The AMIB Data, collected as part of a multiple time-scale study, are useful for illustrating a variety of methods for modeling of intensive longitudinal data. The data include person-level dispositions, daily diary assessments, and ecological momentary assessments that were obtained after everyday social interactions (event-contingent sampling).
The data are shared with intent to facilitate learning about analysis of intensive longitudinal data (from experience sampling, daily diary, or EMA designs). The data are posted only for teaching purposes and should not be used for research.
Use requires citation and acknowledgement of both this website and the following paper:
Ram, N., Conroy, D. E., Pincus, A. L., Hyde, A. L., & Molloy, L. E. (2012). Tethering theory to method: Using measures of intraindividual variability to operationalize individuals’ dynamic characteristics. In G. Hancock & J. Harring (Eds.), Advances in longitudinal methods in the social and behavioral sciences (pp. 81-110). New York: Information Age.
Please contact us with questions about the data and their use. We always appreciate knowing how the data are being used to facilitate learning and teaching. If you find something interesting, please let us know - we are happy to engage collaboration around a similar data set that is larger (in terms of both persons and occasions).
Cheers,
Nilam, David, Aaron -
This script covers …
A. Loading The AMIB Data
B. Describing The AMIB Data
C. Describing The AMIB Data - PHASE 2
Loading libraries used in this script.
library(psych)Loading the public data.
There are 3 main data files - a person-level file, a day-level file, and an interaction-level file (that can be merged easily using the id and day variables).
Loading person-level file (N = 190)
#set filepath for data file
filepath <- "https://quantdev.ssri.psu.edu/sites/qdev/files/AMIBshare_persons_2019_0501.csv"
#read in the .csv file using the url() function
AMIB_persons <- read.csv(file=url(filepath),header=TRUE)Loading day-level file (T = 8, day = 0 to 7).
#set filepath for data file
filepath <- "https://quantdev.ssri.psu.edu/sites/qdev/files/AMIBshare_daily_2019_0501.csv"
#read in the .csv file using the url() function
AMIB_daily <- read.csv(file=url(filepath),header=TRUE)Loading interaction-level file (T = many, on average 43 per person).
#set filepath for data file
filepath <- "https://quantdev.ssri.psu.edu/sites/qdev/files/AMIBshare_interaction_2019_0501.csv"
#read in the .csv file using the url() function
AMIB_interaction <- read.csv(file=url(filepath),header=TRUE)At Study Day 5 a subset of highly compliant participants were invited to participate for an additional 2 weeks (see details in Ram et al., 2012). These supplemental assessments are useful for a variety of analyses that might require longer time series (e.g., reliability, p-technique, etc.) The “Phase 2” data are organized in two files - a day-level file, and an interaction-level file (that can be merged easily using the id and day variables).
