preprocess_SCD.RdClean single case design data for treatment reversal and multiple baseline designs.
preprocess_SCD(
design,
case,
phase,
session,
outcome,
cluster = NULL,
series = NULL,
center = 0,
round_session = TRUE,
treatment_name = NULL,
data = NULL
)Character string to specify whether data comes from a treatment
reversal ("TR"), multiple baseline across participants
("MBP"), replicated multiple baseline across behaviors
("RMBB"), or clustered multiple baseline across participants
("CMB").
vector of case indicators or name of a character or factor vector
within data indicating unique cases.
vector of treatment indicators or name of a character or factor
vector within data indicating unique treatment phases.
vector of measurement occasions or name of numeric vector
within data of measurement times.
vector of outcome data or name of numeric vector of outcome
data within data.
(Optional) vector of cluster indicators or name of a character
or factor vector within data indicating clusters.
(Optional) vector of series indicators or name of a character
or factor vector within data indicating series.
Numeric value for the centering value for session. Default is 0.
Logical indicating whether to round session to the nearest integer. Defaults to TRUE.
(Optional) character string corresponding to the name of the treatment phase.
(Optional) dataset to use for analysis. Must be a
data.frame.
A cleaned SCD dataset that can be used for model fitting and effect size calculation.
If treatment_name is left null it will choose the second level of the phase variable to be the treatment phase.
data(Laski)
preprocess_SCD(design = "MBP",
case = case, phase = treatment,
session = time, outcome = outcome,
center = 4, data = Laski)
#> case treatment time outcome trt time_trt
#> 1 Case 1 baseline -3 27.60 0 0
#> 2 Case 1 baseline -2 23.96 0 0
#> 3 Case 1 baseline -1 23.83 0 0
#> 4 Case 1 baseline 0 47.26 0 0
#> 5 Case 1 treatment 1 52.70 1 1
#> 6 Case 1 treatment 2 60.99 1 2
#> 7 Case 1 treatment 3 66.60 1 3
#> 8 Case 1 treatment 4 52.50 1 4
#> 9 Case 1 treatment 5 85.88 1 5
#> 10 Case 1 treatment 6 47.05 1 6
#> 11 Case 1 treatment 7 66.28 1 7
#> 12 Case 1 treatment 8 54.05 1 8
#> 13 Case 1 treatment 9 51.23 1 9
#> 14 Case 2 baseline -3 49.67 0 0
#> 15 Case 2 baseline -2 23.57 0 0
#> 16 Case 2 baseline -1 26.38 0 0
#> 17 Case 2 baseline 0 28.35 0 0
#> 18 Case 2 baseline 1 45.11 0 0
#> 19 Case 2 treatment 2 70.67 1 1
#> 20 Case 2 treatment 3 79.13 1 2
#> 21 Case 2 treatment 4 84.09 1 3
#> 22 Case 2 treatment 5 88.56 1 4
#> 23 Case 2 treatment 6 80.90 1 5
#> 24 Case 2 treatment 7 91.84 1 6
#> 25 Case 2 treatment 8 63.42 1 7
#> 26 Case 2 treatment 9 70.38 1 8
#> 27 Case 4 baseline -3 0.00 0 0
#> 28 Case 4 baseline -2 0.00 0 0
#> 29 Case 4 baseline -1 0.00 0 0
#> 30 Case 4 baseline 0 0.00 0 0
#> 31 Case 4 baseline 1 0.00 0 0
#> 32 Case 4 baseline 2 0.00 0 0
#> 33 Case 4 baseline 3 0.00 0 0
#> 34 Case 4 treatment 4 28.07 1 1
#> 35 Case 4 treatment 5 28.20 1 2
#> 36 Case 4 treatment 6 57.15 1 3
#> 37 Case 4 treatment 7 72.37 1 4
#> 38 Case 4 treatment 8 45.56 1 5
#> 39 Case 4 treatment 9 52.30 1 6
#> 40 Case 4 treatment 10 28.37 1 7
#> 41 Case 4 treatment 11 60.37 1 8
#> 42 Case 4 treatment 12 57.46 1 9
#> 43 Case 5 baseline -3 32.84 0 0
#> 44 Case 5 baseline -2 14.26 0 0
#> 45 Case 5 baseline -1 0.00 0 0
#> 46 Case 5 baseline 0 7.99 0 0
#> 47 Case 5 baseline 1 23.55 0 0
#> 48 Case 5 baseline 2 11.51 0 0
