneReplaceStillTaking  <int> ...
#> $ FemaleHormoneReplaceAgeStopped   <int> ...
#> $ FemaleHormoneReplaceType         <int> ...
#> $ FemaleHormoneReplaceTypeSpecific <chr> ...
#> $ TriedPregnant                    <int> ...
#> $ TriedPregnantDrugs               <int> ...
#> $ NumberPregnancies                <int> ...
#> $ NumberBirths                     <int> ...
#> $ AgeFirstBirth                    <int> ...
#> $ AgeLastBirth                     <int> ...
#> $ VisitYear                        <dbl> ...
#> $ VisitMonth                       <dbl> ...

Form 1.5

glimpse(form015)
#> Observations: 1,968
#> Variables: 28
#> $ SID                <dbl> ...
#> $ VN                 <dbl> ...
#> $ VisitDateForm015   <date> ...
#> $ ALT                <dbl> ...
#> $ Creatinine         <dbl> ...
#> $ UrineMicroalbumin  <dbl> ...
#> $ UrineCreatinine    <dbl> ...
#> $ MicroalbCreatRatio <dbl> ...
#> $ Glucose0           <dbl> ...
#> $ Glucose30          <dbl> ...
#> $ Glucose120         <dbl> ...
#> $ SerumNa            <dbl> ...
#> $ SerumK             <dbl> ...
#> $ SerumCl            <dbl> ...
#> $ SerumCO2           <dbl> ...
#> $ SerumAlkPhos       <dbl> ...
#> $ SerumBili          <dbl> ...
#> $ WBC                <dbl> ...
#> $ RBC                <dbl> ...
#> $ Hemoglobin         <dbl> ...
#> $ Hematocrit         <dbl> ...
#> $ Platelets          <dbl> ...
#> $ AID                <int> ...
#> $ HbA1c              <dbl> ...
#> $ HbA1cNotDone       <int> ...
#> $ VisitYear          <dbl> ...
#> $ VisitMonth         <dbl> ...
#> $ VN.master          <dbl> ...

Medications

glimpse(meds)
#> Observations: 109,306
#> Variables: 10
#> $ AID        <int> ...
#> $ SID        <dbl> ...
#> $ VN         <dbl> ...
#> $ VisitDate  <date> ...
#> $ MID        <int> ...
#> $ MedName    <chr> ...
#> $ StartDate  <date> ...
#> $ StopDate   <date> ...
#> $ OnGoing    <int> ...
#> $ Indication <chr> ...

Meso Scale Discovery (proteins)

glimpse(msd)
#> Observations: 344
#> Variables: 6
#> $ SID         <int> ...
#> $ VN          <int> ...
#> $ YKL40       <dbl> ...
#> $ IL6         <dbl> ...
#> $ TNFa        <dbl> ...
#> $ Adiponectin <dbl> ...

Oral Glucose Tolerance Test

glimpse(ogtt)
#> Observations: 1,888
#> Variables: 13
#> $ SID             <int> ...
#> $ VN              <dbl> ...
#> $ VisitDateOGTT   <date> ...
#> $ CanoeOgtt       <chr> ...
#> $ Insulin0        <int> ...
#> $ Insulin30       <int> ...
#> $ Insulin120      <int> ...
#> $ CPeptide0       <int> ...
#> $ CPeptide30      <int> ...
#> $ CPeptide120     <int> ...
#> $ Glucose0_OGTT   <dbl> ...
#> $ Glucose30_OGTT  <dbl> ...
#> $ Glucose120_OGTT <dbl> ...

White blood cells

glimpse(wbc)
#> Observations: 710
#> Variables: 9
#> $ SID         <int> ...
#> $ WBC_2       <dbl> ...
#> $ Basophil    <dbl> ...
#> $ Eosinophil  <dbl> ...
#> $ Lymphocytes <dbl> ...
#> $ Monocytes   <dbl> ...
#> $ Neutrophil  <dbl> ...
#> $ VisitCount  <dbl> ...
#> $ VN          <dbl> ...

Miscellaneous

CANOE

glimpse(misc$canoe)
#> Observations: 206
#> Variables: 2
#> $ Canoe <chr> ...
#> $ SID   <int> ...

Diabetes status

glimpse(misc$dm)
#> Observations: 297
#> Variables: 3
#> $ SID         <dbl> ...
#> $ VN          <dbl> ...
#> $ DiagnosisDM <dbl> ...

HOMA2

glimpse(misc$homa2)
#> Observations: 1,749
#> Variables: 5
#> $ VN      <int> ...
#> $ SID     <int> ...
#> $ HOMA2_B <dbl> ...
#> $ HOMA2_S <dbl> ...
#> $ HOMA2IR <dbl> ...