Loading the Phase 2 day-level file (T = 22, day = 0 to 21).
#set filepath for data file
filepath <- "https://quantdev.ssri.psu.edu/sites/qdev/files/AMIBshare_phase2_daily_2019_0501.csv"
#read in the .csv file using the url() function
AMIB_dailyP2 <- read.csv(file=url(filepath),header=TRUE)Loading interaction-level file (T = many, 43 assessments per person, on average).
#set filepath for data file
filepath <- "https://quantdev.ssri.psu.edu/sites/qdev/files/AMIBshare_phase2_interaction_2019_0501.csv"
#read in the .csv file using the url() function
AMIB_interactionP2 <- read.csv(file=url(filepath),header=TRUE)Basic descriptives of the N = 190 person-level data.
#means, sd, etc.
describe(AMIB_persons)## vars n mean sd median trimmed mad min max
## id 1 190 318.29 130.44 321.50 318.99 151.23 101.00 532.00
## cohort 2 190 2.97 1.30 3.00 2.97 1.48 1.00 5.00
## phase2 3 190 0.16 0.37 0.00 0.07 0.00 0.00 1.00
## sex 4 190 1.66 0.48 2.00 1.70 0.00 1.00 2.00
## yearinschool 5 190 1.58 0.86 1.00 1.41 0.00 1.00 4.00
## nach_iap 6 190 3.81 0.73 3.80 3.83 0.59 1.00 5.00
## ffail 7 190 3.22 0.81 3.20 3.23 0.89 1.00 5.00
## wofo_w 8 190 4.23 0.45 4.17 4.25 0.49 2.67 5.00
## wofo_m 9 190 3.23 0.48 3.25 3.23 0.56 1.75 4.62
## wofo_wm 10 190 3.80 0.39 3.80 3.80 0.37 2.56 4.84
## wofo_wmtot 11 190 3.66 0.40 3.64 3.65 0.32 2.36 4.79
## socdes 12 190 0.39 0.21 0.38 0.38 0.23 0.00 0.92
## tpfs_aut 13 190 3.51 0.61 3.57 3.54 0.64 1.71 5.00
## tpfs_hub 14 190 1.47 0.57 1.29 1.36 0.42 1.00 4.14
## pni_cse 15 190 2.18 1.03 2.12 2.17 1.09 0.00 4.75
## pni_exp 16 190 2.44 0.99 2.40 2.45 1.19 0.00 5.00
## pni_ssse 17 190 2.94 0.81 3.00 2.96 0.74 0.50 4.67
## pni_hds 18 190 2.62 0.90 2.57 2.64 1.06 0.14 4.57
## pni_grnf 19 190 3.19 0.97 3.23 3.25 0.94 0.00 4.86
## pni_dev 20 190 1.55 0.97 1.43 1.47 1.06 0.00 4.71
## pni_enrg 21 190 2.31 0.99 2.38 2.32 1.11 0.12 5.00
## pni_total 22 190 2.43 0.64 2.38 2.43 0.60 0.65 4.11
## agg_hos 23 190 2.59 0.78 2.62 2.58 0.93 1.00 4.38
## agg_ang 24 190 2.30 0.86 2.14 2.25 0.85 1.00 4.71
## erq_reap 25 190 4.84 1.09 5.00 4.89 0.99 1.00 7.00
## erq_supp 26 190 3.54 1.25 3.62 3.53 1.30 1.00 6.50
## ecr_avo 27 190 3.11 1.39 3.00 3.05 1.48 1.00 6.67
## ecr_anx 28 190 3.66 1.31 3.67 3.65 1.38 1.00 6.83
## bfi_e 29 190 3.38 1.00 3.50 3.40 0.74 1.00 5.00
## bfi_a 30 190 3.61 0.88 3.50 3.69 0.74 1.00 5.00
## bfi_c 31 190 3.76 0.85 4.00 3.77 0.74 1.50 5.00
## bfi_n 32 190 2.98 0.96 3.00 3.00 1.48 1.00 5.00
## bfi_o 33 190 3.60 0.96 3.50 3.64 0.74 1.00 5.00
## iipsc_pa 34 187 2.98 2.51 2.00 2.70 2.97 0.00 11.00
## iipsc_bc 35 188 2.41 2.43 2.00 2.06 2.97 0.00 14.00
## iipsc_de 36 188 3.62 3.56 3.00 3.14 2.97 0.00 15.00
## iipsc_fg 37 189 3.57 3.46 3.00 3.09 2.97 0.00 16.00
## iipsc_hi 38 188 6.17 3.44 6.00 6.09 2.97 0.00 15.00
## iipsc_jk 39 186 6.03 3.51 6.00 5.94 4.45 0.00 16.00
## iipsc_lm 40 188 6.69 3.52 6.00 6.60 4.45 0.00 16.00
## iipsc_no 41 185 4.37 3.38 3.00 4.07 2.97 0.00 14.00
## stif_fix 42 190 3.40 1.07 3.67 3.43 0.99 1.00 5.67
## stif_inc 43 190 3.56 