#> 49 Case 5 baseline 3 28.22 0 0
#> 50 Case 5 baseline 4 44.94 0 0
#> 51 Case 5 baseline 5 35.02 0 0
#> 52 Case 5 baseline 6 4.34 0 0
#> 53 Case 5 treatment 7 69.26 1 1
#> 54 Case 5 treatment 8 69.96 1 2
#> 55 Case 5 treatment 9 62.98 1 3
#> 56 Case 5 treatment 10 58.13 1 4
#> 57 Case 5 treatment 11 58.17 1 5
#> 58 Case 5 treatment 12 27.67 1 6
#> 59 Case 5 treatment 13 70.85 1 7
#> 60 Case 6 baseline -3 46.70 0 0
#> 61 Case 6 baseline -2 56.07 0 0
#> 62 Case 6 baseline -1 32.28 0 0
#> 63 Case 6 baseline 0 36.70 0 0
#> 64 Case 6 baseline 1 59.93 0 0
#> 65 Case 6 baseline 2 12.05 0 0
#> 66 Case 6 baseline 3 34.95 0 0
#> 67 Case 6 treatment 4 75.18 1 1
#> 68 Case 6 treatment 5 92.15 1 2
#> 69 Case 6 treatment 6 85.84 1 3
#> 70 Case 6 treatment 7 83.33 1 4
#> 71 Case 6 treatment 8 81.16 1 5
#> 72 Case 6 treatment 9 74.86 1 6
#> 73 Case 6 treatment 10 86.54 1 7
#> 74 Case 6 treatment 11 74.96 1 8
#> 75 Case 6 treatment 12 87.13 1 9
#> 76 Case 7 baseline -3 52.32 0 0
#> 77 Case 7 baseline -2 51.99 0 0
#> 78 Case 7 baseline -1 65.23 0 0
#> 79 Case 7 baseline 0 57.28 0 0
#> 80 Case 7 baseline 1 67.55 0 0
#> 81 Case 7 baseline 2 57.62 0 0
#> 82 Case 7 baseline 3 55.46 0 0
#> 83 Case 7 treatment 4 78.31 1 1
#> 84 Case 7 treatment 5 89.40 1 2
#> 85 Case 7 treatment 6 72.35 1 3
#> 86 Case 7 treatment 7 86.59 1 4
#> 87 Case 7 treatment 8 81.79 1 5
#> 88 Case 7 treatment 9 89.57 1 6
#> 89 Case 7 treatment 10 84.11 1 7
#> 90 Case 8 baseline -3 58.06 0 0
#> 91 Case 8 baseline -2 65.79 0 0
#> 92 Case 8 baseline -1 52.63 0 0
#> 93 Case 8 baseline 0 72.37 0 0
#> 94 Case 8 baseline 1 81.91 0 0
#> 95 Case 8 baseline 2 71.38 0 0
#> 96 Case 8 baseline 3 73.52 0 0
#> 97 Case 8 baseline 4 70.56 0 0
#> 98 Case 8 treatment 5 45.39 1 1
#> 99 Case 8 treatment 6 77.14 1 2
#> 100 Case 8 treatment 7 71.88 1 3
#> 101 Case 8 treatment 8 77.14 1 4
#> 102 Case 8 treatment 9 87.01 1 5
#> 103 Case 8 treatment 10 84.70 1 6
#> 104 Case 8 treatment 11 74.18 1 7
#> 105 Case 8 treatment 12 54.11 1 8
#> 106 Case 8 treatment 13 74.67 1 9
#> 107 Case 8 treatment 14 76.15 1 10
#> 108 Case 8 treatment 15 83.39 1 11
#> 109 Case 9 baseline -3 41.36 0 0
#> 110 Case 9 baseline -2 73.04 0 0
#> 111 Case 9 baseline -1 47.25 0 0
#> 112 Case 9 baseline 0 67.13 0 0
#> 113 Case 9 baseline 1 62.10 0 0
#> 114 Case 9 baseline 2 56.91 0 0
#> 115 Case 9 baseline 3 66.66 0 0
#> 116 Case 9 baseline 4 51.00 0 0
#> 117 Case 9 baseline 5 72.87 0 0
#> 118 Case 9 baseline 6 48.41 0 0
#> 119 Case 9 baseline 7 16.96 0 0
#> 120 Case 9 treatment 8 81.37 1 1
#> 121 Case 9 treatment 9 86.48 1 2
#> 122 Case 9 treatment 10 69.98 1 3
#> 123 Case 9 treatment 11 78.41 1 4
#> 124 Case 9 treatment 12 72.21 1 5
#> 125 Case 9 treatment 13 70.51 1 6
#> 126 Case 9 treatment 14 67.47 1 7
#> 127 Case 9 treatment 15 84.53 1 8
#> 128 Case 9 treatment 16 81.00 1 9
data(Anglesea)
preprocess_SCD(design="TR",
case=case, phase=condition,
session=session, outcome=outcome,
treatment_name = "treatment",
data=Anglesea)
#> case condition session outcome trt condition_pair
#> 1 Case 1 baseline 1 103.72 0 1
#> 2 Case 1 baseline 2 105.32 0 1
#> 3 Case 1 baseline 3 77.39 0 1
#> 4 Case 1 baseline 4 117.29 0 1
#> 5 Case 1 baseline 5 102.93 0 1
#> 6 Case 1 baseline 6 99.73 0 1
#> 7 Case 1 baseline 7 49.47 0 1
#> 8 Case 1 treatment 8 183.51 1 1
#> 9 Case 1 treatment 9 152.39 1 1
#> 10 Case 1 treatment 10 170.74 1 1
#> 11 Case 1 treatment 11 169.95 1 1
#> 12 Case 1 treatment 12 154.79 1 1