Months since baseline

glimpse(misc$months)
#> Observations: 2,783
#> Variables: 4
#> $ SID                <dbl> ...
#> $ VN                 <int> ...
#> $ MonthsFromBaseline <int> ...
#> $ YearsFromBaseline  <dbl> ...

Physical activity (calculated)

glimpse(misc$phys_act)
#> Observations: 1,990
#> Variables: 7
#> $ SID              <dbl> ...
#> $ VN               <dbl> ...
#> $ VisitCount       <dbl> ...
#> $ VisitDatePhysAct <date> ...
#> $ MET              <dbl> ...
#> $ VisitYear        <dbl> ...
#> $ VisitMonth       <dbl> ...

Physical activity (raw)

glimpse(clean_phys_act(raw = TRUE))
#> Parsed with column specification:
#> cols(
#>   AID = col_integer(),
#>   METvalue = col_double(),
#>   DescriptionAID = col_character(),
#>   DescriptionMET = col_character()
#> )
#> Parsed with column specification:
#> cols(
#>   T013ID = col_integer(),
#>   SID = col_integer(),
#>   VN = col_integer(),
#>   dVisit = col_character(),
#>   NotActive = col_integer(),
#>   Q02 = col_double(),
#>   Q03 = col_integer(),
#>   Q03Weeks = col_double(),
#>   Q04a = col_integer(),
#>   Q04b = col_integer(),
#>   Q04c = col_integer(),
#>   Q05 = col_integer(),
#>   Name = col_character()
#> )
#> ... Removed first duplicate.
#> Parsed with column specification:
#> cols(
#>   T013ID = col_integer(),
#>   SID = col_integer(),
#>   JID = col_character(),
#>   JobCode = col_integer(),
#>   Commute = col_integer(),
#>   MonthPerYear = col_double(),
#>   DayPerWeek = col_double(),
#>   HourPerDay = col_double(),
#>   HourSitting = col_double(),
#>   JobCategory = col_integer()
#> )
#> Parsed with column specification:
#> cols(
#>   .default = col_integer(),
#>   Activity = col_character(),
#>   Times = col_double(),
#>   Minutes = col_double(),
#>   Jan_Sp = col_character(),
#>   Feb_Sp = col_character(),
#>   Mar_Sp = col_character(),
#>   Apr_Sp = col_character(),
#>   May_Sp = col_character(),
#>   Jun_Sp = col_character(),
#>   Jul_Sp = col_character(),
#>   Aug_Sp = col_character(),
#>   Sep_Sp = col_character(),
#>   Oct_Sp = col_character(),
#>   Nov_Sp = col_character(),
#>   Dec_Sp = col_character()
#> )
#> See spec(...) for full column specifications.
#> ... Removed first duplicate.
#> Joining, by = "T013ID"
#> Joining, by = c("T013ID", "SID")
#> Observations: 98,211
#> Variables: 35
#> $ T013ID             <int> ...
#> $ SID                <int> ...
#> $ VN                 <int> ...
#> $ VisitDate          <date> ...
#> $ NoPhysAct          <int> ...
#> $ HrsWatchingTVComp  <dbl> ...
#> $ ConfinedToBed      <int> ...
#> $ ConfinedToBedWeeks <dbl> ...
#> $ HardGetOutBed      <int> ...
#> $ HardWalkRoom       <int> ...
#> $ HardWalking        <int> ...
#> $ VisitCount         <dbl> ...
#> $ JobCode            <int> ...
#> $ Commute            <int> ...
#> $ MonthPerYear       <dbl> ...
#> $ DayPerWeek         <dbl> ...
#> $ HourPerDay         <dbl> ...
#> $ HourSitting        <dbl> ...
#> $ JobCategory        <int> ...
#> $ AID                <int> ...
#> $ Activity           <chr> ...
#> $ Jan                <int> ...
#> $ Feb                <int> ...
#> $ Mar                <int> ...
#> $ Apr                <int> ...
#> $ May                <int> ...
#> $ Jun                <int> ...
#> $ Jul                <int> ...
#> $ Aug                <int> ...
#> $ Sep                <int> ...
#> $ Oct                <int> ...
#> $ Nov                <int> ...
#> $ Dec                <int> ...
#> $ Times              <dbl> ...
#> $ MinutesAct         <dbl> ...

Date of clinic visit

glimpse(misc$visits)
#> Observations: 13,507
#> Variables: 8
#> $ SID          <dbl> ...
#> $ VN           <dbl> ...
#> $ OriginalText <chr> ...
#> $ VisitDate    <date> ...
#> $ VisitComment <chr> ...
#> $ DropReason   <chr> ...
#> $ VisitYear    <dbl> ...
#> $ VisitMonth   <dbl> ...