1.02 3.67 3.57 0.99 1.33 6.00
## stif_diff 44 190 0.16 1.98 0.00 0.12 2.35 -4.00 5.00
## vdi_exp 45 186 35.47 8.43 36.00 35.99 8.90 9.00 51.00
## vdi_sub 46 185 24.75 7.32 24.00 24.59 8.90 11.00 44.00
## vdi_lov 47 187 41.10 6.45 42.00 41.43 5.93 12.00 54.00
## tsca_shame 48 190 2.91 0.61 2.91 2.91 0.60 1.00 4.33
## tsca_guilt 49 190 3.95 0.46 3.97 3.98 0.42 2.25 4.75
## csiv_pa 50 190 2.16 0.62 2.25 2.18 0.56 0.50 3.88
## csiv_bc 51 190 1.19 0.67 1.12 1.16 0.74 0.00 3.38
## csiv_de 52 190 1.03 0.69 0.88 0.97 0.74 0.00 3.12
## csiv_fg 53 190 1.67 0.73 1.62 1.66 0.74 0.12 3.25
## csiv_hi 54 190 1.80 0.71 1.75 1.81 0.74 0.00 3.71
## csiv_jk 55 190 2.62 0.69 2.65 2.64 0.77 0.50 4.00
## csiv_lm 56 190 2.57 0.65 2.69 2.59 0.65 0.62 4.00
## csiv_no 57 190 2.58 0.63 2.62 2.61 0.56 1.00 4.00
## csiv_mean 58 190 1.95 0.52 2.01 1.96 0.50 0.52 3.48
## pni_grandi 59 190 2.86 0.67 2.91 2.88 0.66 0.60 4.12
## pni_vulner 60 190 2.17 0.76 2.15 2.17 0.76 0.07 4.60
## range skew kurtosis se
## id 431.00 -0.04 -1.09 9.46
## cohort 4.00 0.03 -1.12 0.09
## phase2 1.00 1.86 1.47 0.03
## sex 1.00 -0.66 -1.57 0.03
## yearinschool 3.00 1.40 1.06 0.06
## nach_iap 4.00 -0.51 0.77 0.05
## ffail 4.00 -0.19 -0.40 0.06
## wofo_w 2.33 -0.37 0.10 0.03
## wofo_m 2.88 -0.10 0.14 0.04
## wofo_wm 2.28 -0.04 -0.05 0.03
## wofo_wmtot 2.43 0.03 0.09 0.03
## socdes 0.92 0.28 -0.55 0.02
## tpfs_aut 3.29 -0.39 -0.18 0.04
## tpfs_hub 3.14 1.72 3.57 0.04
## pni_cse 4.75 0.09 -0.67 0.07
## pni_exp 5.00 -0.06 -0.47 0.07
## pni_ssse 4.17 -0.33 0.06 0.06
## pni_hds 4.43 -0.18 -0.47 0.07
## pni_grnf 4.86 -0.67 0.55 0.07
## pni_dev 4.71 0.67 0.00 0.07
## pni_enrg 4.88 -0.08 -0.46 0.07
## pni_total 3.45 -0.09 0.12 0.05
## agg_hos 3.38 0.07 -0.72 0.06
## agg_ang 3.71 0.54 -0.42 0.06
## erq_reap 6.00 -0.56 0.62 0.08
## erq_supp 5.50 0.01 -0.73 0.09
## ecr_avo 5.67 0.29 -0.73 0.10
## ecr_anx 5.83 0.02 -0.61 0.09
## bfi_e 4.00 -0.21 -0.58 0.07
## bfi_a 4.00 -0.72 0.14 0.06
## bfi_c 3.50 -0.12 -0.90 0.06
## bfi_n 4.00 -0.09 -0.82 0.07
## bfi_o 4.00 -0.34 -0.48 0.07
## iipsc_pa 11.00 0.92 0.32 0.18
## iipsc_bc 14.00 1.46 3.04 0.18
## iipsc_de 15.00 1.03 0.47 0.26
## iipsc_fg 16.00 1.13 0.86 0.25
## iipsc_hi 15.00 0.25 -0.36 0.25
## iipsc_jk 16.00 0.19 -0.64 0.26
## iipsc_lm 16.00 0.20 -0.46 0.26
## iipsc_no 14.00 0.69 -0.38 0.25
## stif_fix 4.67 -0.24 -0.70 0.08
## stif_inc 4.67 0.00 -0.49 0.07
## stif_diff 9.00 0.17 -0.54 0.14
## vdi_exp 42.00 -0.56 0.06 0.62
## vdi_sub 33.00 0.21 -0.72 0.54
## vdi_lov 42.00 -0.73 1.34 0.47
## tsca_shame 3.33 -0.04 -0.11 0.04
## tsca_guilt 2.50 -0.69 0.74 0.03
## csiv_pa 3.38 -0.25 -0.18 0.05
## csiv_bc 3.38 0.41 -0.22 0.05
## csiv_de 3.12 0.86 0.40 0.05
## csiv_fg 3.12 0.09 -0.60 0.05
## csiv_hi 3.71 -0.02 -0.58 0.05
## csiv_jk 3.50 -0.33 -0.27 0.05
## csiv_lm 3.38 -0.24 -0.48 0.05
## csiv_no 3.00 -0.37 -0.47 0.05
## csiv_mean 2.97 -0.09 -0.13 0.04
## pni_grandi 3.51 -0.50 0.36 0.05
## pni_vulner 4.54 0.04 -0.06 0.06Basic descriptives of the N = 190 day-level data.
#means, sd, etc.