#> 13 Case 1 treatment 13 153.99 1 1
#> 14 Case 1 baseline 14 97.34 0 2
#> 15 Case 1 baseline 15 57.45 0 2
#> 16 Case 1 baseline 16 67.82 0 2
#> 17 Case 1 baseline 17 107.71 0 2
#> 18 Case 1 baseline 18 103.72 0 2
#> 19 Case 1 baseline 19 90.16 0 2
#> 20 Case 1 baseline 20 93.35 0 2
#> 21 Case 1 treatment 21 153.19 1 2
#> 22 Case 1 treatment 22 149.20 1 2
#> 23 Case 1 treatment 23 149.20 1 2
#> 24 Case 1 treatment 24 142.02 1 2
#> 25 Case 1 treatment 25 143.62 1 2
#> 26 Case 1 treatment 26 176.33 1 2
#> 27 Case 1 treatment 27 173.94 1 2
#> 28 Case 2 baseline 1 64.00 0 1
#> 29 Case 2 baseline 2 62.80 0 1
#> 30 Case 2 baseline 3 43.60 0 1
#> 31 Case 2 baseline 4 63.40 0 1
#> 32 Case 2 treatment 5 213.20 1 1
#> 33 Case 2 treatment 6 220.01 1 1
#> 34 Case 2 treatment 7 212.80 1 1
#> 35 Case 2 treatment 8 217.60 1 1
#> 36 Case 2 baseline 9 62.40 0 2
#> 37 Case 2 baseline 10 72.20 0 2
#> 38 Case 2 baseline 11 62.01 0 2
#> 39 Case 2 treatment 12 189.81 1 2
#> 40 Case 2 treatment 13 178.60 1 2
#> 41 Case 2 treatment 14 181.41 1 2
#> 42 Case 3 baseline 1 24.02 0 1
#> 43 Case 3 baseline 2 26.38 0 1
#> 44 Case 3 baseline 3 29.92 0 1
#> 45 Case 3 baseline 4 23.62 0 1
#> 46 Case 3 treatment 5 84.65 1 1
#> 47 Case 3 treatment 6 89.76 1 1
#> 48 Case 3 treatment 7 83.46 1 1
#> 49 Case 3 treatment 8 89.76 1 1
#> 50 Case 3 baseline 9 30.71 0 2
#> 51 Case 3 baseline 10 41.73 0 2
#> 52 Case 3 baseline 11 29.92 0 2
#> 53 Case 3 baseline 12 33.86 0 2
#> 54 Case 3 treatment 13 84.25 1 2
#> 55 Case 3 treatment 14 78.74 1 2
data(Thiemann2001)
preprocess_SCD(design = "RMBB",
case = case, series = series, phase = treatment,
session = time, outcome = outcome,
data = Thiemann2001)
#> case series treatment time outcome trt time_trt
#> 1 Casey contingent responses baseline 1 1.3 0 0
#> 2 Casey contingent responses baseline 2 4.6 0 0
#> 3 Casey contingent responses baseline 3 0.0 0 0
#> 4 Casey contingent responses baseline 4 2.3 0 0
#> 5 Casey contingent responses baseline 5 0.7 0 0
#> 6 Casey contingent responses baseline 6 2.3 0 0
#> 7 Casey contingent responses baseline 7 4.6 0 0
#> 8 Casey contingent responses baseline 8 8.9 0 0
#> 9 Casey contingent responses baseline 9 4.3 0 0
#> 10 Casey contingent responses baseline 10 3.0 0 0
#> 11 Casey contingent responses baseline 11 3.0 0 0
#> 12 Casey contingent responses baseline 12 4.9 0 0
#> 13 Casey contingent responses baseline 13 0.0 0 0
#> 14 Casey contingent responses baseline 14 4.3 0 0
#> 15 Casey contingent responses baseline 15 3.0 0 0
#> 16 Casey contingent responses baseline 16 3.0 0 0
#> 17 Casey contingent responses baseline 17 3.9 0 0
#> 18 Casey contingent responses baseline 18 1.0 0 0
#> 19 Casey contingent responses baseline 19 16.1 0 0
#> 20 Casey contingent responses baseline 20 5.9 0 0
#> 21 Casey contingent responses baseline 21 5.9 0 0
#> 22 Casey contingent responses baseline 22 1.0 0 0
#> 23 Casey contingent responses baseline 23 1.0 0 0
#> 24 Casey contingent responses baseline 24 3.0 0 0
#> 25 Casey contingent responses baseline 25 5.9 0 0
#> 26 Casey contingent responses treatment 26 30.5 1 1
#> 27 Casey contingent responses treatment 27 20.0 1 2
#> 28 Casey contingent responses treatment 28 22.0 1 3
#> 29 Casey contingent responses treatment 29 31.5 1 4
#> 30 Casey contingent responses treatment 30 25.9 1 5
#> 31 Casey initiates comments and requests baseline 1 0.3 0 0
#> 32 Casey initiates comments and requests baseline 2 0.7 0 0
