package ‘SparseM’ successfully unpacked and MD5 sums checked The downloaded binary packages are in C:\Users\jdmayer\AppData\Local\Temp\RtmpQneRON\downloaded_packages package ‘car’ successfully unpacked and MD5 sums checked The downloaded binary packages are in C:\Users\jdmayer\AppData\Local\Temp\RtmpQneRON\downloaded_packages package ‘psych’ successfully unpacked and MD5 sums checked The downloaded binary packages are in C:\Users\jdmayer\AppData\Local\Temp\RtmpQneRON\downloaded_packages package ‘lavaan’ successfully unpacked and MD5 sums checked The downloaded binary packages are in C:\Users\jdmayer\AppData\Local\Temp\RtmpQneRON\downloaded_packages package ‘GPArotation’ successfully unpacked and MD5 sums checked The downloaded binary packages are in C:\Users\jdmayer\AppData\Local\Temp\RtmpQneRON\downloaded_packages group subjno age sex lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving 1 1 1 21 2 2 3 4 4 4 4 4 3 4 3 1 4 1 4 2 1 2 19 2 3 3 2 2 3 2 1 1 1 3 2 1 4 2 3 1 3 22 2 3 2 2 3 3 3 2 3 1 1 2 2 4 3 4 1 4 19 1 4 3 2 3 3 3 1 2 2 2 4 3 2 3 5 1 5 17 2 2 2 3 4 3 1 3 1 4 3 1 1 3 3 6 1 6 19 2 3 4 1 2 3 4 1 1 1 1 3 1 4 3 fedup active overall 1 4 1 NA 2 4 3 NA 3 1 2 NA 4 2 4 NA 5 1 1 NA 6 2 3 NA group subjno age sex lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving 460 2 155 18 NA 2 2 3 2 2 2 3 2 2 2 2 3 2 2 461 2 156 19 1 4 4 1 3 4 4 2 3 3 2 3 2 3 3 462 2 157 22 1 1 3 2 4 2 2 2 3 4 3 1 3 2 2 463 2 158 20 1 1 2 2 3 2 2 2 3 3 3 2 3 2 2 464 2 159 18 2 3 4 1 2 4 4 1 3 2 2 3 2 4 4 465 2 160 22 1 4 4 1 3 3 3 1 3 3 1 3 2 4 4 fedup active overall 460 2 2 NA 461 2 3 NA 462 3 1 NA 463 3 2 NA 464 2 3 NA 465 1 4 NA group subjno age sex lively happy sad Min. :1.000 50 : 3 Min. :17.00 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 1st Qu.:1.000 51 : 3 1st Qu.:18.00 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:1.000 Median :1.000 1 : 2 Median :19.00 Median :2.000 Median :3.000 Median :3.000 Median :2.000 Mean :1.344 10 : 2 Mean :20.76 Mean :1.551 Mean :2.634 Mean :3.037 Mean :1.968 3rd Qu.:2.000 100 : 2 3rd Qu.:21.00 3rd Qu.:2.000 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:3.000 Max. :2.000 (Other):451 Max. :71.00 Max. :2.000 Max. :4.000 Max. :4.000 Max. :4.000 NA's : 2 NA's :2 NA's :4 NA's :1 tired caring content gloomy jittery drowsy grouchy Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000 Median :3.000 Median :3.000 Median :3.000 Median :2.000 Median :2.000 Median :3.000 Median :2.000 Mean :3.082 Mean :3.194 Mean :2.849 Mean :1.929 Mean :1.931 Mean :2.664 Mean :1.823 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:2.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 NA's :2 NA's :1 NA's :1 NA's :1 peppy nervous calm loving fedup active overall Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.0 Mode:logical 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:2.0 NA's:465 Median :2.000 Median :2.000 Median :3.000 Median :3.000 Median :2.000 Median :3.0 Mean :2.194 Mean :1.968 Mean :3.056 Mean :3.052 Mean :2.166 Mean :2.6 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:3.0 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.0 NA's :1 NA's :1 NA's :2 NA's :4 NA's :2 NA's :2 [1] 2 3 3 4 2 3 [1] 3 2 2 1 3 2 group subjno age sex lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving 1 1 1 21 2 2 3 4 4 4 4 4 3 4 3 1 4 1 4 2 1 2 19 2 3 3 2 2 3 2 1 1 1 3 2 1 4 2 3 1 3 22 2 3 2 2 3 3 3 2 3 1 1 2 2 4 3 4 1 4 19 1 4 3 2 3 3 3 1 2 2 2 4 3 2 3 5 1 5 17 2 2 2 3 4 3 1 3 1 4 3 1 1 3 3 6 1 6 19 2 3 4 1 2 3 4 1 1 1 1 3 1 4 3 fedup active overall rlively rhappy rsad rtired rcaring rcontent rgloomy rjittery rdrowsy rgrouchy rpeppy rnervous 1 4 1 NA 3 2 1 1 1 1 1 2 1 2 4 1 2 4 3 NA 2 2 3 3 2 3 4 4 4 2 3 4 3 1 2 NA 2 3 3 2 2 2 3 2 4 4 3 3 4 2 4 NA 1 2 3 2 2 2 4 3 3 3 1 2 5 1 1 NA 3 3 2 1 2 4 2 4 1 2 4 4 6 2 3 NA 2 1 4 3 2 1 4 4 4 4 2 4 rcalm rloving rfedup ractive 1 4 1 1 4 2 1 3 1 2 3 1 2 4 3 4 3 2 3 1 5 2 2 4 4 6 1 2 3 2 group subjno age sex lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving 460 2 155 18 NA 2 2 3 2 2 2 3 2 2 2 2 3 2 2 461 2 156 19 1 4 4 1 3 4 4 2 3 3 2 3 2 3 3 462 2 157 22 1 1 3 2 4 2 2 2 3 4 3 1 3 2 2 463 2 158 20 1 1 2 2 3 2 2 2 3 3 3 2 3 2 2 464 2 159 18 2 3 4 1 2 4 4 1 3 2 2 3 2 4 4 465 2 160 22 1 4 4 1 3 3 3 1 3 3 1 3 2 4 4 fedup active overall rlively rhappy rsad rtired rcaring rcontent rgloomy rjittery rdrowsy rgrouchy rpeppy rnervous 460 2 2 NA 3 3 2 3 3 3 2 3 3 3 3 2 461 2 3 NA 1 1 4 2 1 1 3 2 2 3 2 3 462 3 1 NA 4 2 3 1 3 3 3 2 1 2 4 2 463 3 2 NA 4 3 3 2 3 3 3 2 2 2 3 2 464 2 3 NA 2 1 4 3 1 1 4 2 3 3 2 3 465 1 4 NA 1 1 4 2 2 2 4 2 2 4 2 3 rcalm rloving rfedup ractive 460 3 3 3 3 461 2 2 3 2 462 3 3 2 4 463 3 3 2 3 464 1 1 3 2 465 1 1 4 1 lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving fedup active 1 2 3 4 4 4 4 4 3 4 3 1 4 1 4 4 1 2 3 3 2 2 3 2 1 1 1 3 2 1 4 2 4 3 3 3 2 2 3 3 3 2 3 1 1 2 2 4 3 1 2 4 4 3 2 3 3 3 1 2 2 2 4 3 2 3 2 4 5 2 2 3 4 3 1 3 1 4 3 1 1 3 3 1 1 6 3 4 1 2 3 4 1 1 1 1 3 1 4 3 2 3 vars n mean sd median trimmed mad min max range skew kurtosis se lively 1 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy 2 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad 3 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 tired 4 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 caring 5 457 3.19 0.75 3 3.26 1.48 1 4 3 -0.58 -0.28 0.04 content 6 457 2.85 0.88 3 2.92 1.48 1 4 3 -0.41 -0.54 0.04 gloomy 7 457 1.93 0.88 2 1.86 1.48 1 4 3 0.48 -0.81 0.04 jittery 8 457 1.94 0.88 2 1.87 1.48 1 4 3 0.45 -0.86 0.04 drowsy 9 457 2.67 1.01 3 2.71 1.48 1 4 3 -0.30 -1.00 0.05 grouchy 10 457 1.83 0.81 2 1.75 1.48 1 4 3 0.60 -0.49 0.04 peppy 11 457 2.19 0.84 2 2.16 1.48 1 4 3 0.26 -0.58 0.04 nervous 12 457 1.97 0.88 2 1.90 1.48 1 4 3 0.47 -0.74 0.04 calm 13 457 3.05 0.81 3 3.12 1.48 1 4 3 -0.58 -0.14 0.04 loving 14 457 3.05 0.82 3 3.11 1.48 1 4 3 -0.48 -0.47 0.04 fedup 15 457 2.17 0.98 2 2.09 1.48 1 4 3 0.35 -0.96 0.05 active 16 457 2.60 0.91 3 2.63 1.48 1 4 3 -0.11 -0.80 0.04 lively happy sad tired caring content gloomy Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:1.000 Median :3.000 Median :3.000 Median :2.000 Median :3.000 Median :3.000 Median :3.000 Median :2.000 Mean :2.632 Mean :3.033 Mean :1.974 Mean :3.085 Mean :3.193 Mean :2.851 Mean :1.926 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:3.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 jittery drowsy grouchy peppy nervous calm loving Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.00 Min. :1.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:3.00 1st Qu.:3.000 Median :2.000 Median :3.000 Median :2.000 Median :2.000 Median :2.000 Median :3.00 Median :3.000 Mean :1.937 Mean :2.672 Mean :1.827 Mean :2.193 Mean :1.967 Mean :3.05 Mean :3.055 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:2.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:4.00 3rd Qu.:4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.000 Max. :4.00 Max. :4.000 fedup active Min. :1.000 Min. :1.000 1st Qu.:1.000 1st Qu.:2.000 Median :2.000 Median :3.000 Mean :2.168 Mean :2.602 3rd Qu.:3.000 3rd Qu.:3.000 Max. :4.000 Max. :4.000 vars n mean sd median trimmed mad min max range skew kurtosis se lively 1 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy 2 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad 3 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 tired 4 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 caring 5 457 3.19 0.75 3 3.26 1.48 1 4 3 -0.58 -0.28 0.04 content 6 457 2.85 0.88 3 2.92 1.48 1 4 3 -0.41 -0.54 0.04 gloomy 7 457 1.93 0.88 2 1.86 1.48 1 4 3 0.48 -0.81 0.04 jittery 8 457 1.94 0.88 2 1.87 1.48 1 4 3 0.45 -0.86 0.04 drowsy 9 457 2.67 1.01 3 2.71 1.48 1 4 3 -0.30 -1.00 0.05 grouchy 10 457 1.83 0.81 2 1.75 1.48 1 4 3 0.60 -0.49 0.04 peppy 11 457 2.19 0.84 2 2.16 1.48 1 4 3 0.26 -0.58 0.04 nervous 12 457 1.97 0.88 2 1.90 1.48 1 4 3 0.47 -0.74 0.04 calm 13 457 3.05 0.81 3 3.12 1.48 1 4 3 -0.58 -0.14 0.04 loving 14 457 3.05 0.82 3 3.11 1.48 1 4 3 -0.48 -0.47 0.04 fedup 15 457 2.17 0.98 2 2.09 1.48 1 4 3 0.35 -0.96 0.05 active 16 457 2.60 0.91 3 2.63 1.48 1 4 3 -0.11 -0.80 0.04 vars n mean sd median trimmed mad min max range skew kurtosis se group 1 465 1.34 0.48 1 1.31 0.00 1 2 1 0.65 -1.58 0.02 subjno* 2 463 154.24 97.25 157 154.67 139.36 1 304 303 -0.04 -1.46 4.52 age 3 463 20.76 4.80 19 19.74 1.48 17 71 54 4.69 32.16 0.22 sex 4 461 1.55 0.50 2 1.56 0.00 1 2 1 -0.20 -1.96 0.02 lively 5 465 2.63 0.88 3 2.67 1.48 1 4 3 -0.26 -0.61 0.04 happy 6 464 3.04 0.74 3 3.08 0.00 1 4 3 -0.44 -0.11 0.03 sad 7 465 1.97 0.89 2 1.90 1.48 1 4 3 0.48 -0.76 0.04 tired 8 465 3.08 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 caring 9 465 3.19 0.76 3 3.26 1.48 1 4 3 -0.57 -0.31 0.04 content 10 465 2.85 0.88 3 2.91 1.48 1 4 3 -0.40 -0.54 0.04 gloomy 11 463 1.93 0.88 2 1.87 1.48 1 4 3 0.47 -0.83 0.04 jittery 12 464 1.93 0.88 2 1.87 1.48 1 4 3 0.46 -0.84 0.04 drowsy 13 464 2.66 1.01 3 2.70 1.48 1 4 3 -0.29 -1.01 0.05 grouchy 14 464 1.82 0.81 2 1.75 1.48 1 4 3 0.60 -0.49 0.04 peppy 15 464 2.19 0.84 2 2.16 1.48 1 4 3 0.26 -0.56 0.04 nervous 16 464 1.97 0.88 2 1.90 1.48 1 4 3 0.46 -0.74 0.04 calm 17 463 3.06 0.81 3 3.12 1.48 1 4 3 -0.59 -0.15 0.04 loving 18 461 3.05 0.82 3 3.11 1.48 1 4 3 -0.47 -0.49 0.04 fedup 19 463 2.17 0.99 2 2.08 1.48 1 4 3 0.35 -0.96 0.05 active 20 463 2.60 0.91 3 2.63 1.48 1 4 3 -0.11 -0.78 0.04 overall 21 0 NaN NA NA NaN NA Inf -Inf -Inf NA NA NA rlively 22 465 2.37 0.88 2 2.33 1.48 1 4 3 0.26 -0.61 0.04 rhappy 23 464 1.96 0.74 2 1.92 0.00 1 4 3 0.44 -0.11 0.03 rsad 24 465 3.03 0.89 3 