describe(AMIB_daily)## vars n mean sd median trimmed mad min max
## id 1 1458 322.53 129.08 324.00 324.20 151.23 101.00 532.00
## day 2 1458 3.48 2.30 3.00 3.47 2.97 0.00 7.00
## slphrs 3 1428 7.17 1.81 7.00 7.18 1.48 0.00 18.00
## slpwell 4 1439 2.49 1.09 3.00 2.56 1.48 0.00 4.00
## weath 5 1433 2.00 1.29 2.00 1.99 1.48 0.00 4.00
## lteq 6 1433 12.44 10.37 9.00 11.18 8.90 0.00 58.00
## pss 7 1445 2.61 0.68 2.75 2.64 0.74 0.00 4.00
## se 8 1445 3.43 0.99 3.00 3.47 1.48 1.00 5.00
## ssgs_shame 9 1445 1.33 0.58 1.00 1.19 0.00 1.00 5.00
## ssgs_guilt 10 1445 1.48 0.73 1.20 1.32 0.30 1.00 5.00
## swls 11 1445 4.12 1.28 4.20 4.16 1.19 1.00 7.00
## pc 12 1446 4.96 1.09 5.00 5.00 1.19 1.00 7.00
## enthusiastic 13 1441 4.21 1.56 4.00 4.24 1.48 1.00 7.00
## calm 14 1441 4.40 1.46 4.00 4.46 1.48 1.00 7.00
## nervous 15 1438 2.83 1.74 2.00 2.63 1.48 1.00 7.00
## sluggish 16 1439 2.94 1.73 3.00 2.77 1.48 1.00 7.00
## happy 17 1441 4.67 1.35 5.00 4.72 1.48 1.00 7.00
## peaceful 18 1441 4.26 1.52 4.00 4.30 1.48 1.00 7.00
## embarrassed 19 1440 1.68 1.17 1.00 1.40 0.00 1.00 7.00
## sad 20 1434 1.95 1.46 1.00 1.62 0.00 1.00 7.00
## alert 21 1439 3.60 1.50 4.00 3.60 1.48 1.00 7.00
## satisfied 22 1438 4.34 1.47 4.00 4.39 1.48 1.00 7.00
## upset 23 1440 2.15 1.53 2.00 1.85 1.48 1.00 7.00
## bored 24 1440 2.77 1.66 2.00 2.59 1.48 1.00 7.00
## proud 25 1440 3.41 1.65 3.50 3.34 2.22 1.00 7.00
## relaxed 26 1439 4.01 1.56 4.00 4.04 1.48 1.00 7.00
## stress 27 1436 3.39 1.82 3.00 3.30 1.48 1.00 7.00
## depressed 28 1437 1.79 1.35 1.00 1.48 0.00 1.00 7.00
## excited 29 1439 3.84 1.67 4.00 3.84 1.48 1.00 7.00
## content 30 1441 4.42 1.53 4.00 4.46 1.48 1.00 7.00
## tense 31 1441 2.72 1.68 2.00 2.52 1.48 1.00 7.00
## disappointed 32 1440 2.25 1.57 2.00 1.97 1.48 1.00 7.00
## ashamed 33 1438 1.50 1.07 1.00 1.22 0.00 1.00 7.00
## relieved 34 1439 3.04 1.62 3.00 2.92 1.48 1.00 7.00
## angry 35 1441 1.80 1.36 1.00 1.48 0.00 1.00 7.00
## pos_activ 36 1441 3.95 1.16 4.00 3.96 1.19 1.00 7.00
## pos_deact 37 1441 4.29 1.23 4.40 4.32 1.19 1.00 7.00
## neg_activ 38 1441 2.55 1.21 2.20 2.44 1.19 1.00 7.00
## neg_deact 39 1441 2.34 1.09 2.00 2.22 0.89 1.00 6.80
## pfi_auth 40 1441 3.04 0.82 3.14 3.06 0.85 1.00 5.00
## pfi_hubr 41 1441 1.24 0.47 1.00 1.11 0.00 1.00 3.86
## evalday 42 1421 0.69 0.46 1.00 0.73 0.00 0.00 1.00
## posaff 43 1441 4.12 1.10 4.20 4.15 1.19 1.00 7.00
## negaff 44 1441 2.45 1.04 2.20 2.34 1.04 1.00 6.90
## affbalance 45 1441 1.67 1.84 1.90 1.79 1.78 -5.90 6.00
## temp 46 1458 39.99 7.93 42.00 40.32 8.90 20.80 56.00
## hum 47 1458 0.62 0.20 0.66 0.63 0.21 0.24 0.90
## wind 48 1458 7.28 4.45 7.00 6.74 4.45 0.70 20.00
## bar 49 1458 30.03 0.33 30.07 30.05 0.42 29.32 30.54
## prec 50 1458 0.05 0.09 0.00 0.02 0.00 0.00 0.30
## range skew kurtosis se
## id 431.00 -0.07 -1.06 3.38
## day 7.00 0.01 -1.24 0.06
## slphrs 18.00 0.10 1.83 0.05
## slpwell 4.00 -0.52 -0.36 0.03
## weath 4.00 -0.05 -1.07 0.03
## lteq 58.00 1.07 0.94 0.27
## pss 4.00 -0.35 0.13 0.02
## se 4.00 -0.41 -0.11 0.03
## ssgs_shame 4.00 2.60 8.01 0.02
## ssgs_guilt 4.00 2.01 4.37 0.02
## swls 6.00 -0.27 -0.23 0.03
## pc 6.00 -0.43 0.04 0.03
## enthusiastic 6.00 -0.20 -0.61 0.04
## calm 6.00 -0.25 -0.46 0.04
## nervous 6.00 0.73 -0.61 0.05
## sluggish 6.00 0.61 -0.70 0.05
## happy 6.00 -0.35 -0.24 0.04
## peaceful 6.00 -0.21 -0.60 0.04
## embarrassed 6.00 2.16 4.75 0.03
## sad 6.00 1.75 2.39 0.04
## alert 6.00 -0.04 -0.60 0.04
## satisfied 6.00 -0.23 -0.45 0.04
## upset 6.00 1.43 1.21 0.04
## bored 6.00 0.63 -0.62 0.04
## proud 6.00 0.15 -0.83 0.04
## relaxed 6.00 -0.13 -0.62 0.04
## stress 6.00 0.34 -1.05 0.05
## depressed 6.00 1.96 3.39 0.04
## excited 6.00 0.04 -0.86 0.04
## content 6.00 -0.25 -0.59 0.04
## tense 6.00 0.81 -0.35 0.04
## disappointed 6.00 1.26 0.74 0.04
## ashamed 6.00 2.84 8.81 0.03
## relieved 6.00 0.44 -0.60 0.04
## angry 6.00 1.96 3.33 0.04
## pos_activ 6.00 -0.07 -0.42 0.03
## pos_deact 6.00 -0.24 -0.34 0.03
## neg_activ 6.00 0.83 0.27 0.03
## neg_deact 5.80 1.06 0.94 0.03
## pfi_auth 4.00 -0.17 -0.25 0.02
## pfi_hubr 2.86 2.65 7.08 0.01
## evalday 1.00 -0.80 -1.36 0.01
## posaff 6.00 -0.25 -0.33 0.03
## negaff 5.90 0.96 0.77 0.03
## affbalance 11.90 -0.65 0.41 0.05
## temp 35.20 -0.35 -0.28 0.21
## hum 0.66 -0.34 -1.11 0.01
## wind 19.30 0.97 0.87 0.12
## bar 1.22 -0.42 -0.86 0.01
## prec 0.30 1.86 1.98 0.00Basic descriptives of the N = 184 interaction-level data.
#means, sd, etc.