#> 33 Casey initiates comments and requests baseline 3 4.0 0 0
#> 34 Casey initiates comments and requests baseline 4 0.7 0 0
#> 35 Casey initiates comments and requests baseline 5 3.4 0 0
#> 36 Casey initiates comments and requests baseline 6 8.6 0 0
#> 37 Casey initiates comments and requests baseline 7 3.7 0 0
#> 38 Casey initiates comments and requests baseline 8 4.7 0 0
#> 39 Casey initiates comments and requests baseline 9 2.5 0 0
#> 40 Casey initiates comments and requests treatment 10 11.3 1 1
#> 41 Casey initiates comments and requests treatment 11 10.3 1 2
#> 42 Casey initiates comments and requests treatment 12 9.7 1 3
#> 43 Casey initiates comments and requests treatment 13 21.7 1 4
#> 44 Casey initiates comments and requests treatment 14 23.4 1 5
#> 45 Casey initiates comments and requests treatment 15 20.8 1 6
#> 46 Casey secures attention baseline 1 0.0 0 0
#> 47 Casey secures attention baseline 2 0.0 0 0
#> 48 Casey secures attention baseline 3 0.0 0 0
#> 49 Casey secures attention baseline 4 0.0 0 0
#> 50 Casey secures attention baseline 5 0.0 0 0
#> 51 Casey secures attention baseline 6 0.0 0 0
#> 52 Casey secures attention baseline 7 0.0 0 0
#> 53 Casey secures attention baseline 8 0.0 0 0
#> 54 Casey secures attention baseline 9 0.0 0 0
#> 55 Casey secures attention baseline 10 0.0 0 0
#> 56 Casey secures attention baseline 11 0.0 0 0
#> 57 Casey secures attention baseline 12 0.0 0 0
#> 58 Casey secures attention baseline 13 0.0 0 0
#> 59 Casey secures attention baseline 14 0.0 0 0
#> 60 Casey secures attention baseline 15 0.0 0 0
#> 61 Casey secures attention treatment 16 13.7 1 1
#> 62 Casey secures attention treatment 17 11.8 1 2
#> 63 Casey secures attention treatment 18 12.1 1 3
#> 64 Casey secures attention treatment 19 8.9 1 4
#> 65 Casey secures attention treatment 20 10.8 1 5
#> 66 Casey secures attention treatment 21 12.7 1 6
#> 67 Casey secures attention treatment 22 10.1 1 7
#> 68 Casey secures attention treatment 23 9.1 1 8
#> 69 Casey secures attention treatment 24 9.4 1 9
#> 70 Casey secures attention treatment 25 9.7 1 10
#> 71 Dan initiates comments baseline 1 0.1 0 0
#> 72 Dan initiates comments baseline 2 1.2 0 0
#> 73 Dan initiates comments baseline 3 4.3 0 0
#> 74 Dan initiates comments baseline 4 11.1 0 0
#> 75 Dan initiates comments baseline 5 9.1 0 0
#> 76 Dan initiates comments baseline 6 2.9 0 0
#> 77 Dan initiates comments baseline 7 8.1 0 0
#> 78 Dan initiates comments baseline 8 5.3 0 0
#> 79 Dan initiates comments baseline 9 6.3 0 0
#> 80 Dan initiates comments baseline 10 10.4 0 0
#> 81 Dan initiates comments baseline 11 7.1 0 0
#> 82 Dan initiates comments baseline 12 5.4 0 0
#> 83 Dan initiates comments baseline 13 3.7 0 0
#> 84 Dan initiates comments baseline 14 7.2 0 0
#> 85 Dan initiates comments baseline 15 5.2 0 0
#> 86 Dan initiates comments baseline 16 10.3 0 0
#> 87 Dan initiates comments baseline 17 8.3 0 0
#> 88 Dan initiates comments baseline 18 9.2 0 0
#> 89 Dan initiates comments baseline 19 10.3 0 0
#> 90 Dan initiates comments baseline 20 8.3 0 0
#> 91 Dan initiates comments treatment 21 19.3 1 1
#> 92 Dan initiates comments treatment 22 12.5 1 2
#> 93 Dan initiates comments treatment 23 15.3 1 3
#> 94 Dan initiates comments treatment 24 14.4 1 4
#> 95 Dan initiates comments treatment 25 13.5 1 5
#> 96 Dan initiates comments treatment 26 20.6 1 6
#> 97 Dan initiates comments treatment 27 24.4 1 7