3.10 1.48 1 4 3 -0.48 -0.76 0.04 rtired 25 465 1.92 0.86 2 1.82 1.48 1 4 3 0.72 -0.12 0.04 rcaring 26 465 1.81 0.76 2 1.74 1.48 1 4 3 0.57 -0.31 0.04 rcontent 27 465 2.15 0.88 2 2.09 1.48 1 4 3 0.40 -0.54 0.04 rgloomy 28 463 3.07 0.88 3 3.13 1.48 1 4 3 -0.47 -0.83 0.04 rjittery 29 464 3.07 0.88 3 3.13 1.48 1 4 3 -0.46 -0.84 0.04 rdrowsy 30 464 2.34 1.01 2 2.30 1.48 1 4 3 0.29 -1.01 0.05 rgrouchy 31 464 3.18 0.81 3 3.25 1.48 1 4 3 -0.60 -0.49 0.04 rpeppy 32 464 2.81 0.84 3 2.84 1.48 1 4 3 -0.26 -0.56 0.04 rnervous 33 464 3.03 0.88 3 3.10 1.48 1 4 3 -0.46 -0.74 0.04 rcalm 34 463 1.94 0.81 2 1.88 1.48 1 4 3 0.59 -0.15 0.04 rloving 35 461 1.95 0.82 2 1.89 1.48 1 4 3 0.47 -0.49 0.04 rfedup 36 463 2.83 0.99 3 2.92 1.48 1 4 3 -0.35 -0.96 0.05 ractive 37 463 2.40 0.91 2 2.37 1.48 1 4 3 0.11 -0.78 0.04 vars n mean sd median trimmed mad min max range skew kurtosis se happy 1 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 lively 2 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 active 3 457 2.60 0.91 3 2.63 1.48 1 4 3 -0.11 -0.80 0.04 sad 4 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.1 5 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.2 6 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 lively.1 7 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 sad.1 8 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.3 9 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.4 10 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.2 11 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.5 12 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.6 13 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.7 14 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.3 15 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 sad.4 16 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 tired 17 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 sad.5 18 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 sad.6 19 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 lively.2 20 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 sad.7 21 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 lively.3 22 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy.8 23 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.8 24 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.9 25 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.10 26 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.9 27 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.11 28 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.10 29 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 tired.1 30 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 sad.11 31 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.12 32 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.13 33 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.12 34 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 sad.13 35 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.14 36 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.15 37 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 tired.2 38 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 sad.14 39 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.16 40 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.17 41 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.18 42 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.15 43 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.19 44 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.16 45 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 lively.4 46 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy.20 47 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 lively.5 48 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy.21 49 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 tired.3 50 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 sad.17 51 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 sad.18 52 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 lively.6 53 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 sad.19 54 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.22 55 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.23 56 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.24 57 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 lively.7 58 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy.25 59 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.26 60 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 lively.8 61 457 2.63 0.88 3 2.66 1.48 1 4 3 -0.25 -0.63 0.04 happy.27 62 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 sad.20 63 457 1.97 0.90 2 1.90 1.48 1 4 3 0.47 -0.77 0.04 happy.28 64 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 tired.4 65 457 3.09 0.86 3 3.18 1.48 1 4 3 -0.72 -0.12 0.04 happy.29 66 457 3.03 0.75 3 3.07 0.00 1 4 3 -0.43 -0.13 0.03 happy.30 67 457 3.03 0.75 3 3.07 0.00 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1.00 -0.43 happy.202 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 sad.126 -0.34 -0.34 -0.43 -0.34 -0.43 1.00 -0.34 -0.43 -0.43 -0.43 0.06 -0.43 1.00 -0.43 1.00 1.00 -0.43 tired.49 -0.24 -0.24 -0.15 -0.24 -0.15 0.06 -0.24 -0.15 -0.15 -0.15 1.00 -0.15 0.06 -0.15 0.06 0.06 -0.15 lively.65 1.00 1.00 0.55 1.00 0.55 -0.34 1.00 0.55 0.55 0.55 -0.24 0.55 -0.34 0.55 -0.34 -0.34 0.55 tired.50 -0.24 -0.24 -0.15 -0.24 -0.15 0.06 -0.24 -0.15 -0.15 -0.15 1.00 -0.15 0.06 -0.15 0.06 0.06 -0.15 sad.127 -0.34 -0.34 -0.43 -0.34 -0.43 1.00 -0.34 -0.43 -0.43 -0.43 0.06 -0.43 1.00 -0.43 1.00 1.00 -0.43 happy.203 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 happy.204 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 sad.128 -0.34 -0.34 -0.43 -0.34 -0.43 1.00 -0.34 -0.43 -0.43 -0.43 0.06 -0.43 1.00 -0.43 1.00 1.00 -0.43 tired.51 -0.24 -0.24 -0.15 -0.24 -0.15 0.06 -0.24 -0.15 -0.15 -0.15 1.00 -0.15 0.06 -0.15 0.06 0.06 -0.15 lively.66 1.00 1.00 0.55 1.00 0.55 -0.34 1.00 0.55 0.55 0.55 -0.24 0.55 -0.34 0.55 -0.34 -0.34 0.55 happy.205 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 sad.129 -0.34 -0.34 -0.43 -0.34 -0.43 1.00 -0.34 -0.43 -0.43 -0.43 0.06 -0.43 1.00 -0.43 1.00 1.00 -0.43 happy.206 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 happy.207 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 lively.67 1.00 1.00 0.55 1.00 0.55 -0.34 1.00 0.55 0.55 0.55 -0.24 0.55 -0.34 0.55 -0.34 -0.34 0.55 happy.208 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 sad.130 -0.34 -0.34 -0.43 -0.34 -0.43 1.00 -0.34 -0.43 -0.43 -0.43 0.06 -0.43 1.00 -0.43 1.00 1.00 -0.43 lively.68 1.00 1.00 0.55 1.00 0.55 -0.34 1.00 0.55 0.55 0.55 -0.24 0.55 -0.34 0.55 -0.34 -0.34 0.55 sad.131 -0.34 -0.34 -0.43 -0.34 -0.43 1.00 -0.34 -0.43 -0.43 -0.43 0.06 -0.43 1.00 -0.43 1.00 1.00 -0.43 lively.69 1.00 1.00 0.55 1.00 0.55 -0.34 1.00 0.55 0.55 0.55 -0.24 0.55 -0.34 0.55 -0.34 -0.34 0.55 tired.52 -0.24 -0.24 -0.15 -0.24 -0.15 0.06 -0.24 -0.15 -0.15 -0.15 1.00 -0.15 0.06 -0.15 0.06 0.06 -0.15 tired.53 -0.24 -0.24 -0.15 -0.24 -0.15 0.06 -0.24 -0.15 -0.15 -0.15 1.00 -0.15 0.06 -0.15 0.06 0.06 -0.15 happy.209 0.55 0.55 1.00 0.55 1.00 -0.43 0.55 1.00 1.00 1.00 -0.15 1.00 -0.43 1.00 -0.43 -0.43 1.00 lively.70 1.00 1.00 0.55 1.00 0.55 -0.34 1.00 0.55 0.55 0.55 -0.24 0.55 -0.34 0.55 -0.34 -0.34 0.55 s.125 h.202 s.126 tr.49 lv.65 tr.50 s.127 h.203 h.204 s.128 tr.51 lv.66 h.205 s.129 h.206 h.207 lv.67 sad.125 1.00 happy.202 -0.43 1.00 sad.126 1.00 -0.43 1.00 tired.49 0.06 -0.15 0.06 1.00 lively.65 -0.34 0.55 -0.34 -0.24 1.00 tired.50 0.06 -0.15 0.06 1.00 -0.24 1.00 sad.127 1.00 -0.43 1.00 0.06 -0.34 0.06 1.00 happy.203 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 happy.204 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 1.00 sad.128 1.00 -0.43 1.00 0.06 -0.34 0.06 1.00 -0.43 -0.43 1.00 tired.51 0.06 -0.15 0.06 1.00 -0.24 1.00 0.06 -0.15 -0.15 0.06 1.00 lively.66 -0.34 0.55 -0.34 -0.24 1.00 -0.24 -0.34 0.55 0.55 -0.34 -0.24 1.00 happy.205 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 1.00 -0.43 -0.15 0.55 1.00 sad.129 1.00 -0.43 1.00 0.06 -0.34 0.06 1.00 -0.43 -0.43 1.00 0.06 -0.34 -0.43 1.00 happy.206 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 1.00 -0.43 -0.15 0.55 1.00 -0.43 1.00 happy.207 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 1.00 -0.43 -0.15 0.55 1.00 -0.43 1.00 1.00 lively.67 -0.34 0.55 -0.34 -0.24 1.00 -0.24 -0.34 0.55 0.55 -0.34 -0.24 1.00 0.55 -0.34 0.55 0.55 1.00 happy.208 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 1.00 -0.43 -0.15 0.55 1.00 -0.43 1.00 1.00 0.55 sad.130 1.00 -0.43 1.00 0.06 -0.34 0.06 1.00 -0.43 -0.43 1.00 0.06 -0.34 -0.43 1.00 -0.43 -0.43 -0.34 lively.68 -0.34 0.55 -0.34 -0.24 1.00 -0.24 -0.34 0.55 0.55 -0.34 -0.24 1.00 0.55 -0.34 0.55 0.55 1.00 sad.131 1.00 -0.43 1.00 0.06 -0.34 0.06 1.00 -0.43 -0.43 1.00 0.06 -0.34 -0.43 1.00 -0.43 -0.43 -0.34 lively.69 -0.34 0.55 -0.34 -0.24 1.00 -0.24 -0.34 0.55 0.55 -0.34 -0.24 1.00 0.55 -0.34 0.55 0.55 1.00 tired.52 0.06 -0.15 0.06 1.00 -0.24 1.00 0.06 -0.15 -0.15 0.06 1.00 -0.24 -0.15 0.06 -0.15 -0.15 -0.24 tired.53 0.06 -0.15 0.06 1.00 -0.24 1.00 0.06 -0.15 -0.15 0.06 1.00 -0.24 -0.15 0.06 -0.15 -0.15 -0.24 happy.209 -0.43 1.00 -0.43 -0.15 0.55 -0.15 -0.43 1.00 1.00 -0.43 -0.15 0.55 1.00 -0.43 1.00 1.00 0.55 lively.70 -0.34 0.55 -0.34 -0.24 1.00 -0.24 -0.34 0.55 0.55 -0.34 -0.24 1.00 0.55 -0.34 0.55 0.55 1.00 h.208 s.130 lv.68 s.131 lv.69 tr.52 tr.53 h.209 lv.70 happy.208 1.00 sad.130 -0.43 1.00 lively.68 0.55 -0.34 1.00 sad.131 -0.43 1.00 -0.34 