describe(AMIB_interaction)## vars n mean sd median trimmed mad min
## id 1 7568 330.55 122.47 328.00 334.09 145.29 101.00
## day 2 7568 3.97 1.99 4.00 3.96 2.97 1.00
## interaction 3 7568 23.31 14.74 22.00 22.56 17.79 1.00
## timea 4 7500 1496.82 445.29 1500.00 1495.34 489.26 0.00
## timeb 5 7095 1611.16 471.48 1600.00 1604.31 526.32 0.00
## dur 6 7539 34.19 61.76 20.00 24.48 16.31 1.00
## choice1 7 7546 2.44 1.72 2.00 2.16 1.48 1.00
## choice2 8 7545 5.83 1.40 6.00 6.05 1.48 1.00
## location 9 6601 3.06 1.59 3.00 3.07 2.97 1.00
## partner_gender 10 6884 0.60 0.49 1.00 0.62 0.00 0.00
## partner_status 11 7040 5.10 2.08 4.00 4.90 0.00 1.00
## first 12 7429 0.05 0.21 0.00 0.00 0.00 0.00
## mtone 13 7311 0.37 0.48 0.00 0.34 0.00 0.00
## length 14 7413 28.94 55.68 8.00 14.26 7.41 0.00
## level 15 7271 3.55 1.24 4.00 3.67 1.48 0.00
## igaff 16 7554 7.06 1.76 7.00 7.31 1.48 1.00
## igdom 17 7553 6.74 1.67 7.00 6.90 1.48 1.00
## agval 18 7553 6.68 1.96 7.00 6.92 1.48 1.00
## agarous 19 7553 5.97 2.04 6.00 6.09 2.97 0.50
## stress 20 7544 1.31 1.33 1.00 1.14 1.48 0.00
## health 21 7543 1.20 1.24 1.00 1.05 1.48 0.00
## sbi_extra 22 7568 0.12 0.33 0.00 0.03 0.00 0.00
## sbi_agree 23 7568 0.42 0.29 0.33 0.41 0.49 0.00
## sbi_domin 24 7568 0.32 0.27 0.33 0.30 0.49 0.00
## sbi_quarl 25 7568 0.13 0.21 0.00 0.10 0.00 0.00
## sbi_submi 26 7568 0.19 0.24 0.00 0.14 0.00 0.00
## sbi_agency 27 7568 0.39 1.06 0.00 0.40 1.48 -3.00
## sbi_commun 28 7568 0.87 1.06 1.00 0.90 1.48 -3.00
## sbi_total 29 7568 0.27 0.14 0.25 0.26 0.12 0.00
## sbi_agree_ips 30 7568 0.16 0.22 0.17 0.16 0.25 -0.58
## sbi_domin_ips 31 7568 0.05 0.21 0.00 0.04 0.25 -0.58
## sbi_quarl_ips 32 7568 -0.13 0.19 -0.17 -0.14 0.12 -0.67
## sbi_submi_ips 33 7568 -0.08 0.20 -0.08 -0.09 0.25 -0.67
## sbi_agency_ips 34 7568 0.13 0.35 0.00 0.13 0.49 -1.00
## sbi_commun_ips 35 7568 0.29 0.35 0.33 0.30 0.49 -1.00
## max range skew kurtosis se
## id 532.00 431.00 -0.17 -0.91 1.41
## day 7.00 6.00 0.02 -1.24 0.02
## interaction 56.00 55.00 0.35 -0.90 0.17
## timea 2800.00 2800.00 -0.10 -0.14 5.14
## timeb 4046.00 4046.00 0.16 0.61 5.60
## dur 3630.00 3629.00 28.24 1536.00 0.71
## choice1 7.00 6.00 1.06 0.16 0.02
## choice2 7.00 6.00 -1.23 0.99 0.02
## location 5.00 4.00 0.00 -1.50 0.02
## partner_gender 1.00 1.00 -0.39 -1.85 0.01
## partner_status 9.00 8.00 0.87 -0.16 0.02
## first 1.00 1.00 4.23 15.91 0.00
## mtone 1.00 1.00 0.54 -1.71 0.01
## length 648.00 648.00 3.34 13.33 0.65
## level 5.00 5.00 -0.54 -0.61 0.01
## igaff 9.00 8.00 -1.16 1.11 0.02
## igdom 9.00 8.00 -0.83 0.44 0.02
## agval 9.00 8.00 -0.95 0.33 0.02
## agarous 