#> 98 Dan initiates comments treatment 28 16.7 1 8
#> 99 Dan initiates comments treatment 29 13.7 1 9
#> 100 Dan initiates comments treatment 30 39.4 1 10
#> 101 Dan initiates requests baseline 1 0.0 0 0
#> 102 Dan initiates requests baseline 2 1.9 0 0
#> 103 Dan initiates requests baseline 3 0.0 0 0
#> 104 Dan initiates requests baseline 4 0.8 0 0
#> 105 Dan initiates requests baseline 5 1.9 0 0
#> 106 Dan initiates requests baseline 6 8.0 0 0
#> 107 Dan initiates requests baseline 7 3.0 0 0
#> 108 Dan initiates requests baseline 8 5.9 0 0
#> 109 Dan initiates requests baseline 9 0.8 0 0
#> 110 Dan initiates requests baseline 10 5.9 0 0
#> 111 Dan initiates requests baseline 11 4.1 0 0
#> 112 Dan initiates requests baseline 12 1.8 0 0
#> 113 Dan initiates requests baseline 13 8.1 0 0
#> 114 Dan initiates requests baseline 14 0.9 0 0
#> 115 Dan initiates requests baseline 15 9.0 0 0
#> 116 Dan initiates requests baseline 16 8.1 0 0
#> 117 Dan initiates requests baseline 17 10.1 0 0
#> 118 Dan initiates requests baseline 18 8.0 0 0
#> 119 Dan initiates requests baseline 19 22.2 0 0
#> 120 Dan initiates requests baseline 20 9.3 0 0
#> 121 Dan initiates requests baseline 21 8.0 0 0
#> 122 Dan initiates requests baseline 22 6.9 0 0
#> 123 Dan initiates requests baseline 23 14.1 0 0
#> 124 Dan initiates requests baseline 24 7.2 0 0
#> 125 Dan initiates requests baseline 25 16.2 0 0
#> 126 Dan initiates requests baseline 26 16.1 0 0
#> 127 Dan initiates requests baseline 27 13.5 0 0
#> 128 Dan initiates requests baseline 28 2.0 0 0
#> 129 Dan initiates requests baseline 29 8.1 0 0
#> 130 Dan initiates requests baseline 30 17.3 0 0
#> 131 Dan initiates requests treatment 31 12.3 1 1
#> 132 Dan initiates requests treatment 32 25.6 1 2
#> 133 Dan initiates requests treatment 33 23.6 1 3
#> 134 Dan initiates requests treatment 34 19.7 1 4
#> 135 Dan initiates requests treatment 35 17.2 1 5
#> 136 Dan initiates requests treatment 36 30.7 1 6
#> 137 Dan secures attention baseline 1 0.0 0 0
#> 138 Dan secures attention baseline 2 0.0 0 0
#> 139 Dan secures attention baseline 3 0.0 0 0
#> 140 Dan secures attention baseline 4 0.0 0 0
#> 141 Dan secures attention baseline 5 0.0 0 0
#> 142 Dan secures attention baseline 6 2.2 0 0
#> 143 Dan secures attention baseline 7 0.0 0 0
#> 144 Dan secures attention baseline 8 0.0 0 0
#> 145 Dan secures attention baseline 9 0.0 0 0
#> 146 Dan secures attention baseline 10 4.2 0 0
#> 147 Dan secures attention baseline 11 0.0 0 0
#> 148 Dan secures attention baseline 12 1.4 0 0
#> 149 Dan secures attention baseline 13 0.0 0 0
#> 150 Dan secures attention baseline 14 0.0 0 0
#> 151 Dan secures attention treatment 15 12.1 1 1
#> 152 Dan secures attention treatment 16 15.1 1 2
#> 153 Dan secures attention treatment 17 9.2 1 3
#> 154 Dan secures attention treatment 18 13.1 1 4
#> 155 Dan secures attention treatment 19 20.1 1 5
#> 156 Dan secures attention treatment 20 14.2 1 6
#> 157 Greg initiates comments baseline 1 1.9 0 0
#> 158 Greg initiates comments baseline 2 6.2 0 0
#> 159 Greg initiates comments baseline 3 3.9 0 0
#> 160 Greg initiates comments baseline 4 3.9 0 0
#> 161 Greg initiates comments baseline 5 6.9 0 0
#> 162 Greg initiates comments baseline 6 9.2 0 0
#> 163 Greg initiates comments baseline 7 11.1 0 0
#> 164 Greg initiates comments baseline 8 5.0 0 0
#> 165 Greg initiates comments baseline 9 9.2 0 0
#> 166 Greg initiates comments baseline 10 15.1 0 0