1.00 lively.69 0.55 -0.34 1.00 -0.34 1.00 tired.52 -0.15 0.06 -0.24 0.06 -0.24 1.00 tired.53 -0.15 0.06 -0.24 0.06 -0.24 1.00 1.00 happy.209 1.00 -0.43 0.55 -0.43 0.55 -0.15 -0.15 1.00 lively.70 0.55 -0.34 1.00 -0.34 1.00 -0.24 -0.24 0.55 1.00 active calm caring content happy lively loving peppy rdrowsy rfedup rgloomy rgrouchy rjittery rnervous rsad rtired 1 1 1 4 4 3 2 4 1 1 1 1 2 2 1 1 1 2 3 4 3 2 3 3 2 2 4 1 4 2 4 4 3 3 3 2 4 3 3 2 3 3 2 4 4 3 4 2 3 3 2 4 4 2 3 3 3 4 3 4 3 3 4 3 3 2 3 2 5 1 3 3 1 2 2 3 1 1 4 2 2 4 4 2 1 6 3 4 3 4 4 3 3 3 4 3 4 4 4 4 4 3 Reliability analysis Call: alpha(x = plsunp) raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r 0.83 0.83 0.88 0.24 5 0.011 2.8 0.46 0.25 lower alpha upper 95% confidence boundaries 0.81 0.83 0.85 Reliability if an item is dropped: raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r active 0.82 0.82 0.87 0.24 4.6 0.012 0.027 0.24 calm 0.82 0.83 0.87 0.24 4.8 0.012 0.029 0.25 caring 0.83 0.83 0.87 0.25 5.0 0.012 0.027 0.25 content 0.82 0.82 0.87 0.23 4.6 0.012 0.029 0.24 happy 0.81 0.82 0.86 0.23 4.4 0.013 0.028 0.24 lively 0.81 0.82 0.86 0.23 4.4 0.013 0.026 0.24 loving 0.83 0.83 0.87 0.24 4.8 0.012 0.028 0.25 peppy 0.82 0.82 0.87 0.24 4.6 0.012 0.026 0.24 rdrowsy 0.83 0.83 0.87 0.25 4.9 0.012 0.028 0.25 rfedup 0.82 0.83 0.87 0.24 4.7 0.012 0.029 0.25 rgloomy 0.82 0.82 0.87 0.23 4.5 0.013 0.028 0.24 rgrouchy 0.81 0.82 0.87 0.23 4.5 0.013 0.030 0.23 rjittery 0.84 0.84 0.88 0.26 5.2 0.011 0.026 0.25 rnervous 0.83 0.83 0.87 0.25 4.9 0.012 0.026 0.25 rsad 0.82 0.82 0.87 0.24 4.6 0.012 0.028 0.24 rtired 0.83 0.84 0.88 0.25 5.1 0.011 0.027 0.25 Item statistics n raw.r std.r r.cor r.drop mean sd active 463 0.58 0.58 0.55 0.49 2.6 0.91 calm 463 0.50 0.50 0.47 0.41 3.1 0.81 caring 465 0.41 0.43 0.39 0.32 3.2 0.76 content 465 0.60 0.60 0.57 0.51 2.8 0.88 happy 464 0.67 0.68 0.67 0.61 3.0 0.74 lively 465 0.68 0.68 0.67 0.61 2.6 0.88 loving 461 0.47 0.49 0.46 0.38 3.1 0.82 peppy 464 0.59 0.59 0.57 0.51 2.2 0.84 rdrowsy 464 0.47 0.45 0.41 0.36 2.3 1.01 rfedup 463 0.55 0.54 0.49 0.45 2.8 0.99 rgloomy 463 0.64 0.64 0.61 0.56 3.1 0.88 rgrouchy 464 0.66 0.66 0.63 0.59 3.2 0.81 rjittery 464 0.34 0.34 0.27 0.23 3.1 0.88 rnervous 464 0.44 0.44 0.41 0.34 3.0 0.88 rsad 465 0.59 0.59 0.56 0.51 3.0 0.89 rtired 465 0.37 0.36 0.31 0.27 1.9 0.86 Non missing response frequency for each item 1 2 3 4 miss active 0.12 0.33 0.38 0.17 0.00 calm 0.04 0.17 0.47 0.32 0.00 caring 0.02 0.15 0.45 0.38 0.00 content 0.08 0.23 0.44 0.24 0.00 happy 0.03 0.18 0.52 0.27 0.00 lively 0.12 0.28 0.45 0.15 0.00 loving 0.03 0.21 0.43 0.33 0.01 peppy 0.21 0.45 0.28 0.06 0.00 rdrowsy 0.23 0.38 0.22 0.17 0.00 rfedup 0.11 0.25 0.33 0.31 0.00 rgloomy 0.04 0.24 0.34 0.38 0.00 rgrouchy 0.02 0.18 0.39 0.41 0.00 rjittery 0.04 0.24 0.34 0.38 0.00 rnervous 0.05 0.23 0.36 0.36 0.00 rsad 0.05 0.23 0.35 0.37 0.00 rtired 0.35 0.43 0.15 0.06 0.00 Reliability analysis Call: alpha(x = plsunp2, keys = reversethese) raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r 0.83 0.83 0.88 0.24 5 0.011 2.8 0.46 0.25 lower alpha upper 95% confidence boundaries 0.81 0.83 0.85 Reliability if an item is dropped: raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r lively 0.81 0.82 0.86 0.23 4.4 0.013 0.026 0.24 happy 0.81 0.82 0.86 0.23 4.4 0.013 0.028 0.24 sad- 0.82 0.82 0.87 0.24 4.6 0.012 0.028 0.24 tired- 0.83 0.84 0.88 0.25 5.1 0.011 0.027 0.25 caring 0.83 0.83 0.87 0.25 5.0 0.012 0.027 0.25 content 0.82 0.82 0.87 0.23 4.6 0.012 0.029 0.24 gloomy- 0.82 0.82 0.87 0.23 4.5 0.013 0.028 0.24 jittery- 0.84 0.84 0.88 0.26 5.2 0.011 0.026 0.25 drowsy- 0.83 0.83 0.87 0.25 4.9 0.012 0.028 0.25 grouchy- 0.81 0.82 0.87 0.23 4.5 0.013 0.030 0.23 peppy 0.82 0.82 0.87 0.24 4.6 0.012 0.026 0.24 nervous- 0.83 0.83 0.87 0.25 4.9 0.012 0.026 0.25 calm 0.82 0.83 0.87 0.24 4.8 0.012 0.029 0.25 loving 0.83 0.83 0.87 0.24 4.8 0.012 0.028 0.25 fedup- 0.82 0.83 0.87 0.24 4.7 0.012 0.029 0.25 active 0.82 0.82 0.87 0.24 4.6 0.012 0.027 0.24 Item statistics n raw.r std.r r.cor r.drop mean sd lively 465 0.68 0.68 0.67 0.61 2.6 0.88 happy 464 0.67 0.68 0.67 0.61 3.0 0.74 sad- 465 0.59 0.59 0.56 0.51 3.0 0.89 tired- 465 0.37 0.36 0.31 0.27 1.9 0.86 caring 465 0.41 0.43 0.39 0.32 3.2 0.76 content 465 0.60 0.60 0.57 0.51 2.8 0.88 gloomy- 463 0.64 0.64 0.61 0.56 3.1 0.88 jittery- 464 0.34 0.34 0.27 0.23 3.1 0.88 drowsy- 464 0.47 0.45 0.41 0.36 2.3 1.01 grouchy- 464 0.66 0.66 0.63 0.59 3.2 0.81 peppy 464 0.59 0.59 0.57 0.51 2.2 0.84 nervous- 464 0.44 0.44 0.41 0.34 3.0 0.88 calm 463 0.50 0.50 0.47 0.41 3.1 0.81 loving 461 0.47 0.49 0.46 0.38 3.1 0.82 fedup- 463 0.55 0.54 0.49 0.45 2.8 0.99 active 463 0.58 0.58 0.55 0.49 2.6 0.91 Non missing response frequency for each item 1 2 3 4 miss lively 0.12 0.28 0.45 0.15 0.00 happy 0.03 0.18 0.52 0.27 0.00 sad 0.37 0.35 0.23 0.05 0.00 tired 0.06 0.15 0.43 0.35 0.00 caring 0.02 0.15 0.45 0.38 0.00 content 0.08 0.23 0.44 0.24 0.00 gloomy 0.38 0.34 0.24 0.04 0.00 jittery 0.38 0.34 0.24 0.04 0.00 drowsy 0.17 0.22 0.38 0.23 0.00 grouchy 0.41 0.39 0.18 0.02 0.00 peppy 0.21 0.45 0.28 0.06 0.00 nervous 0.36 0.36 0.23 0.05 0.00 calm 0.04 0.17 0.47 0.32 0.00 loving 0.03 0.21 0.43 0.33 0.01 fedup 0.31 0.33 0.25 0.11 0.00 active 0.12 0.33 0.38 0.17 0.00 group subjno age sex lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving 1 1 1 21 2 2 3 4 4 4 4 4 3 4 3 1 4 1 4 2 1 2 19 2 3 3 2 2 3 2 1 1 1 3 2 1 4 2 3 1 3 22 2 3 2 2 3 3 3 2 3 1 1 2 2 4 3 4 1 4 19 1 4 3 2 3 3 3 1 2 2 2 4 3 2 3 5 1 5 17 2 2 2 3 4 3 1 3 1 4 3 1 1 3 3 6 1 6 19 2 3 4 1 2 3 4 1 1 1 1 3 1 4 3 fedup active overall rlively rhappy rsad rtired rcaring rcontent rgloomy rjittery rdrowsy rgrouchy rpeppy rnervous 1 4 1 NA 3 2 1 1 1 1 1 2 1 2 4 1 2 4 3 NA 2 2 3 3 2 3 4 4 4 2 3 4 3 1 2 NA 2 3 3 2 2 2 3 2 4 4 3 3 4 2 4 NA 1 2 3 2 2 2 4 3 3 3 1 2 5 1 1 NA 3 3 2 1 2 4 2 4 1 2 4 4 6 2 3 NA 2 1 4 3 2 1 4 4 4 4 2 4 rcalm rloving rfedup ractive 1 4 1 1 4 2 1 3 1 2 3 1 2 4 3 4 3 2 3 1 5 2 2 4 4 6 1 2 3 2 group subjno age sex lively happy sad tired caring content gloomy jittery drowsy grouchy peppy nervous calm loving 1 1 1 21 2 2 3 4 4 4 4 4 3 4 3 1 4 1 4 2 1 2 19 2 3 3 2 2 3 2 1 1 1 3 2 1 4 2 3 1 3 22 2 3 2 2 3 3 3 2 3 1 1 2 2 4 3 4 1 4 19 1 4 3 2 3 3 3 1 2 2 2 4 3 2 3 5 1 5 17 2 2 2 3 4 3 1 3 1 4 3 1 1 3 3 6 1 6 19 2 3 4 1 2 3 4 1 1 1 1 3 1 4 3 fedup active overall rlively rhappy rsad rtired rcaring rcontent rgloomy rjittery rdrowsy rgrouchy rpeppy rnervous 1 4 1 NA 3 2 1 1 1 1 1 2 1 2 4 1 2 4 3 NA 2 2 3 3 2 3 4 4 4 2 3 4 3 1 2 NA 2 3 3 2 2 2 3 2 4 4 3 3 4 2 4 NA 1 2 3 2 2 2 4 3 3 3 1 2 5 1 1 NA 3 3 2 1 2 4 2 4 1 2 4 4 6 2 3 NA 2 1 4 3 2 1 4 4 4 4 2 4 rcalm rloving rfedup ractive 1 4 1 1 4 2 1 3 1 2 3 1 2 4 3 4 3 2 3 1 5 2 2 4 4 6 1 2 3 2 livly happy sad tired carng cntnt glomy jttry drwsy grchy peppy nervs calm lovng fedup activ lively 1.00 happy 0.55 1.00 sad -0.34 -0.43 1.00 tired -0.24 -0.15 0.06 1.00 caring 0.30 0.28 0.00 -0.08 1.00 content 0.34 0.52 -0.40 -0.03 0.33 1.00 gloomy -0.32 -0.45 0.58 0.14 -0.08 -0.41 1.00 jittery 0.01 -0.07 0.13 -0.04 -0.07 -0.16 0.21 1.00 drowsy -0.30 -0.12 0.13 0.55 -0.09 -0.02 0.19 0.05 1.00 grouchy -0.36 -0.33 0.41 0.23 -0.24 -0.27 0.45 0.25 0.34 1.00 peppy 0.63 0.45 -0.29 -0.22 0.26 0.29 -0.26 0.07 -0.31 -0.28 1.00 nervous -0.12 -0.17 0.24 -0.02 0.03 -0.22 0.29 0.49 0.05 0.32 0.00 1.00 calm 0.20 0.28 -0.23 -0.07 0.05 0.23 -0.24 -0.35 -0.16 -0.26 0.08 -0.61 1.00 loving 0.33 0.37 -0.08 -0.08 0.62 0.30 -0.14 -0.07 -0.10 -0.22 0.33 0.01 0.16 1.00 fedup -0.20 -0.29 0.45 0.09 -0.05 -0.36 0.47 0.22 0.10 0.39 -0.17 0.30 -0.31 -0.07 1.00 active 0.61 0.37 -0.25 -0.31 0.25 0.27 -0.23 0.04 -0.38 -0.27 0.62 0.04 0.07 0.31 -0.09 1.00 Parallel analysis suggests that the number of factors = 3 and the number of components = 1 Factor Analysis using method = pa Call: fa(r = dtfactr, nfactors = 2, rotate = "none", fm = "pa") Standardized loadings (pattern matrix) based upon correlation matrix PA1 PA2 h2 u2 com lively 0.71 0.31 0.60 0.40 1.4 happy 0.69 0.06 0.48 0.52 1.0 sad -0.58 0.22 0.38 0.62 1.3 tired -0.29 -0.21 0.13 0.87 1.8 caring 0.36 0.25 0.19 0.81 1.8 content 0.57 -0.09 0.34 0.66 1.0 gloomy -0.62 0.26 0.45 0.55 1.3 jittery -0.23 0.46 0.27 0.73 1.5 drowsy -0.36 -0.18 0.16 0.84 1.4 grouchy -0.60 0.15 0.39 0.61 1.1 peppy 0.62 0.42 0.56 0.44 1.7 nervous -0.36 0.63 0.53 0.47 1.6 calm 0.41 -0.43 0.35 0.65 2.0 loving 0.43 0.24 0.24 0.76 1.6 fedup -0.49 0.35 0.36 0.64 1.8 active 0.59 0.45 0.56 0.44 1.9 PA1 PA2 SS loadings 4.25 1.74 Proportion Var 0.27 0.11 Cumulative Var 0.27 0.37 Proportion Explained 0.71 0.29 Cumulative Proportion 0.71 1.00 Mean item complexity = 1.5 Test of the hypothesis that 2 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 89 and the objective function was 1.68 The root mean square of the residuals (RMSR) is 0.09 The df corrected root mean square of the residuals is 0.1 The harmonic number of observations is 457 with the empirical chi square 808.71 with prob < 1.7e-116 The total number of observations was 457 with Likelihood Chi Square = 754.19 with prob < 5.7e-106 Tucker Lewis Index of factoring reliability = 0.653 RMSEA index = 0.129 and the 90 % confidence intervals are 0.12 0.137 BIC = 209.09 Fit based upon off diagonal values = 0.91 Measures of factor score adequacy PA1 PA2 Correlation of (regression) scores with factors 0.94 0.87 Multiple R square of scores with factors 0.89 0.76 Minimum correlation of possible factor scores 0.77 0.53 eigen() decomposition $values [1] 4.8216877 2.3201861 1.5707432 1.3429486 0.9381549 0.7165986 0.6274916 0.5790972 0.5101129 0.4709085 0.4025264 [12] 0.3938468 0.3659077 0.3643775 0.2926186 0.2827937 $vectors [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [1,] -0.3297583 -0.21457418 0.005920729 0.05160142 -0.33943785 0.10928605 -0.09128815 -0.024946889 -0.22243132 [2,] -0.3298045 -0.04574155 -0.184318573 0.15392509 -0.14177805 -0.30290524 0.08220251 0.307647315 -0.13434618 [3,] 0.2816222 -0.17106153 -0.053269529 -0.41134186 -0.07914580 -0.09130431 0.07358358 -0.264643746 -0.30864737 [4,] 0.1505600 0.20126099 -0.486238912 0.20504143 -0.24550540 0.42433195 -0.23809718 -0.009110143 0.07934225 [5,] -0.1870021 -0.22165475 -0.413726872 -0.35575847 0.32457727 0.03050640 -0.06391810 -0.033996688 -0.12133700 [6,] -0.2835898 0.06909337 -0.297206786 0.15225360 0.08392423 -0.30313027 0.49271985 -0.130158104 -0.33243784 [7,] 0.2991883 -0.18898104 -0.061469100 -0.27775156 -0.24522094 -0.03790291 -0.07520136 -0.319876718 -0.26672292 [8,] 0.1165702 -0.37334504 0.032796496 0.36433244 -0.02136118 -0.45632235 -0.56871093 0.043724975 -0.16309867 [9,] 0.1885857 0.16576834 -0.517752283 0.25644432 -0.13916863 0.03009137 -0.03108666 -0.055206721 -0.13707668 [10,] 0.2968849 -0.10592313 -0.143054322 0.08600206 -0.31961778 -0.37046349 0.39029892 -0.158846215 0.50854907 [11,] -0.2909189 -0.29263776 0.028044932 0.10628354 -0.30178397 0.21517011 -0.03170397 -0.246748043 0.06051132 [12,] 0.1714563 -0.44943600 -0.046606141 0.25811191 0.30458324 0.01241262 0.07549061 -0.062513972 0.21986506 [13,] -0.2055366 0.32612661 0.032739987 -0.31981072 -0.36956586 -0.37999806 -0.27782987 -0.024886585 0.20764185 [14,] -0.2184607 -0.20896560 -0.394565772 -0.32654067 0.17412411 -0.06627253 -0.20035516 0.082994479 0.45162682 [15,] 0.2407966 -0.27060046 -0.042657887 -0.20616855 -0.28727149 0.09761639 0.19077272 0.767830556 -0.10394166 [16,] -0.2762685 -0.32173639 0.110929982 0.01672646 -0.26527286 0.25001020 0.18201433 -0.148788093 0.14365553 [,10] [,11] [,12] [,13] [,14] [,15] [,16] [1,] 0.200176483 -0.022594128 0.02225226 -0.1422258128 0.50560871 0.426268280 0.39784082 [2,] 0.473498363 0.154366792 -0.36032403 -0.1815678531 -0.07775931 -0.155337719 -0.39894663 [3,] 0.234272350 -0.570861761 -0.15066997 -0.2770277158 -0.23038029 0.004498117 0.02765404 [4,] -0.311178419 -0.107468161 -0.42261107 -0.2356318324 0.02324074 0.037336795 -0.10255929 [5,] -0.138308227 -0.065159833 0.05959589 0.1378083538 0.51425835 -0.396993923 -0.15471510 [6,] -0.470848352 0.013176385 -0.04893023 0.0007879995 -0.20990914 0.148392355 0.20923913 [7,] -0.056008580 0.712090695 -0.08991369 0.0777829064 -0.05393745 0.092709444 -0.13157387 [8,] -0.281744694 -0.182496359 0.11998185 0.0316728512 -0.03074953 0.051618537 -0.14451909 [9,] 0.366174368 0.031897749 0.59190045 0.0728217816 -0.12354416 -0.171375090 0.15705014 [10,] 0.004393818 -0.130001680 -0.03812290 0.1476212699 0.36310849 0.084813310 -0.13411302 [11,] 0.061487314 -0.147052206 -0.21594419 0.6104350005 -0.28032513 -0.275805917 0.12411533 [12,] 0.095078603 0.217576362 -0.21034896 -0.3561406435 -0.03982859 -0.299256352 0.47993824 [13,] -0.155218591 0.065385125 0.01075603 -0.2078063748 -0.03319619 -0.387660438 0.35084779 [14,] 0.079485446 0.046314050 0.07079100 0.0356640717 -0.34527713 0.474805079 0.03444781 [15,] -0.198828605 -0.010357421 0.06310473 0.1112879057 -0.08192870 -0.076403202 0.16460385 [16,] -0.209288314 0.004597072 0.43377020 -0.4528692873 -0.13420062 -0.134623111 -0.35439279 Factor Analysis using method = minres Call: fa(r = dtfactr, nfactors = 2) Standardized loadings (pattern matrix) based upon correlation matrix MR1 MR2 h2 u2 com lively 0.75 -0.08 0.60 0.40 1.0 happy 0.55 -0.29 0.48 0.52 1.5 sad -0.27 0.49 0.38 0.62 1.6 tired -0.37 -0.05 0.13 0.87 1.0 caring 0.45 0.04 0.19 0.81 1.0 content 0.36 -0.37 0.34 0.66 2.0 gloomy -0.27 0.54 0.45 0.55 1.5 jittery 0.17 0.53 0.27 0.73 1.2 drowsy -0.40 0.02 0.16 0.84 1.0 grouchy -0.34 0.44 0.39 0.61 1.9 peppy 0.77 0.07 0.56 0.44 1.0 nervous 0.20 0.76 0.53 0.47 1.1 calm -0.01 -0.60 0.35 0.65 1.0 loving 0.49 0.00 0.24 0.76 1.0 fedup -0.11 0.56 0.36 0.64 1.1 active 0.77 0.12 0.56 0.44 1.0 MR1 MR2 SS loadings 3.36 2.62 Proportion Var 0.21 0.16 Cumulative Var 0.21 0.37 Proportion Explained 0.56 0.44 Cumulative Proportion 0.56 1.00 With factor correlations of MR1 MR2 MR1 1.00 -0.27 MR2 -0.27 1.00 Mean item complexity = 1.2 Test of the hypothesis that 2 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 89 and the objective function was 1.68 The root mean square of the residuals (RMSR) is 0.09 The df corrected root mean square of the residuals is 0.1 The harmonic number of observations is 457 with the empirical chi square 808.71 with prob < 1.7e-116 The total number of observations was 457 with Likelihood Chi Square = 754.18 with prob < 5.7e-106 Tucker Lewis Index of factoring reliability = 0.653 RMSEA index = 0.129 and the 90 % confidence intervals are 0.12 0.137 BIC = 209.08 Fit based upon off diagonal values = 0.91 Measures of factor score adequacy MR1 MR2 Correlation of (regression) scores with factors 0.93 0.90 Multiple R square of scores with factors 0.86 0.82 Minimum correlation of possible factor scores 0.73 0.63 Tests of circumplex structure Call:circ.tests(loads = circfact, loading = TRUE) gaps fisher RT VT 1 0.2 0.44 0.54 0.45 Factor Analysis using method = pa Call: fa(r = dtfactr, nfactors = 1, rotate = "none", fm = "pa") Standardized loadings (pattern matrix) based upon correlation matrix PA1 h2 u2 com lively 0.70 0.491 0.51 1 happy 0.70 0.490 0.51 1 sad -0.58 0.332 0.67 1 tired -0.29 0.083 0.92 1 caring 0.36 0.132 0.87 1 content 0.58 0.336 0.66 1 gloomy -0.62 0.380 0.62 1 jittery -0.22 0.047 0.95 1 drowsy -0.36 0.133 0.87 1 grouchy -0.61 0.369 0.63 1 peppy 0.60 0.362 0.64 1 nervous -0.33 0.106 0.89 1 calm 0.40 0.157 0.84 1 loving 0.43 0.185 0.81 1 fedup -0.48 0.228 0.77 1 active 0.57 0.319 0.68 1 PA1 SS loadings 4.15 Proportion Var 0.26 Mean item complexity = 1 Test of the hypothesis that 1 factor is sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 104 and the objective function was 2.92 The root mean square of the residuals (RMSR) is 0.14 The df corrected root mean square of the residuals is 0.15 The harmonic number of observations is 457 with the empirical chi square 2015.12 with prob < 0 The total number of observations was 457 with Likelihood Chi Square = 1311.04 with prob < 6.3e-208 Tucker Lewis Index of factoring reliability = 0.461 RMSEA index = 0.161 and the 90 % confidence intervals are 0.152 0.167 BIC = 674.08 Fit based upon off diagonal values = 0.78 Measures of factor score adequacy PA1 Correlation of (regression) scores with factors 0.93 Multiple R square of scores with factors 0.87 Minimum correlation of possible factor scores 0.73 Factor Analysis using method = pa Call: fa(r = dtfactr, nfactors = 2, rotate = "none", fm = "pa") Standardized loadings (pattern matrix) based upon correlation matrix PA1 PA2 h2 u2 com lively 0.71 0.31 0.60 0.40 1.4 happy 0.69 0.06 0.48 0.52 1.0 sad -0.58 0.22 0.38 0.62 1.3 tired -0.29 -0.21 0.13 0.87 1.8 caring 0.36 0.25 0.19 0.81 1.8 content 0.57 -0.09 0.34 0.66 1.0 gloomy -0.62 0.26 0.45 0.55 1.3 jittery -0.23 0.46 0.27 0.73 1.5 drowsy -0.36 -0.18 0.16 0.84 1.4 grouchy -0.60 0.15 0.39 0.61 1.1 peppy 0.62 0.42 0.56 0.44 1.7 nervous -0.36 0.63 0.53 0.47 1.6 calm 0.41 -0.43 0.35 0.65 2.0 loving 0.43 0.24 0.24 0.76 1.6 fedup -0.49 0.35 0.36 0.64 1.8 active 0.59 0.45 0.56 0.44 1.9 PA1 PA2 SS loadings 4.25 1.74 Proportion Var 0.27 0.11 Cumulative Var 0.27 0.37 Proportion Explained 0.71 0.29 Cumulative Proportion 0.71 1.00 Mean item complexity = 1.5 Test of the hypothesis that 2 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 89 and the objective function was 1.68 The root mean square of the residuals (RMSR) is 0.09 The df corrected root mean square of the residuals is 0.1 The harmonic number of observations is 457 with the empirical chi square 808.71 with prob < 1.7e-116 The total number of observations was 457 with Likelihood Chi Square = 754.19 with prob < 5.7e-106 Tucker Lewis Index of factoring reliability = 0.653 RMSEA index = 0.129 and the 90 % confidence intervals are 0.12 0.137 BIC = 209.09 Fit based upon off diagonal values = 0.91 Measures of factor score adequacy PA1 PA2 Correlation of (regression) scores with factors 0.94 0.87 Multiple R square of scores with factors 0.89 0.76 Minimum correlation of possible factor scores 0.77 0.53 Factor Analysis using method = pa Call: fa(r = dtfactr, nfactors = 3, rotate = "none", fm = "pa") Standardized loadings (pattern matrix) based upon correlation matrix PA1 PA2 PA3 h2 u2 com lively 0.71 0.29 0.03 0.58 0.42 1.3 happy 0.70 0.04 0.24 0.54 0.46 1.2 sad -0.57 0.23 0.00 0.38 0.62 1.3 tired -0.31 -0.26 0.47 0.38 0.62 2.4 caring 0.37 0.25 0.32 0.31 0.69 2.7 content 0.58 -0.12 0.32 0.46 0.54 1.6 gloomy -0.61 0.27 0.03 0.45 0.55 1.4 jittery -0.22 0.45 0.04 0.26 0.74 1.5 drowsy -0.41 -0.25 0.62 0.61 0.39 2.1 grouchy -0.61 0.15 0.16 0.41 0.59 1.3 peppy 0.62 0.40 0.02 0.54 0.46 1.7 nervous -0.35 0.63 0.11 0.54 0.46 1.6 calm 0.41 -0.42 -0.09 0.36 0.64 2.1 loving 0.44 0.24 0.33 0.36 0.64 2.5 fedup -0.48 0.35 0.02 0.36 0.64 1.8 active 0.59 0.45 -0.08 0.55 0.45 1.9 PA1 PA2 PA3 SS loadings 4.29 1.76 1.03 Proportion Var 0.27 0.11 0.06 Cumulative Var 0.27 0.38 0.44 Proportion Explained 0.61 0.25 0.15 Cumulative Proportion 0.61 0.85 1.00 Mean item complexity = 1.8 Test of the hypothesis that 3 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 75 and the objective function was 1.19 The root mean square of the residuals (RMSR) is 0.06 The df corrected root mean square of the residuals