9.00 8.50 -0.53 -0.55 0.02
## stress 5.00 5.00 0.77 -0.32 0.02
## health 5.00 5.00 0.84 -0.07 0.01
## sbi_extra 1.00 1.00 2.32 3.40 0.00
## sbi_agree 1.00 1.00 0.20 -0.63 0.00
## sbi_domin 1.00 1.00 0.55 -0.18 0.00
## sbi_quarl 1.00 1.00 1.49 1.77 0.00
## sbi_submi 1.00 1.00 1.15 0.86 0.00
## sbi_agency 3.00 6.00 -0.19 0.24 0.01
## sbi_commun 3.00 6.00 -0.23 0.10 0.01
## sbi_total 1.00 1.00 0.62 0.83 0.00
## sbi_agree_ips 0.75 1.33 0.02 -0.33 0.00
## sbi_domin_ips 0.75 1.33 0.38 0.01 0.00
## sbi_quarl_ips 0.75 1.42 0.50 0.56 0.00
## sbi_submi_ips 0.75 1.42 0.71 0.83 0.00
## sbi_agency_ips 1.00 2.00 -0.19 0.24 0.00
## sbi_commun_ips 1.00 2.00 -0.23 0.10 0.00Basic descriptives of the N = 30 PHASE 2 day-level data.
#means, sd, etc.
describe(AMIB_dailyP2)## vars n mean sd median trimmed mad min max
## id 1 629 307.12 77.66 316.00 304.47 127.50 203.00 439.00
## phase2 2 629 1.00 0.00 1.00 1.00 0.00 1.00 1.00
## day 3 629 10.14 6.27 10.00 10.08 7.41 0.00 21.00
## slphrs 4 624 7.04 1.73 7.00 7.06 1.48 2.00 12.00
## slpwell 5 623 2.44 1.22 3.00 2.54 1.48 0.00 4.00
## weath 6 621 2.15 1.29 2.00 2.19 1.48 0.00 4.00
## lteq 7 610 12.80 9.98 11.00 11.85 10.38 0.00 58.00
## pss 8 628 2.61 0.72 2.75 2.63 0.74 0.25 4.00
## se 9 627 3.23 1.03 3.00 3.24 1.48 1.00 5.00
## ssgs_shame 10 628 1.22 0.41 1.00 1.13 0.00 1.00 4.80
## ssgs_guilt 11 628 1.31 0.55 1.00 1.18 0.00 1.00 5.00
## swls 12 628 4.33 1.22 4.40 4.37 1.19 1.00 7.00
## pc 13 628 4.80 1.02 5.00 4.83 0.99 1.50 7.00
## enthusiastic 14 627 3.65 1.69 4.00 3.64 1.48 1.00 7.00
## calm 15 627 3.88 1.62 4.00 3.85 1.48 1.00 7.00
## nervous 16 626 2.74 1.76 2.00 2.53 1.48 1.00 7.00
## sluggish 17 627 2.78 1.70 2.00 2.56 1.48 1.00 7.00
## happy 18 626 4.45 1.48 5.00 4.48 1.48 1.00 7.00
## peaceful 19 627 3.89 1.62 4.00 3.88 1.48 1.00 7.00
## embarrassed 20 627 1.56 1.12 1.00 1.28 0.00 1.00 7.00
## sad 21 627 1.74 1.27 1.00 1.44 0.00 1.00 7.00
## alert 22 627 3.04 1.44 3.00 2.99 1.48 1.00 7.00
## satisfied 23 627 4.26 1.50 4.00 4.28 1.48 1.00 7.00
## upset 24 627 1.88 1.34 1.00 1.59 0.00 1.00 7.00
## bored 25 627 2.62 1.64 2.00 2.41 1.48 1.00 7.00
## proud 26 627 2.95 1.57 3.00 2.86 1.48 1.00 7.00
## relaxed 27 626 3.75 1.64 4.00 3.73 1.48 1.00 7.00
## stress 28 622 3.29 1.86 3.00 3.15 1.48 1.00 7.00
## depressed 29 623 1.57 1.09 1.00 1.31 0.00 1.00 7.00
## excited 30 624 3.58 1.75 4.00 3.54 1.48 1.00 7.00
## content 31 627 4.47 1.53 5.00 4.51 1.48 1.00 7.00
## tense 32 627 2.47 1.58 2.00 2.25 1.48 1.00 7.00
## disappointed 33 627 1.93 1.39 1.00 1.63 0.00 1.00 7.00
## ashamed 34 627 1.29 0.76 1.00 1.10 0.00 1.00 6.00
## relieved 