#> 167 Greg initiates comments baseline 11 5.0 0 0
#> 168 Greg initiates comments baseline 12 4.0 0 0
#> 169 Greg initiates comments baseline 13 18.7 0 0
#> 170 Greg initiates comments baseline 14 10.9 0 0
#> 171 Greg initiates comments baseline 15 0.0 0 0
#> 172 Greg initiates comments baseline 16 13.8 0 0
#> 173 Greg initiates comments baseline 17 5.7 0 0
#> 174 Greg initiates comments baseline 18 5.1 0 0
#> 175 Greg initiates comments baseline 19 7.0 0 0
#> 176 Greg initiates comments baseline 20 0.0 0 0
#> 177 Greg initiates comments baseline 21 3.5 0 0
#> 178 Greg initiates comments baseline 22 13.9 0 0
#> 179 Greg initiates comments treatment 23 16.5 1 1
#> 180 Greg initiates comments treatment 24 14.9 1 2
#> 181 Greg initiates comments treatment 25 16.2 1 3
#> 182 Greg initiates comments treatment 26 10.0 1 4
#> 183 Greg initiates comments treatment 27 11.0 1 5
#> 184 Greg initiates comments treatment 28 21.1 1 6
#> 185 Greg initiates comments treatment 29 13.3 1 7
#> 186 Greg initiates comments treatment 30 16.3 1 8
#> 187 Greg initiates requests baseline 1 11.8 0 0
#> 188 Greg initiates requests baseline 2 0.0 0 0
#> 189 Greg initiates requests baseline 3 9.5 0 0
#> 190 Greg initiates requests baseline 4 2.3 0 0
#> 191 Greg initiates requests baseline 5 1.6 0 0
#> 192 Greg initiates requests baseline 6 0.0 0 0
#> 193 Greg initiates requests baseline 7 7.1 0 0
#> 194 Greg initiates requests baseline 8 8.8 0 0
#> 195 Greg initiates requests baseline 9 13.4 0 0
#> 196 Greg initiates requests baseline 10 5.2 0 0
#> 197 Greg initiates requests baseline 11 5.1 0 0
#> 198 Greg initiates requests baseline 12 2.5 0 0
#> 199 Greg initiates requests baseline 13 4.5 0 0
#> 200 Greg initiates requests baseline 14 11.0 0 0
#> 201 Greg initiates requests baseline 15 11.7 0 0
#> 202 Greg initiates requests baseline 16 7.7 0 0
#> 203 Greg initiates requests baseline 17 10.0 0 0
#> 204 Greg initiates requests baseline 18 9.3 0 0
#> 205 Greg initiates requests baseline 19 12.9 0 0
#> 206 Greg initiates requests baseline 20 1.4 0 0
#> 207 Greg initiates requests baseline 21 14.5 0 0
#> 208 Greg initiates requests baseline 22 10.3 0 0
#> 209 Greg initiates requests baseline 23 4.0 0 0
#> 210 Greg initiates requests baseline 24 10.3 0 0
#> 211 Greg initiates requests baseline 25 2.1 0 0
#> 212 Greg initiates requests baseline 26 0.1 0 0
#> 213 Greg initiates requests baseline 27 2.7 0 0
#> 214 Greg initiates requests baseline 28 6.9 0 0
#> 215 Greg initiates requests baseline 29 4.6 0 0
#> 216 Greg initiates requests baseline 30 8.6 0 0
#> 217 Greg initiates requests treatment 31 19.7 1 1
#> 218 Greg initiates requests treatment 32 17.4 1 2
#> 219 Greg initiates requests treatment 33 31.8 1 3
#> 220 Greg initiates requests treatment 34 15.1 1 4
#> 221 Greg secures attention baseline 1 1.9 0 0
#> 222 Greg secures attention baseline 2 0.0 0 0
#> 223 Greg secures attention baseline 3 7.1 0 0
#> 224 Greg secures attention baseline 4 2.6 0 0
#> 225 Greg secures attention baseline 5 0.0 0 0
#> 226 Greg secures attention baseline 6 2.9 0 0
#> 227 Greg secures attention baseline 7 7.1 0 0
#> 228 Greg secures attention baseline 8 4.5 0 0
#> 229 Greg secures attention baseline 9 2.9 0 0
#> 230 Greg secures attention baseline 10 18.1 0 0
#> 231 Greg secures attention baseline 11 8.1 0 0
#> 232 Greg secures attention baseline 12 8.1 0 0
#> 233 Greg secures attention baseline 13 7.1 0 0