is 0.08 The harmonic number of observations is 457 with the empirical chi square 446.9 with prob < 2.7e-54 The total number of observations was 457 with Likelihood Chi Square = 532.96 with prob < 3.3e-70 Tucker Lewis Index of factoring reliability = 0.716 RMSEA index = 0.117 and the 90 % confidence intervals are 0.107 0.125 BIC = 73.6 Fit based upon off diagonal values = 0.95 Measures of factor score adequacy PA1 PA2 PA3 Correlation of (regression) scores with factors 0.94 0.88 0.82 Multiple R square of scores with factors 0.89 0.77 0.67 Minimum correlation of possible factor scores 0.79 0.54 0.35 Factor Analysis using method = pa Call: fa(r = dtfactr, nfactors = 4, rotate = "none", fm = "pa") Standardized loadings (pattern matrix) based upon correlation matrix PA1 PA2 PA3 PA4 h2 u2 com lively 0.70 0.29 -0.02 -0.06 0.57 0.43 1.3 happy 0.69 0.05 0.19 -0.16 0.54 0.46 1.3 sad -0.59 0.25 0.06 0.40 0.58 0.42 2.2 tired -0.31 -0.25 0.44 -0.17 0.38 0.62 2.8 caring 0.40 0.31 0.45 0.33 0.56 0.44 3.7 content 0.58 -0.10 0.29 -0.13 0.45 0.55 1.7 gloomy -0.62 0.27 0.06 0.25 0.53 0.47 1.7 jittery -0.23 0.46 -0.04 -0.29 0.35 0.65 2.2 drowsy -0.41 -0.23 0.60 -0.29 0.67 0.33 2.6 grouchy -0.60 0.14 0.13 -0.08 0.41 0.59 1.2 peppy 0.61 0.39 -0.04 -0.11 0.54 0.46 1.8 nervous -0.36 0.65 0.04 -0.28 0.64 0.36 2.0 calm 0.42 -0.43 -0.02 0.29 0.45 0.55 2.7 loving 0.46 0.30 0.44 0.31 0.59 0.41 3.5 fedup -0.48 0.35 0.03 0.15 0.38 0.62 2.1 active 0.58 0.43 -0.13 -0.03 0.54 0.46 2.0 PA1 PA2 PA3 PA4 SS loadings 4.34 1.84 1.12 0.87 Proportion Var 0.27 0.11 0.07 0.05 Cumulative Var 0.27 0.39 0.46 0.51 Proportion Explained 0.53 0.23 0.14 0.11 Cumulative Proportion 0.53 0.76 0.89 1.00 Mean item complexity = 2.2 Test of the hypothesis that 4 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 62 and the objective function was 0.63 The root mean square of the residuals (RMSR) is 0.04 The df corrected root mean square of the residuals is 0.05 The harmonic number of observations is 457 with the empirical chi square 155.63 with prob < 5.2e-10 The total number of observations was 457 with Likelihood Chi Square = 282.8 with prob < 6.1e-30 Tucker Lewis Index of factoring reliability = 0.834 RMSEA index = 0.089 and the 90 % confidence intervals are 0.078 0.099 BIC = -96.93 Fit based upon off diagonal values = 0.98 Measures of factor score adequacy PA1 PA2 PA3 PA4 Correlation of (regression) scores with factors 0.95 0.9 0.85 0.81 Multiple R square of scores with factors 0.90 0.8 0.73 0.66 Minimum correlation of possible factor scores 0.81 0.6 0.46 0.33 Factor Analysis using method = ml Call: fa(r = dtfactr, nfactors = 1, rotate = "none", fm = "ml") Standardized loadings (pattern matrix) based upon correlation matrix ML1 h2 u2 com lively 0.73 0.533 0.47 1 happy 0.71 0.509 0.49 1 sad -0.57 0.322 0.68 1 tired -0.29 0.084 0.92 1 caring 0.38 0.141 0.86 1 content 0.58 0.331 0.67 1 gloomy -0.59 0.349 0.65 1 jittery -0.17 0.029 0.97 1 drowsy -0.36 0.129 0.87 1 grouchy -0.57 0.327 0.67 1 peppy 0.64 0.413 0.59 1 nervous -0.28 0.080 0.92 1 calm 0.36 0.129 0.87 1 loving 0.44 0.195 0.80 1 fedup -0.45 0.200 0.80 1 active 0.60 0.363 0.64 1 ML1 SS loadings 4.14 Proportion Var 0.26 Mean item complexity = 1 Test of the hypothesis that 1 factor is sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 104 and the objective function was 2.91 The root mean square of the residuals (RMSR) is 0.14 The df corrected root mean square of the residuals is 0.15 The harmonic number of observations is 457 with the empirical chi square 2042.1 with prob < 0 The total number of observations was 457 with Likelihood Chi Square = 1306.61 with prob < 4.9e-207 Tucker Lewis Index of factoring reliability = 0.463 RMSEA index = 0.161 and the 90 % confidence intervals are 0.152 0.167 BIC = 669.65 Fit based upon off diagonal values = 0.78 Measures of factor score adequacy ML1 Correlation of (regression) scores with factors 0.93 Multiple R square of scores with factors 0.87 Minimum correlation of possible factor scores 0.74 Factor Analysis using method = ml Call: fa(r = dtfactr, nfactors = 2, rotate = "none", fm = "ml") Standardized loadings (pattern matrix) based upon correlation matrix ML1 ML2 h2 u2 com lively 0.76 0.24 0.63 0.37 1.2 happy 0.69 -0.02 0.48 0.52 1.0 sad -0.56 0.26 0.38 0.62 1.4 tired -0.30 -0.17 0.12 0.88 1.6 caring 0.36 0.18 0.16 0.84 1.4 content 0.55 -0.16 0.33 0.67 1.2 gloomy -0.58 0.32 0.44 0.56 1.6 jittery -0.17 0.50 0.28 0.72 1.2 drowsy -0.38 -0.13 0.16 0.84 1.2 grouchy -0.57 0.23 0.38 0.62 1.3 peppy 0.68 0.37 0.60 0.40 1.5 nervous -0.30 0.64 0.50 0.50 1.4 calm 0.37 -0.49 0.37 0.63 1.9 loving 0.43 0.16 0.21 0.79 1.3 fedup -0.44 0.40 0.35 0.65 2.0 active 0.65 0.40 0.58 0.42 1.7 ML1 ML2 SS loadings 4.21 1.77 Proportion Var 0.26 0.11 Cumulative Var 0.26 0.37 Proportion Explained 0.70 0.30 Cumulative Proportion 0.70 1.00 Mean item complexity = 1.4 Test of the hypothesis that 2 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 89 and the objective function was 1.67 The root mean square of the residuals (RMSR) is 0.09 The df corrected root mean square of the residuals is 0.1 The harmonic number of observations is 457 with the empirical chi square 818.62 with prob < 2e-118 The total number of observations was 457 with Likelihood Chi Square = 749.24 with prob < 5.1e-105 Tucker Lewis Index of factoring reliability = 0.655 RMSEA index = 0.129 and the 90 % confidence intervals are 0.119 0.136 BIC = 204.15 Fit based upon off diagonal values = 0.91 Measures of factor score adequacy ML1 ML2 Correlation of (regression) scores with factors 0.94 0.87 Multiple R square of scores with factors 0.89 0.76 Minimum correlation of possible factor scores 0.78 0.53 Factor Analysis using method = ml Call: fa(r = dtfactr, nfactors = 3, rotate = "none", fm = "ml") Standardized loadings (pattern matrix) based upon correlation matrix ML1 ML2 ML3 h2 u2 com lively 0.75 0.13 -0.21 0.62 0.38 1.2 happy 0.69 -0.07 0.01 0.48 0.52 1.0 sad -0.52 0.40 0.15 0.45 0.55 2.1 tired -0.29 -0.08 0.23 0.14 0.86 2.1 caring 0.48 0.41 0.52 0.67 0.33 2.9 content 0.57 -0.15 0.18 0.37 0.63 1.3 gloomy -0.55 0.41 0.05 0.48 0.52 1.9 jittery -0.16 0.42 -0.30 0.29 0.71 2.1 drowsy -0.36 -0.04 0.25 0.19 0.81 1.8 grouchy -0.56 0.26 -0.04 0.38 0.62 1.4 peppy 0.68 0.24 -0.29 0.61 0.39 1.6 nervous -0.25 0.60 -0.21 0.47 0.53 1.6 calm 0.34 -0.44 0.20 0.36 0.64 2.3 loving 0.54 0.34 0.43 0.59 0.41 2.7 fedup -0.41 0.45 -0.03 0.37 0.63 2.0 active 0.65 0.28 -0.31 0.59 0.41 1.8 ML1 ML2 ML3 SS loadings 4.23 1.81 1.03 Proportion Var 0.26 0.11 0.06 Cumulative Var 0.26 0.38 0.44 Proportion Explained 0.60 0.26 0.15 Cumulative Proportion 0.60 0.85 1.00 Mean item complexity = 1.9 Test of the hypothesis that 3 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 75 and the objective function was 1.14 The root mean square of the residuals (RMSR) is 0.07 The df corrected root mean square of the residuals is 0.08 The harmonic number of observations is 457 with the empirical chi square 486.83 with prob < 1.3e-61 The total number of observations was 457 with Likelihood Chi Square = 509.1 with prob < 9.4e-66 Tucker Lewis Index of factoring reliability = 0.731 RMSEA index = 0.114 and the 90 % confidence intervals are 0.104 0.122 BIC = 49.75 Fit based upon off diagonal values = 0.95 Measures of factor score adequacy ML1 ML2 ML3 Correlation of (regression) scores with factors 0.95 0.88 0.84 Multiple R square of scores with factors 0.90 0.78 0.70 Minimum correlation of possible factor scores 0.80 0.56 0.40 Factor Analysis using method = ml Call: fa(r = dtfactr, nfactors = 4, rotate = "none", fm = "ml") Standardized loadings (pattern matrix) based upon correlation matrix ML1 ML2 ML3 ML4 h2 u2 com lively 0.72 0.23 -0.07 0.08 0.58 0.42 1.2 happy 0.69 0.01 0.15 0.20 0.54 0.46 1.3 sad -0.56 0.29 0.10 -0.38 0.55 0.45 2.4 tired -0.32 -0.21 0.44 0.26 0.40 0.60 3.0 caring 0.42 0.34 0.48 -0.26 0.59 0.41 3.4 content 0.57 -0.11 0.27 0.19 0.45 0.55 1.7 gloomy -0.59 0.30 0.08 -0.24 0.51 0.49 1.9 jittery -0.21 0.47 -0.12 0.28 0.35 0.65 2.2 drowsy -0.41 -0.17 0.54 0.35 0.61 0.39 2.9 grouchy -0.59 0.18 0.10 0.10 0.40 0.60 1.3 peppy 0.64 0.34 -0.11 0.12 0.55 0.45 1.7 nervous -0.33 0.67 -0.04 0.26 0.63 0.37 1.8 calm 0.41 -0.48 0.05 -0.30 0.49 0.51 2.7 loving 0.49 0.31 0.46 -0.23 0.60 0.40 3.1 fedup -0.45 0.37 0.02 -0.15 0.36 0.64 2.2 active 0.61 0.38 -0.19 0.03 0.55 0.45 1.9 ML1 ML2 ML3 ML4 SS loadings 4.33 1.84 1.11 0.87 Proportion Var 0.27 0.12 0.07 0.05 Cumulative Var 0.27 0.39 0.46 0.51 Proportion Explained 0.53 0.23 0.14 0.11 Cumulative Proportion 0.53 0.76 0.89 1.00 Mean item complexity = 2.2 Test of the hypothesis that 4 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 62 and the objective function was 0.62 The root mean square of the residuals (RMSR) is 0.04 The df corrected root mean square of the residuals is 0.05 The harmonic number of observations is 457 with the empirical chi square 160.03 with prob < 1.3e-10 The total number of observations was 457 with Likelihood Chi Square = 278.86 with prob < 2.9e-29 Tucker Lewis Index of factoring reliability = 0.837 RMSEA index = 0.089 and the 90 % confidence intervals are 0.077 0.098 BIC = -100.87 Fit based upon off diagonal values = 0.98 Measures of factor score adequacy ML1 ML2 ML3 ML4 Correlation of (regression) scores with factors 0.95 0.89 0.85 0.81 Multiple R square of scores with factors 0.90 0.80 0.72 0.65 Minimum correlation of possible factor scores 0.80 0.60 0.43 0.31 Factor Analysis using method = ml Call: fa(r = dtfactr, nfactors = 5, rotate = "none", fm = "ml") Standardized