35 627 2.60 1.45 2.00 2.45 1.48 1.00 7.00
## angry 36 627 1.70 1.25 1.00 1.40 0.00 1.00 7.00
## pos_activ 37 627 3.53 1.18 3.60 3.56 1.19 1.00 7.00
## pos_deact 38 627 4.05 1.31 4.00 4.04 1.48 1.00 7.00
## neg_activ 39 627 2.39 1.16 2.20 2.26 1.19 1.00 6.80
## neg_deact 40 627 2.13 0.97 2.00 2.02 0.89 1.00 5.60
## pfi_auth 41 627 2.90 0.89 2.86 2.91 1.06 1.00 5.00
## pfi_hubr 42 627 1.14 0.29 1.00 1.06 0.00 1.00 3.29
## evalday 43 624 0.65 0.48 1.00 0.69 0.00 0.00 1.00
## posaff 44 627 3.79 1.13 3.90 3.82 1.19 1.00 6.40
## negaff 45 627 2.26 0.95 2.10 2.16 0.89 1.00 5.90
## affbalance 46 627 1.53 1.74 1.70 1.60 1.63 -4.60 5.40
## temp 47 629 43.01 6.03 44.00 42.85 5.93 32.00 56.00
## hum 48 629 0.64 0.19 0.66 0.65 0.19 0.24 0.95
## wind 49 629 8.10 4.61 8.00 7.53 2.97 2.00 20.00
## bar 50 629 29.90 0.32 29.95 29.91 0.36 29.32 30.43
## prec 51 629 0.05 0.10 0.00 0.02 0.00 0.00 0.43
## range skew kurtosis se
## id 236.00 0.13 -1.23 3.10
## phase2 0.00 NaN NaN 0.00
## day 21.00 0.07 -1.17 0.25
## slphrs 10.00 -0.09 0.04 0.07
## slpwell 4.00 -0.50 -0.65 0.05
## weath 4.00 -0.15 -1.01 0.05
## lteq 58.00 0.98 1.07 0.40
## pss 3.75 -0.28 0.04 0.03
## se 4.00 -0.25 -0.34 0.04
## ssgs_shame 3.80 3.14 14.81 0.02
## ssgs_guilt 4.00 2.68 9.44 0.02
## swls 6.00 -0.26 -0.32 0.05
## pc 5.50 -0.26 -0.23 0.04
## enthusiastic 6.00 0.00 -0.99 0.07
## calm 6.00 0.10 -0.83 0.06
## nervous 6.00 0.74 -0.57 0.07
## sluggish 6.00 0.85 -0.18 0.07
## happy 6.00 -0.16 -0.72 0.06
## peaceful 6.00 0.06 -0.82 0.06
## embarrassed 6.00 2.41 5.83 0.04
## sad 6.00 2.04 3.87 0.05
## alert 6.00 0.28 -0.65 0.06
## satisfied 6.00 -0.18 -0.52 0.06
## upset 6.00 1.76 2.61 0.05
## bored 6.00 0.80 -0.31 0.07
## proud 6.00 0.34 -0.92 0.06
## relaxed 6.00 0.13 -0.86 0.07
## stress 6.00 0.47 -0.95 0.07
## depressed 6.00 2.34 5.71 0.04
## excited 6.00 0.08 -0.98 0.07
## content 6.00 -0.31 -0.56 0.06
## tense 6.00 0.93 -0.06 0.06
## disappointed 6.00 1.68 2.20 0.06
## ashamed 5.00 3.39 13.38 0.03
## relieved 6.00 0.66 -0.25 0.06
## angry 6.00 2.15 4.47 0.05
## pos_activ 6.00 -0.12 -0.68 0.05
## pos_deact 6.00 0.05 -0.41 0.05
## neg_activ 5.80 0.91 0.44 0.05
## neg_deact 4.60 0.92 0.48 0.04
## pfi_auth 4.00 -0.04 -0.68 0.04
## pfi_hubr 2.29 3.07 11.53 0.01
## evalday 1.00 -0.63 -1.61 0.02
## posaff 5.40 -0.23 -0.54 0.05
## negaff 4.90 0.98 1.04 0.04
## affbalance 10.00 -0.46 0.16 0.07
## temp 24.00 0.14 -0.56 0.24
## hum 0.71 -0.46 -0.86 0.01
## wind 18.00 0.92 0.59 0.18
## bar 1.11 -0.17 -0.97 0.01
## prec 0.43 2.15 3.63 0.00Basic descriptives of the N = 30 PHASE 2 interaction-level data.
#means, sd, etc.