#> 234 Greg secures attention baseline 14 2.9 0 0
#> 235 Greg secures attention treatment 15 26.8 1 1
#> 236 Greg secures attention treatment 16 15.8 1 2
#> 237 Greg secures attention treatment 17 14.5 1 3
#> 238 Greg secures attention treatment 18 16.1 1 4
#> 239 Greg secures attention treatment 19 17.4 1 5
#> 240 Greg secures attention treatment 20 10.0 1 6
#> 241 Greg secures attention treatment 21 13.2 1 7
#> 242 Greg secures attention treatment 22 18.7 1 8
#> 243 Greg secures attention treatment 23 9.7 1 9
#> 244 Ivan initiates comments baseline 1 13.1 0 0
#> 245 Ivan initiates comments baseline 2 8.1 0 0
#> 246 Ivan initiates comments baseline 3 9.0 0 0
#> 247 Ivan initiates comments baseline 4 4.1 0 0
#> 248 Ivan initiates comments baseline 5 14.2 0 0
#> 249 Ivan initiates comments baseline 6 4.1 0 0
#> 250 Ivan initiates comments baseline 7 13.2 0 0
#> 251 Ivan initiates comments baseline 8 18.1 0 0
#> 252 Ivan initiates comments baseline 9 4.1 0 0
#> 253 Ivan initiates comments baseline 10 5.4 0 0
#> 254 Ivan initiates comments baseline 11 4.2 0 0
#> 255 Ivan initiates comments baseline 12 10.0 0 0
#> 256 Ivan initiates comments baseline 13 5.1 0 0
#> 257 Ivan initiates comments treatment 14 12.1 1 1
#> 258 Ivan initiates comments treatment 15 8.3 1 2
#> 259 Ivan initiates comments treatment 16 0.0 1 3
#> 260 Ivan initiates comments treatment 17 9.0 1 4
#> 261 Ivan initiates comments treatment 18 14.1 1 5
#> 262 Ivan initiates comments treatment 19 9.4 1 6
#> 263 Ivan initiates comments treatment 20 9.4 1 7
#> 264 Ivan initiates comments treatment 21 5.2 1 8
#> 265 Ivan initiates comments treatment 22 19.3 1 9
#> 266 Ivan initiates comments treatment 23 12.4 1 10
#> 267 Ivan initiates comments treatment 24 23.2 1 11
#> 268 Ivan initiates comments treatment 25 16.2 1 12
#> 269 Ivan initiates comments treatment 26 17.2 1 13
#> 270 Ivan secures attention baseline 1 2.0 0 0
#> 271 Ivan secures attention baseline 2 1.0 0 0
#> 272 Ivan secures attention baseline 3 2.0 0 0
#> 273 Ivan secures attention baseline 4 0.0 0 0
#> 274 Ivan secures attention baseline 5 0.0 0 0
#> 275 Ivan secures attention baseline 6 0.0 0 0
#> 276 Ivan secures attention baseline 7 5.0 0 0
#> 277 Ivan secures attention baseline 8 6.0 0 0
#> 278 Ivan secures attention baseline 9 0.0 0 0
#> 279 Ivan secures attention baseline 10 1.0 0 0
#> 280 Ivan secures attention baseline 11 2.0 0 0
#> 281 Ivan secures attention baseline 12 5.9 0 0
#> 282 Ivan secures attention baseline 13 0.0 0 0
#> 283 Ivan secures attention baseline 14 0.0 0 0
#> 284 Ivan secures attention baseline 15 0.9 0 0
#> 285 Ivan secures attention baseline 16 0.0 0 0
#> 286 Ivan secures attention baseline 17 0.0 0 0
#> 287 Ivan secures attention baseline 18 0.9 0 0
#> 288 Ivan secures attention baseline 19 0.0 0 0
#> 289 Ivan secures attention baseline 20 0.0 0 0
#> 290 Ivan secures attention baseline 21 0.9 0 0
#> 291 Ivan secures attention baseline 22 5.0 0 0
#> 292 Ivan secures attention baseline 23 0.0 0 0
#> 293 Ivan secures attention baseline 24 15.0 0 0
#> 294 Ivan secures attention baseline 25 4.0 0 0
#> 295 Ivan secures attention baseline 26 1.0 0 0
#> 296 Ivan secures attention treatment 27 7.9 1 1
#> 297 Ivan secures attention treatment 28 13.0 1 2
#> 298 Ivan secures attention treatment 29 11.9 1 3
#> 299 Ivan secures attention treatment 30 16.8 1 4
#> 300 John contingent responses baseline 1 24.5 0 0
#> 301 John contingent responses baseline 2 8.6 0 0