loadings (pattern matrix) based upon correlation matrix ML1 ML2 ML3 ML4 ML5 h2 u2 com lively 0.68 0.34 0.00 -0.11 0.30 0.68 0.32 2.0 happy 0.64 0.16 0.19 -0.24 0.04 0.53 0.47 1.6 sad -0.56 0.08 0.05 0.47 0.20 0.58 0.42 2.3 tired -0.30 -0.26 0.44 -0.20 0.11 0.40 0.60 3.1 caring 0.38 0.39 0.52 0.39 -0.16 0.75 0.25 3.9 content 0.55 0.04 0.30 -0.20 -0.11 0.44 0.56 2.0 gloomy -0.60 0.10 0.04 0.36 0.31 0.60 0.40 2.3 jittery -0.30 0.42 -0.07 -0.17 0.12 0.32 0.68 2.5 drowsy -0.43 -0.26 0.62 -0.32 0.15 0.77 0.23 2.9 grouchy -0.62 0.03 0.08 -0.01 0.23 0.44 0.56 1.3 peppy 0.57 0.43 -0.05 -0.13 0.29 0.61 0.39 2.6 nervous -0.52 0.74 -0.02 -0.17 -0.13 0.86 0.14 2.0 calm 0.51 -0.43 0.00 0.15 0.07 0.47 0.53 2.2 loving 0.42 0.35 0.42 0.25 -0.06 0.54 0.46 3.6 fedup -0.47 0.19 -0.01 0.26 0.27 0.40 0.60 2.6 active 0.54 0.47 -0.14 -0.04 0.25 0.59 0.41 2.6 ML1 ML2 ML3 ML4 ML5 SS loadings 4.28 1.92 1.19 0.99 0.61 Proportion Var 0.27 0.12 0.07 0.06 0.04 Cumulative Var 0.27 0.39 0.46 0.52 0.56 Proportion Explained 0.48 0.21 0.13 0.11 0.07 Cumulative Proportion 0.48 0.69 0.82 0.93 1.00 Mean item complexity = 2.5 Test of the hypothesis that 5 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 6.02 with Chi Square of 2709.38 The degrees of freedom for the model are 50 and the objective function was 0.22 The root mean square of the residuals (RMSR) is 0.02 The df corrected root mean square of the residuals is 0.03 The harmonic number of observations is 457 with the empirical chi square 45.06 with prob < 0.67 The total number of observations was 457 with Likelihood Chi Square = 96.29 with prob < 9.2e-05 Tucker Lewis Index of factoring reliability = 0.957 RMSEA index = 0.046 and the 90 % confidence intervals are 0.031 0.059 BIC = -209.94 Fit based upon off diagonal values = 1 Measures of factor score adequacy ML1 ML2 ML3 ML4 ML5 Correlation of (regression) scores with factors 0.96 0.94 0.89 0.86 0.78 Multiple R square of scores with factors 0.92 0.88 0.79 0.74 0.62 Minimum correlation of possible factor scores 0.84 0.76 0.58 0.47 0.23 Factor Analysis using method = wls Call: fa.poly(x = dtfactr, nfactors = 1, rotate = "oblimin", fm = "wls") Standardized loadings (pattern matrix) based upon correlation matrix WLS1 h2 u2 com lively 0.75 0.569 0.43 1 happy 0.77 0.585 0.41 1 sad -0.62 0.381 0.62 1 tired -0.33 0.111 0.89 1 caring 0.41 0.168 0.83 1 content 0.62 0.385 0.61 1 gloomy -0.66 0.436 0.56 1 jittery -0.24 0.058 0.94 1 drowsy -0.40 0.161 0.84 1 grouchy -0.66 0.431 0.57 1 peppy 0.65 0.420 0.58 1 nervous -0.36 0.133 0.87 1 calm 0.43 0.186 0.81 1 loving 0.48 0.226 0.77 1 fedup -0.51 0.259 0.74 1 active 0.60 0.360 0.64 1 WLS1 SS loadings 4.87 Proportion Var 0.30 Mean item complexity = 1 Test of the hypothesis that 1 factor is sufficient. The degrees of freedom for the null model are 120 and the objective function was 8.5 with Chi Square of 3825.33 The degrees of freedom for the model are 104 and the objective function was 4.49 The root mean square of the residuals (RMSR) is 0.16 The df corrected root mean square of the residuals is 0.17 The harmonic number of observations is 457 with the empirical chi square 2679.57 with prob < 0 The total number of observations was 457 with Likelihood Chi Square = 2014.73 with prob < 0 Tucker Lewis Index of factoring reliability = 0.404 RMSEA index = 0.202 and the 90 % confidence intervals are 0.193 0.208 BIC = 1377.76 Fit based upon off diagonal values = 0.79 Measures of factor score adequacy WLS1 Correlation of (regression) scores with factors 0.95 Multiple R square of scores with factors 0.90 Minimum correlation of possible factor scores 0.79 Factor Analysis using method = wls Call: fa.poly(x = dtfactr, nfactors = 2, rotate = "oblimin", fm = "wls") Standardized loadings (pattern matrix) based upon correlation matrix WLS1 WLS2 h2 u2 com lively 0.81 -0.08 0.69 0.31 1.0 happy 0.61 -0.31 0.57 0.43 1.5 sad -0.29 0.51 0.43 0.57 1.6 tired -0.42 -0.05 0.17 0.83 1.0 caring 0.46 0.00 0.21 0.79 1.0 content 0.39 -0.39 0.38 0.62 2.0 gloomy -0.29 0.58 0.52 0.48 1.5 jittery 0.19 0.61 0.34 0.66 1.2 drowsy -0.44 0.02 0.20 0.80 1.0 grouchy -0.36 0.49 0.47 0.53 1.8 peppy 0.83 0.08 0.66 0.34 1.0 nervous 0.20 0.81 0.62 0.38 1.1 calm 0.00 -0.64 0.41 0.59 1.0 loving 0.52 -0.02 0.28 0.72 1.0 fedup -0.12 0.60 0.41 0.59 1.1 active 0.82 0.14 0.63 0.37 1.1 WLS1 WLS2 SS loadings 3.93 3.07 Proportion Var 0.25 0.19 Cumulative Var 0.25 0.44 Proportion Explained 0.56 0.44 Cumulative Proportion 0.56 1.00 With factor correlations of WLS1 WLS2 WLS1 1.00 -0.27 WLS2 -0.27 1.00 Mean item complexity = 1.2 Test of the hypothesis that 2 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 8.5 with Chi Square of 3825.33 The degrees of freedom for the model are 89 and the objective function was 2.73 The root mean square of the residuals (RMSR) is 0.1 The df corrected root mean square of the residuals is 0.11 The harmonic number of observations is 457 with the empirical chi square 1059.16 with prob < 8.6e-166 The total number of observations was 457 with Likelihood Chi Square = 1223.87 with prob < 7.8e-199 Tucker Lewis Index of factoring reliability = 0.586 RMSEA index = 0.169 and the 90 % confidence intervals are 0.159 0.176 BIC = 678.77 Fit based upon off diagonal values = 0.92 Measures of factor score adequacy WLS1 WLS2 Correlation of (regression) scores with factors 0.95 0.92 Multiple R square of scores with factors 0.90 0.85 Minimum correlation of possible factor scores 0.80 0.71 Factor Analysis using method = wls Call: fa.poly(x = dtfactr, nfactors = 3, rotate = "oblimin", fm = "wls") Standardized loadings (pattern matrix) based upon correlation matrix WLS2 WLS1 WLS3 h2 u2 com lively -0.13 0.53 0.40 0.67 0.33 2.0 happy -0.33 0.21 0.51 0.61 0.39 2.1 sad 0.56 -0.23 -0.06 0.46 0.54 1.4 tired -0.01 -0.68 0.20 0.40 0.60 1.2 caring 0.06 -0.06 0.75 0.52 0.48 1.0 content -0.39 -0.01 0.50 0.48 0.52 1.9 gloomy 0.62 -0.22 -0.08 0.53 0.47 1.3 jittery 0.59 0.23 0.01 0.34 0.66 1.3 drowsy 0.08 -0.74 0.24 0.49 0.51 1.2 grouchy 0.53 -0.31 -0.08 0.49 0.51 1.7 peppy 0.03 0.60 0.36 0.63 0.37 1.6 nervous 0.81 0.17 0.10 0.61 0.39 1.1 calm -0.65 -0.05 0.02 0.41 0.59 1.0 loving 0.03 -0.01 0.76 0.56 0.44 1.0 fedup 0.62 -0.08 -0.01 0.42 0.58 1.0 active 0.08 0.68 0.28 0.64 0.36 1.4 WLS2 WLS1 WLS3 SS loadings 3.22 2.66 2.37 Proportion Var 0.20 0.17 0.15 Cumulative Var 0.20 0.37 0.52 Proportion Explained 0.39 0.32 0.29 Cumulative Proportion 0.39 0.71 1.00 With factor correlations of WLS2 WLS1 WLS3 WLS2 1.00 -0.22 -0.23 WLS1 -0.22 1.00 0.37 WLS3 -0.23 0.37 1.00 Mean item complexity = 1.4 Test of the hypothesis that 3 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 8.5 with Chi Square of 3825.33 The degrees of freedom for the model are 75 and the objective function was 2.07 The root mean square of the residuals (RMSR) is 0.07 The df corrected root mean square of the residuals is 0.09 The harmonic number of observations is 457 with the empirical chi square 580.03 with prob < 4.3e-79 The total number of observations was 457 with Likelihood Chi Square = 928.05 with prob < 3.1e-147 Tucker Lewis Index of factoring reliability = 0.63 RMSEA index = 0.159 and the 90 % confidence intervals are 0.149 0.167 BIC = 468.7 Fit based upon off diagonal values = 0.95 Measures of factor score adequacy WLS2 WLS1 WLS3 Correlation of (regression) scores with factors 0.93 0.92 0.91 Multiple R square of scores with factors 0.86 0.85 0.83 Minimum correlation of possible factor scores 0.73 0.70 0.67 Factor Analysis using method = wls Call: fa.poly(x = dtfactr, nfactors = 4, rotate = "oblimin", fm = "wls") Standardized loadings (pattern matrix) based upon correlation matrix WLS1 WLS2 WLS4 WLS3 h2 u2 com lively 0.53 0.14 0.28 -0.28 0.65 0.35 2.3 happy 0.69 0.03 0.28 0.04 0.66 0.34 1.3 sad -0.82 0.09 0.21 -0.03 0.64 0.36 1.2 tired 0.01 -0.02 0.03 0.71 0.48 0.52 1.0 caring -0.07 -0.07 0.86 0.03 0.69 0.31 1.0 content 0.59 -0.10 0.27 0.19 0.51 0.49 1.7 gloomy -0.70 0.22 0.11 0.04 0.59 0.41 1.2 jittery 0.03 0.66 -0.12 -0.01 0.43 0.57 1.1 drowsy 0.08 0.10 0.05 0.92 0.80 0.20 1.0 grouchy -0.36 0.34 -0.10 0.29 0.50 0.50 3.1 peppy 0.51 0.30 0.23 -0.30 0.63 0.37 2.8 nervous -0.11 0.80 -0.01 0.04 0.70 0.30 1.0 calm 0.09 -0.65 0.14 -0.13 0.50 0.50 1.2 loving 0.02 -0.05 0.82 0.00 0.68 0.32 1.0 fedup -0.53 0.31 0.11 -0.01 0.43 0.57 1.7 active 0.36 0.27 0.23 -0.43 0.61 0.39 3.3 WLS1 WLS2 WLS4 WLS3 SS loadings 3.44 2.06 2.03 1.98 Proportion Var 0.21 0.13 0.13 0.12 Cumulative Var 0.21 0.34 0.47 0.59 Proportion Explained 0.36 0.22 0.21 0.21 Cumulative Proportion 0.36 0.58 0.79 1.00 With factor correlations of WLS1 WLS2 WLS4 WLS3 WLS1 1.00 -0.23 0.34 -0.32 WLS2 -0.23 1.00 0.06 -0.02 WLS4 0.34 0.06 1.00 -0.23 WLS3 -0.32 -0.02 -0.23 1.00 Mean item complexity = 1.6 Test of the hypothesis that 4 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 8.5 with Chi Square of 3825.33 The degrees of freedom for the model are 62 and the objective function was 1.13 The root mean square of the residuals (RMSR) is 0.04 The df corrected root mean square of the residuals is 0.06 The harmonic number of observations is 457 with the empirical chi square 188.9 with prob < 9.5e-15 The total number of observations was 457 with Likelihood Chi Square = 506.51 with prob < 5.6e-71 Tucker Lewis Index of factoring reliability = 0.766 RMSEA index = 0.127 and the 90 % confidence intervals are 0.115 0.136 BIC = 126.78 Fit based upon off diagonal values = 0.99 Measures of factor score adequacy WLS1 WLS2 WLS4 WLS3 Correlation of (regression) scores with factors 0.94 0.91 0.93 0.93 Multiple R square of