describe(AMIB_interactionP2)## vars n mean sd median trimmed mad min
## id 1 4200 310.36 77.12 321.00 308.40 121.57 203.00
## phase2 2 4200 1.00 0.00 1.00 1.00 0.00 1.00
## day 3 4200 10.57 5.99 10.00 10.50 7.41 1.00
## interaction 4 4200 73.88 45.18 71.00 72.32 54.86 1.00
## timea 5 4197 1459.00 481.24 1415.00 1453.03 467.02 0.00
## timeb 6 3932 1567.73 511.56 1518.00 1550.92 553.01 4.00
## dur 7 4191 31.47 40.39 15.00 23.48 14.83 1.00
## choice1 8 4195 2.32 1.68 1.00 2.04 0.00 1.00
## choice2 9 4194 5.94 1.38 7.00 6.17 0.00 1.00
## location 10 3760 3.26 1.58 3.00 3.32 2.97 1.00
## partner_gender 11 3752 0.68 0.47 1.00 0.73 0.00 0.00
## partner_status 12 3928 5.19 2.05 4.00 4.99 0.00 1.00
## first 13 4077 0.06 0.23 0.00 0.00 0.00 0.00
## mtone 14 4104 0.38 0.49 0.00 0.36 0.00 0.00
## length 15 4131 29.31 54.76 7.00 14.05 5.93 0.00
## level 16 4038 3.61 1.30 4.00 3.75 1.48 0.00
## igaff 17 4190 7.39 1.78 8.00 7.69 1.48 1.00
## igdom 18 4190 6.92 1.62 7.00 7.08 1.48 1.00
## agval 19 4189 6.80 2.09 7.00 7.08 2.22 1.00
## agarous 20 4189 5.92 2.11 6.00 6.04 2.97 1.00
## stress 21 4191 1.22 1.38 1.00 1.02 1.48 0.00
## health 22 4192 1.08 1.17 1.00 0.93 1.48 0.00
## sbi_extra 23 4200 0.13 0.34 0.00 0.04 0.00 0.00
## sbi_agree 24 4200 1.32 0.83 1.00 1.31 1.48 0.00
## sbi_domin 25 4200 0.96 0.78 1.00 0.90 1.48 0.00
## sbi_quarl 26 4200 0.42 0.63 0.00 0.32 0.00 0.00
## sbi_submi 27 4200 0.54 0.70 0.00 0.41 0.00 0.00
## sbi_agency 28 4200 0.42 1.09 0.00 0.44 1.48 -3.00
## sbi_commun 29 4200 0.90 1.04 1.00 0.94 1.48 -3.00
## sbi_total 30 4200 0.27 0.13 0.25 0.26 0.12 0.00
## sbi_agree_ips 31 4200 0.17 0.22 0.17 0.17 0.25 -0.50
## sbi_domin_ips 32 4200 0.05 0.22 0.08 0.04 0.25 -0.58
## sbi_quarl_ips 33 4200 -0.13 0.19 -0.17 -0.14 0.12 -0.67
## sbi_submi_ips 34 4200 -0.09 0.21 -0.17 -0.11 0.12 -0.67
## sbi_agency_ips 35 4200 0.14 0.36 0.00 0.15 0.49 -1.00
## sbi_commun_ips 36 4200 0.30 0.35 0.33 0.31 0.49 -1.00
## max range skew kurtosis se
## id 439.00 236.00 0.07 -1.21 1.19
## phase2 1.00 0.00 NaN NaN 0.00
## day 21.00 20.00 0.09 -1.16 0.09
## interaction 168.00 167.00 0.23 -1.00 0.70
## timea 4420.00 4420.00 0.21 1.71 7.43
## timeb 4508.00 4504.00 0.57 2.19 8.16
## dur 827.00 826.00 5.12 57.55 0.62
## choice1 7.00 6.00 1.12 0.34 0.03
## choice2 7.00 6.00 -1.34 1.29 0.02
## location 5.00 4.00 -0.16 -1.47 0.03
## partner_gender 1.00 1.00 -0.78 -1.39 0.01
## partner_status 9.00 8.00 0.81 -0.24 0.03
## first 1.00 1.00 3.79 12.40 0.00
## mtone 1.00 1.00 0.48 -1.77 0.01
## length 246.00 246.00 2.74 6.54 0.85
## level 5.00 5.00 -0.57 -0.78 0.02
## igaff 9.00 8.00 -1.43 2.01 0.03
## igdom 9.00 8.00 -0.93 0.91 0.02
## agval 9.00 8.00 -0.93 0.13 0.03
## agarous 9.00 8.00 -0.51 -0.56 0.03
## stress 5.00 5.00 0.97 0.02 0.02
## health 5.00 5.00 0.88 0.00 0.02
## sbi_extra 1.00 1.00 2.15 2.61 0.01
## sbi_agree 3.00 3.00 0.15 -0.54 0.01
## sbi_domin 3.00 3.00 0.52 -0.14 0.01
## sbi_quarl 3.00 3.00 1.40 1.59 0.01
## sbi_submi 3.00 3.00 1.13 0.68 0.01
## sbi_agency 3.00 6.00 -0.26 0.03 0.02
## sbi_commun 3.00 6.00 -0.29 0.16 0.02
## sbi_total 1.00 1.00 0.60 0.61 0.00
## sbi_agree_ips 0.75 1.25 -0.02 -0.34 0.00
## sbi_domin_ips 0.75 1.33 0.31 -0.07 0.00
## sbi_quarl_ips 0.75 1.42 0.55 0.52 0.00
## sbi_submi_ips 0.75 1.42 0.70 0.52 0.00
## sbi_agency_ips 1.00 2.00 -0.26 0.03 0.01
## sbi_commun_ips 1.00 2.00 -0.29 0.16 0.01We shall eventually provide more detailed code-book information here. In the mean time, please feel free to contact Nilam for details about the variables and coding.
Thanks for playing!