#> 302 John contingent responses baseline 3 25.5 0 0
#> 303 John contingent responses baseline 4 10.0 0 0
#> 304 John contingent responses baseline 5 3.7 0 0
#> 305 John contingent responses baseline 6 14.3 0 0
#> 306 John contingent responses baseline 7 7.5 0 0
#> 307 John contingent responses baseline 8 12.8 0 0
#> 308 John contingent responses baseline 9 33.1 0 0
#> 309 John contingent responses baseline 10 6.9 0 0
#> 310 John contingent responses baseline 11 5.4 0 0
#> 311 John contingent responses baseline 12 8.3 0 0
#> 312 John contingent responses baseline 13 20.4 0 0
#> 313 John contingent responses baseline 14 16.0 0 0
#> 314 John contingent responses baseline 15 3.4 0 0
#> 315 John contingent responses baseline 16 13.5 0 0
#> 316 John contingent responses baseline 17 13.4 0 0
#> 317 John contingent responses baseline 18 23.6 0 0
#> 318 John contingent responses baseline 19 19.7 0 0
#> 319 John contingent responses baseline 20 9.0 0 0
#> 320 John contingent responses baseline 21 9.9 0 0
#> 321 John contingent responses treatment 22 16.2 1 1
#> 322 John contingent responses treatment 23 17.6 1 2
#> 323 John contingent responses treatment 24 16.6 1 3
#> 324 John contingent responses treatment 25 14.1 1 4
#> 325 John contingent responses treatment 26 21.4 1 5
#> 326 John contingent responses treatment 27 15.5 1 6
#> 327 John contingent responses treatment 28 12.1 1 7
#> 328 John initiates comments and requests baseline 1 24.5 0 0
#> 329 John initiates comments and requests baseline 2 19.1 0 0
#> 330 John initiates comments and requests baseline 3 15.3 0 0
#> 331 John initiates comments and requests baseline 4 9.5 0 0
#> 332 John initiates comments and requests baseline 5 17.4 0 0
#> 333 John initiates comments and requests baseline 6 15.5 0 0
#> 334 John initiates comments and requests baseline 7 9.2 0 0
#> 335 John initiates comments and requests baseline 8 2.5 0 0
#> 336 John initiates comments and requests baseline 9 11.3 0 0
#> 337 John initiates comments and requests treatment 10 32.8 1 1
#> 338 John initiates comments and requests treatment 11 18.8 1 2
#> 339 John initiates comments and requests treatment 12 15.4 1 3
#> 340 John initiates comments and requests treatment 13 50.6 1 4
#> 341 John initiates comments and requests treatment 14 22.4 1 5
#> 342 John initiates comments and requests treatment 15 32.2 1 6
#> 343 John secures attention baseline 1 24.5 0 0
#> 344 John secures attention baseline 2 12.3 0 0
#> 345 John secures attention baseline 3 2.5 0 0
#> 346 John secures attention baseline 4 8.5 0 0
#> 347 John secures attention baseline 5 6.5 0 0
#> 348 John secures attention baseline 6 6.0 0 0
#> 349 John secures attention baseline 7 0.2 0 0
#> 350 John secures attention baseline 8 0.2 0 0
#> 351 John secures attention baseline 9 5.1 0 0
#> 352 John secures attention baseline 10 6.6 0 0
#> 353 John secures attention baseline 11 0.0 0 0
#> 354 John secures attention baseline 12 2.7 0 0
#> 355 John secures attention baseline 13 8.2 0 0
#> 356 John secures attention baseline 14 1.3 0 0
#> 357 John secures attention baseline 15 1.3 0 0
#> 358 John secures attention treatment 16 17.6 1 1
#> 359 John secures attention treatment 17 11.7 1 2
#> 360 John secures attention treatment 18 14.7 1 3
#> 361 John secures attention treatment 19 11.3 1 4
#> 362 John secures attention treatment 20 8.8 1 5
#> 363 John secures attention treatment 21 14.3 1 6