scores with factors 0.89 0.83 0.86 0.87 Minimum correlation of possible factor scores 0.78 0.66 0.71 0.74 Factor Analysis using method = wls Call: fa.poly(x = dtfactr, nfactors = 5, rotate = "oblimin", fm = "wls") Warning: A Heywood case was detected. Standardized loadings (pattern matrix) based upon correlation matrix WLS5 WLS1 WLS2 WLS4 WLS3 h2 u2 com lively -0.02 0.83 -0.12 0.04 -0.02 0.77 0.2294 1.1 happy -0.37 0.50 -0.06 0.17 0.16 0.65 0.3486 2.4 sad 0.78 -0.15 -0.03 0.15 -0.04 0.66 0.3380 1.2 tired 0.03 -0.11 -0.07 0.00 0.63 0.47 0.5307 1.1 caring 0.03 -0.03 0.04 0.96 -0.02 0.89 0.1099 1.0 content -0.48 0.20 -0.04 0.27 0.20 0.51 0.4922 2.4 gloomy 0.83 0.03 0.00 -0.01 0.08 0.69 0.3107 1.0 jittery 0.14 0.26 0.52 -0.17 0.05 0.39 0.6111 1.9 drowsy 0.02 -0.05 0.02 0.00 0.93 0.90 0.0983 1.0 grouchy 0.47 0.04 0.17 -0.19 0.31 0.53 0.4678 2.5 peppy -0.04 0.78 0.07 0.01 -0.07 0.69 0.3102 1.0 nervous -0.02 -0.02 1.01 0.07 -0.03 0.99 0.0078 1.0 calm -0.01 0.08 -0.69 0.06 -0.06 0.53 0.4732 1.1 loving 0.04 0.20 -0.03 0.69 0.02 0.60 0.3954 1.2 fedup 0.65 0.11 0.12 -0.01 0.05 0.47 0.5304 1.1 active 0.04 0.72 0.05 0.04 -0.20 0.65 0.3452 1.2 WLS5 WLS1 WLS2 WLS4 WLS3 SS loadings 2.60 2.54 1.95 1.74 1.57 Proportion Var 0.16 0.16 0.12 0.11 0.10 Cumulative Var 0.16 0.32 0.44 0.55 0.65 Proportion Explained 0.25 0.24 0.19 0.17 0.15 Cumulative Proportion 0.25 0.49 0.68 0.85 1.00 With factor correlations of WLS5 WLS1 WLS2 WLS4 WLS3 WLS5 1.00 -0.43 0.44 -0.20 0.15 WLS1 -0.43 1.00 -0.05 0.41 -0.34 WLS2 0.44 -0.05 1.00 -0.09 0.08 WLS4 -0.20 0.41 -0.09 1.00 -0.09 WLS3 0.15 -0.34 0.08 -0.09 1.00 Mean item complexity = 1.4 Test of the hypothesis that 5 factors are sufficient. The degrees of freedom for the null model are 120 and the objective function was 8.5 with Chi Square of 3825.33 The degrees of freedom for the model are 50 and the objective function was 0.46 The root mean square of the residuals (RMSR) is 0.02 The df corrected root mean square of the residuals is 0.03 The harmonic number of observations is 457 with the empirical chi square 54.62 with prob < 0.3 The total number of observations was 457 with Likelihood Chi Square = 205.2 with prob < 1.1e-20 Tucker Lewis Index of factoring reliability = 0.899 RMSEA index = 0.084 and the 90 % confidence intervals are 0.071 0.094 BIC = -101.04 Fit based upon off diagonal values = 1lavaan 0.6-2 ended normally after 25 iterations Optimization method NLMINB Number of free parameters 21 Number of observations 457 Estimator ML Model Fit Test Statistic 225.325 Degrees of freedom 34 P-value (Chi-square) 0.000 Model test baseline model: Minimum Function Test Statistic 1582.857 Degrees of freedom 45 P-value 0.000 User model versus baseline model: Comparative Fit Index (CFI) 0.876 Tucker-Lewis Index (TLI) 0.835 Loglikelihood and Information Criteria: Loglikelihood user model (H0) -5158.227 Loglikelihood unrestricted model (H1) -5045.564 Number of free parameters 21 Akaike (AIC) 10358.454 Bayesian (BIC) 10445.072 Sample-size adjusted Bayesian (BIC) 10378.425 Root Mean Square Error of Approximation: RMSEA 0.111 90 Percent Confidence Interval 0.097 0.125 P-value RMSEA <= 0.05 0.000 Standardized Root Mean Square Residual: SRMR 0.086 Parameter Estimates: Information Expected Information saturated (h1) model Structured Standard Errors Standard Latent Variables: Estimate Std.Err z-value P(>|z|) f1 =~ lively 1.000 happy 0.693 0.048 14.362 0.000 content 0.599 0.059 10.134 0.000 peppy 0.870 0.054 16.110 0.000 active 0.878 0.059 15.003 0.000 f2 =~ gloomy 1.000 jittery 0.329 0.068 4.866 0.000 grouchy 0.727 0.063 11.630 0.000 fedup 0.884 0.076 11.602 0.000 sad 0.968 0.071 13.554 0.000 Covariances: Estimate Std.Err z-value P(>|z|) f1 ~~ f2 -0.282 0.034 -8.333 0.000 Variances: Estimate Std.Err z-value P(>|z|) .lively 0.250 0.026 9.456 0.000 .happy 0.304 0.024 12.903 0.000 .content 0.590 0.041 14.282 0.000 .peppy 0.313 0.027 11.667 0.000 .active 0.421 0.034 12.536 0.000 .gloomy 0.308 0.032 9.600 0.000 .jittery 0.723 0.049 14.873 0.000 .grouchy 0.409 0.032 12.962 0.000 .fedup 0.610 0.047 12.980 0.000 .sad 0.373 0.034 10.805 0.000 f1 0.526 0.053 9.967 0.000 f2 0.457 0.053 8.696 0.000 Modification Indices: lhs op rhs mi epc sepc.lv sepc.all sepc.nox 24 f1 =~ gloomy 0.323 0.041 0.030 0.034 0.034 25 f1 =~ jittery 13.822 0.298 0.216 0.246 0.246 26 f1 =~ grouchy 7.428 -0.181 -0.131 -0.163 -0.163 27 f1 =~ fedup 5.818 0.196 0.142 0.144 0.144 28 f1 =~ sad 2.172 -0.107 -0.077 -0.087 -0.087 29 f2 =~ lively 4.380 0.144 0.097 0.111 0.111 30 f2 =~ happy 32.875 -0.359 -0.243 -0.325 -0.325 31 f2 =~ content 47.160 -0.562 -0.380 -0.430 -0.430 32 f2 =~ peppy 10.213 0.216 0.146 0.173 0.173 33 f2 =~ active 12.992 0.270 0.183 0.201 0.201 34 lively ~~ happy 0.000 0.000 0.000 0.000 0.000 35 lively ~~ content 13.163 -0.089 -0.089 -0.232 -0.232 36 lively ~~ peppy 1.890 0.034 0.034 0.123 0.123 37 lively ~~ active 7.637 0.072 0.072 0.221 0.221 38 lively ~~ gloomy 3.127 0.033 0.033 0.120 0.120 39 lively ~~ jittery 1.341 0.028 0.028 0.066 0.066 40 lively ~~ grouchy 6.175 -0.048 -0.048 -0.149 -0.149 41 lively ~~ fedup 1.633 0.030 0.030 0.077 0.077 42 lively ~~ sad 0.522 0.014 0.014 0.047 0.047 43 happy ~~ content 49.997 0.159 0.159 0.375 0.375 44 happy ~~ peppy 9.316 -0.060 -0.060 -0.194 -0.194 45 happy ~~ active 26.914 -0.110 -0.110 -0.309 -0.309 46 happy ~~ gloomy 11.446 -0.061 -0.061 -0.201 -0.201 47 happy ~~ jittery 0.260 -0.012 -0.012 -0.026 -0.026 48 happy ~~ grouchy 0.649 0.015 0.015 0.043 0.043 49 happy ~~ fedup 0.467 -0.016 -0.016 -0.036 -0.036 50 happy ~~ sad 4.820 -0.042 -0.042 -0.125 -0.125 51 content ~~ peppy 10.743 -0.079 -0.079 -0.185 -0.185 52 content ~~ active 9.365 -0.082 -0.082 -0.165 -0.165 53 content ~~ gloomy 7.732 -0.067 -0.067 -0.158 -0.158 54 content ~~ jittery 6.570 -0.081 -0.081 -0.124 -0.124 55 content ~~ grouchy 2.196 0.037 0.037 0.075 0.075 56 content ~~ fedup 13.564 -0.112 -0.112 -0.187 -0.187 57 content ~~ sad 3.321 -0.046 -0.046 -0.099 -0.099 58 peppy ~~ active 34.979 0.142 0.142 0.391 0.391 59 peppy ~~ gloomy 2.998 0.033 0.033 0.107 0.107 60 peppy ~~ jittery 9.044 0.075 0.075 0.157 0.157 61 peppy ~~ grouchy 0.054 -0.005 -0.005 -0.013 -0.013 62 peppy ~~ fedup 0.462 0.016 0.016 0.038 0.038 63 peppy ~~ sad 0.031 0.004 0.004 0.010 0.010 64 active ~~ gloomy 1.409 0.026 0.026 0.071 0.071 65 active ~~ jittery 1.796 0.038 0.038 0.068 0.068 66 active ~~ grouchy 1.151 -0.024 -0.024 -0.058 -0.058 67 active ~~ fedup 9.303 0.083 0.083 0.164 0.164 68 active ~~ sad 0.283 0.012 0.012 0.031 0.031 69 gloomy ~~ jittery 0.428 0.018 0.018 0.039 0.039 70 gloomy ~~ grouchy 1.946 -0.037 -0.037 -0.105 -0.105 71 gloomy ~~ fedup 0.001 0.001 0.001 0.003 0.003 72 gloomy ~~ sad 2.267 0.051 0.051 0.149 0.149 73 jittery ~~ grouchy 7.976 0.078 0.078 0.144 0.144 74 jittery ~~ fedup 4.692 0.073 0.073 0.111 0.111 75 jittery ~~ sad 4.721 -0.063 -0.063 -0.121 -0.121 76 grouchy ~~ fedup 0.881 0.027 0.027 0.054 0.054 77 grouchy ~~ sad 5.044 -0.060 -0.060 -0.153 -0.153 78 fedup ~~ sad 0.043 0.007 0.007 0.014 0.014 lavaan 0.6-2 ended normally after 38 iterations Optimization method NLMINB Number of free parameters 35 Number of observations 457 Estimator ML Model Fit Test Statistic 792.724 Degrees of freedom 101 P-value (Chi-square) 0.000 Model test baseline model: Minimum Function Test Statistic 2752.541 Degrees of freedom 120 P-value 0.000 User model versus baseline model: Comparative Fit Index (CFI) 0.737 Tucker-Lewis Index (TLI) 0.688 Loglikelihood and Information Criteria: Loglikelihood user model (H0) -8307.542 Loglikelihood unrestricted model (H1) -7911.180 Number of free parameters 35 Akaike (AIC) 16685.085 Bayesian (BIC) 16829.448 Sample-size adjusted Bayesian (BIC) 16718.369 Root Mean Square Error of Approximation: RMSEA 0.122 90 Percent Confidence Interval 0.115 0.130 P-value RMSEA <= 0.05 0.000 Standardized Root Mean Square Residual: SRMR 0.102 Parameter Estimates: Information Expected Information saturated (h1) model Structured Standard Errors Standard Latent Variables: Estimate Std.Err z-value P(>|z|) f1 =~ lively 1.000 happy 0.646 0.048 13.431 0.000 tired -0.403 0.058 -6.898 0.000 drowsy -0.569 0.068 -8.362 0.000 peppy 0.890 0.053 16.818 0.000 active 0.925 0.057 16.173 0.000 f2 =~ sad 1.000 content -0.793 0.077 -10.266 0.000 gloomy 1.044 0.080 13.039 0.000 jittery 0.495 0.075 6.612 0.000 grouchy 0.810 0.072 11.320 0.000 nervous 0.699 0.076 9.162 0.000 calm -0.612 0.070 -8.748 0.000 fedup 1.009 0.087 11.536 0.000 f3 =~ caring 1.000 loving 1.300 0.150 8.673 0.000 Covariances: Estimate Std.Err z-value P(>|z|) f1 ~~ f2 -0.233 0.031 -7.619 0.000 f3 0.194 0.030 6.545 0.000 f2 ~~ f3 -0.081 0.021 -3.827 0.000 Variances: Estimate Std.Err z-value P(>|z|) .lively 0.250 0.025 9.810 0.000 .happy 0.338 0.025 13.507 0.000 .tired 0.653 0.044 14.798 0.000 .drowsy 0.851 0.058 14.628 0.000 .peppy 0.295 0.026 11.544 0.000 .active 0.376 0.031 12.103 0.000 .sad 0.422 0.034 12.247 0.000 .content 0.541 0.039 13.719 0.000 .gloomy 0.353 0.031 11.377 0.000 .jittery 0.680 0.046 14.687 0.000 .grouchy 0.403 0.031 13.156 0.000 .nervous 0.591 0.042 14.125 0.000 .calm 0.515 0.036 14.246 0.000 .fedup 0.582 0.045 13.009 0.000 .caring 0.272 0.036 7.545 0.000 .loving 0.170 0.054 3.158 0.002 f1 0.525 0.052 10.052 0.000 f2 0.378 0.049 7.669 0.000 f3 0.295 0.045 6.500 0.000 Modification Indices: lhs op rhs mi epc sepc.lv sepc.all sepc.nox 39 f1 =~ sad 2.212 -0.096 -0.069 -0.077 -0.077 40 f1 =~ content 19.813 0.301 0.219 0.248 0.248 41 f1 =~ gloomy 0.207 -0.028 -0.020 -0.023 -0.023 42 f1 =~ jittery 24.490 0.360 0.261 0.297 0.297 43 f1 =~ grouchy 14.883 -0.231 -0.168 -0.208 -0.208 44 f1 =~ nervous 25.518 0.351 0.255 0.289 0.289 45 f1 =~ calm 0.770 -0.057 -0.041 -0.051 -0.051 46 f1 =~ fedup 9.298 0.222 0.161 0.163 0.163 47 f1 =~ caring 0.471 -0.918 -0.665 -0.884 -0.884 48 f1 =~ loving 0.471 1.192 0.864 1.057 1.057 49 f2 =~ lively 0.396 -0.043 -0.026 -0.030 -0.030 50 f2 =~ happy 61.311 -0.508 -0.313 -0.419 -0.419 51 f2 =~ tired 0.653 -0.069 -0.042 -0.049 -0.049 52 f2 =~ drowsy 0.372 0.060 0.037 0.036 0.036 53 f2 =~ peppy 7.843 0.187 0.115 0.136 0.136 54 f2 =~ active 15.453 0.288 0.177 0.195 0.195 55 f2 =~ caring 0.471 0.043 0.026 0.035 0.035 56 f2 =~ loving 0.471 -0.056 -0.034 -0.042 -0.042 57 f3 =~ lively 0.519 -0.054 -0.030 -0.034 -0.034 58 f3 =~ happy 11.031 0.241 0.131 0.175 0.175 59 f3 =~ tired 2.528 0.152 0.082 0.096 0.096 60 f3 =~ drowsy 4.127 0.223 0.121 0.120 0.120 61 f3 =~ peppy 0.002 -0.003 -0.002 -0.002 -0.002 62 f3 =~ active 0.042 -0.017 -0.009 -0.010 -0.010 63 f3 =~ sad 7.037 0.194 0.105 0.118 0.118 64 f3 =~ content 37.404 0.475 0.258 0.292 0.292 65 f3 =~ gloomy 0.844 0.064 0.035 0.040 0.040 66 f3 =~ jittery 0.286 0.045 0.024 0.028 0.028 67 f3 =~ grouchy 13.210 -0.249 -0.135 -0.168 -0.168 68 f3 =~ nervous 12.688 0.285 0.155 0.176 0.176 69 f3 =~ calm 0.750 0.064 0.035 0.043 0.043 70 f3 =~ fedup 5.320 0.191 0.104 0.106 0.106 71 lively ~~ happy 7.137 0.053 0.053 0.182 0.182 72 lively ~~ tired 4.964 0.053 0.053 0.132 0.132 73 lively ~~ drowsy 4.673 0.060 0.060 0.130 0.130 74 lively ~~ peppy 0.009 -0.002 -0.002 -0.008 -0.008 75 lively ~~ active 0.000 -0.001 -0.001 -0.002 -0.002 76 lively ~~ sad 0.311 -0.011 -0.011 -0.034 -0.034 77 lively ~~ content 0.002 0.001 0.001 0.002 0.002 78 lively ~~ gloomy 0.912 0.018 0.018 0.060 0.060 79 lively ~~ jittery 1.815 0.031 0.031 0.076 0.076 80 lively ~~ grouchy 0.604 -0.015 -0.015 -0.046 -0.046 81 lively ~~ nervous 2.434 -0.034 -0.034 -0.089 -0.089 82 lively ~~ calm 1.230 0.023 0.023 0.063 0.063 83 lively ~~ fedup 0.483 0.016 0.016 0.041 0.041 84 lively ~~ caring 2.291 0.026 0.026 0.099 0.099 85 lively ~~ loving 3.389 -0.034 -0.034 -0.163 -0.163 86 happy ~~ tired 4.256 0.049 0.049 0.104 0.104 87 happy ~~ drowsy 20.758 0.124 0.124 0.231 0.231 88 happy ~~ peppy 2.323 -0.029 -0.029 -0.092 -0.092 89 happy ~~ active 21.940 -0.097 -0.097 -0.273 -0.273 90 happy ~~ sad 5.045 -0.045 -0.045 -0.120 -0.120 91 happy ~~ content 30.832 0.121 0.121 0.283 0.283 92 happy ~~ gloomy 7.337 -0.051 -0.051 -0.149 -0.149 93 happy ~~ jittery 0.190 0.010 0.010 0.022 0.022 94 happy ~~ grouchy 3.837 0.038 0.038 0.102 0.102 95 happy ~~ nervous 0.178 -0.010 -0.010 -0.021 -0.021 96 happy ~~ calm 2.778 0.035 0.035 0.084 0.084 97 happy ~~ fedup 0.053 -0.005 -0.005 -0.012 -0.012 98 happy ~~ caring 0.003 0.001 0.001 0.003 0.003 99 happy ~~ loving 8.521 0.052 0.052 0.218 0.218 100 tired ~~ drowsy 112.911 0.381 0.381 0.511 0.511 101 tired ~~ peppy 2.087 0.035 0.035 0.079 0.079 102 tired ~~ active 5.000 -0.059 -0.059 -0.119 -0.119 103 tired ~~ sad 4.070 -0.054 -0.054 -0.104 -0.104 104 tired ~~ content 7.103 0.078 0.078 0.131 0.131 105 tired ~~ gloomy 0.688 0.021 0.021 0.044 0.044 106 tired ~~ jittery 0.873 -0.030 -0.030 -0.045 -0.045 107 tired ~~ grouchy 10.056 0.081 0.081 0.158 0.158 108 tired ~~ nervous 1.577 -0.038 -0.038 -0.061 -0.061 109 tired ~~ calm 0.038 -0.005 -0.005 -0.009 -0.009 110 tired ~~ fedup 0.259 0.016 0.016 0.026 0.026 111 tired ~~ caring 0.090 0.007 0.007 0.016 0.016 112 tired ~~ loving 1.283 0.027 0.027 0.080 0.080 113 drowsy ~~ peppy 0.027 0.005 0.005 0.009 0.009 114 drowsy ~~ active 9.403 -0.093 -0.093 -0.165 -0.165 115 drowsy ~~ sad 2.224 -0.046 -0.046 -0.077 -0.077 116 drowsy ~~ content 22.443 0.159 0.159 0.234 0.234 117 drowsy ~~ gloomy 0.302 0.016 0.016 0.029 0.029 118 drowsy ~~ jittery 0.596 0.028 0.028 0.037 0.037 119 drowsy ~~ grouchy 24.758 0.146 0.146 0.250 0.250 120 drowsy ~~ nervous 0.001 0.001 0.001 0.002 0.002 121 drowsy ~~ calm 2.896 -0.055 -0.055 -0.083 -0.083 122 drowsy ~~ fedup 0.434 -0.023 -0.023 -0.033 -0.033 123 drowsy ~~ caring 0.160 0.010 0.010 0.021 0.021 124 drowsy ~~ loving 1.972 0.038 0.038 0.100 0.100 125 peppy ~~ active 14.716 0.089 0.089 0.267 0.267 126 peppy ~~ sad 1.985 -0.028 -0.028 -0.080 -0.080 127 peppy ~~ content 0.192 0.010 0.010 0.024 0.024 128 peppy ~~ gloomy 0.098 0.006 0.006 0.018 0.018 129 peppy ~~ jittery 8.088 0.067 0.067 0.150 0.150 130 peppy ~~ grouchy 0.208 0.009 0.009 0.025 0.025 131 peppy ~~ nervous 6.742 0.058 0.058 0.139 0.139 132 peppy ~~ calm 7.937 -0.059 -0.059 -0.151 -0.151 133 peppy ~~ fedup 0.234 -0.011 -0.011 -0.027 -0.027 134 peppy ~~ caring 0.624 -0.013 -0.013 -0.048 -0.048 135 peppy ~~ loving 0.321 0.010 0.010 0.046 0.046 136 active ~~ sad 0.595 -0.017 -0.017 -0.043 -0.043 137 active ~~ content 0.124 0.008 0.008 0.019 0.019 138 active ~~ gloomy 0.007 0.002 0.002 0.005 0.005 139 active ~~ jittery 0.923 0.025 0.025 0.050 0.050 140 active ~~ grouchy 0.194 -0.009 -0.009 -0.024 -0.024 141 active ~~ nervous 11.252 0.083 0.083 0.177 0.177 142 active ~~ calm 4.232 -0.048 -0.048 -0.108 -0.108 143 active ~~ fedup 4.877 0.056 0.056 0.120 0.120 144 active ~~ caring 0.149 -0.007 -0.007 -0.023 -0.023 145 active ~~ loving 0.006 0.002 0.002 0.006 0.006 146 sad ~~ content 0.461 -0.018 -0.018 -0.038 -0.038 147 sad ~~ gloomy 22.000 0.122 0.122 0.317 0.317 148 sad ~~ jittery 15.198 -0.111 -0.111 -0.208 -0.208 149 sad ~~ grouchy 0.727 -0.021 -0.021 -0.050 -0.050 150 sad ~~ nervous 13.475 -0.101 -0.101 -0.203 -0.203 151 sad ~~ calm 11.872 0.088 0.088 0.189 0.189 152 sad ~~ fedup 0.473 0.020 0.020 0.041 0.041 153 sad ~~ caring 9.368 0.059 0.059 0.175 0.175 154 sad ~~ loving 0.496 0.015 0.015 0.054 0.054 155 content ~~ gloomy 0.169 -0.011 -0.011 -0.024 -0.024 156 content ~~ jittery 0.899 0.029 0.029 0.047 0.047 157 content ~~ grouchy 7.198 0.068 0.068 0.145 0.145 158 content ~~ nervous 2.863 0.049 0.049 0.087 0.087 159 content ~~ calm 0.836 -0.025 -0.025 -0.047 -0.047 160 content ~~ fedup 0.370 -0.019 -0.019 -0.033 -0.033 161 content ~~ caring 17.604 0.088 0.088 0.229 0.229 162 content ~~ loving 0.505 0.016 0.016 0.052 0.052 163 gloomy ~~ jittery 3.024 -0.047 -0.047 -0.096 -0.096 [ reached getOption("max.print") -- omitted 26 rows ] lavaan 0.6-2 ended normally after 27 iterations Optimization method NLMINB Number of free parameters 20 Number of observations 457 Estimator ML Model Fit Test Statistic 81.215 Degrees of freedom 25 P-value (Chi-square) 0.000 Model test baseline model: Minimum Function Test Statistic 1384.992 Degrees of freedom 36 P-value 0.000 User model versus baseline model: Comparative Fit Index (CFI) 0.958 Tucker-Lewis Index (TLI) 0.940 Loglikelihood and Information Criteria: Loglikelihood user model (H0) -4593.794 Loglikelihood unrestricted model (H1) -4553.186 Number of free parameters 20 Akaike (AIC) 9227.587 Bayesian (BIC) 9310.081 Sample-size adjusted Bayesian (BIC) 9246.607 Root Mean Square Error of Approximation: RMSEA 0.070 90 Percent Confidence Interval 0.053 0.087 P-value RMSEA <= 0.05 0.025 Standardized Root Mean Square Residual: SRMR 0.056 Parameter Estimates: Information Expected Information saturated (h1) model Structured Standard Errors Standard Latent Variables: Estimate Std.Err z-value P(>|z|) f1 =~ lively 1.000 happy 0.443 0.051 8.681 0.000 peppy 0.889 0.054 16.452 0.000 active 0.906 0.058 15.658 0.000 f2 =~ gloomy 1.000 jittery 0.326 0.067 4.908 0.000 grouchy 0.706 0.061 11.582 0.000 fedup 0.870 0.074 11.709 0.000 sad 0.959 0.069 13.847 0.000 happy -0.380 0.056 -6.790 0.000 Covariances: Estimate Std.Err z-value P(>|z|) f1 ~~ f2 -0.238 0.033 -7.244 0.000 Variances: Estimate Std.Err z-value P(>|z|) .lively 0.233 0.028 8.419 0.000 .happy 0.303 0.023 13.389 0.000 .peppy 0.283 0.027 10.657 0.000 .active 0.380 0.032 11.752 0.000 .gloomy 0.298 0.031 9.502 0.000 .jittery 0.723 0.049 14.880 0.000 .grouchy 0.418 0.032 13.160 0.000 .fedup 0.614 0.047 13.088 0.000 .sad 0.371 0.034 10.929 0.000 f1 0.543 0.054 10.042 0.000 f2 0.467 0.053 8.877 0.000 Modification Indices: lhs op rhs mi epc sepc.lv sepc.all sepc.nox 23 f1 =~ gloomy 0.714 0.052 0.038 0.044 0.044 24 f1 =~ jittery 14.867 0.275 0.202 0.230 0.230 25 f1 =~ grouchy 10.781 -0.193 -0.142 -0.176 -0.176 26 f1 =~ fedup 6.050 0.176 0.130 0.132 0.132 27 f1 =~ sad 2.053 -0.090 -0.066 -0.074 -0.074 28 f2 =~ lively 6.354 -0.162 -0.111 -0.126 -0.126 29 f2 =~ peppy 0.609 0.047 0.032 0.038 0.038 30 f2 =~ active 4.139 0.135 0.092 0.101 0.101 31 lively ~~ happy 11.137 0.066 0.066 0.249 0.249 32 lively ~~ peppy 13.556 -0.127 -0.127 -0.494 -0.494 33 lively ~~ active 1.011 -0.034 -0.034 -0.114 -0.114 34 lively ~~ gloomy 0.352 0.011 0.011 0.042 0.042 35 lively ~~ jittery 0.058 0.006 0.006 0.014 0.014 36 lively ~~ grouchy 5.215 -0.044 -0.044 -0.141 -0.141 37 lively ~~ fedup 0.015 0.003 0.003 0.008 0.008 38 lively ~~ sad 0.000 0.000 0.000 0.000 0.000 39 happy ~~ peppy 0.390 -0.012 -0.012 -0.040 -0.040 40 happy ~~ active 9.412 -0.062 -0.062 -0.181 -0.181 41 happy ~~ gloomy 1.507 -0.025 -0.025 -0.083 -0.083 42 happy ~~ jittery 0.264 0.012 0.012 0.026 0.026 43 happy ~~ grouchy 2.401 0.030 0.030 0.084 0.084 44 happy ~~ fedup 0.696 0.020 0.020 0.045 0.045 45 happy ~~ sad 0.534 -0.015 -0.015 -0.045 -0.045 46 peppy ~~ active 19.433 0.128 0.128 0.391 0.391 47 peppy ~~ gloomy 0.403 0.012 0.012 0.040 0.040 48 peppy ~~ jittery 5.721 0.058 0.058 0.128 0.128 49 peppy ~~ grouchy 0.005 -0.001 -0.001 -0.004 -0.004 50 peppy ~~ fedup 0.130 -0.008 -0.008 -0.020 -0.020 51 peppy ~~ sad 0.325 -0.011 -0.011 -0.034 -0.034 52 active ~~ gloomy 0.006 -0.002 -0.002 -0.005 -0.005 53 active ~~ jittery 0.394 0.017 0.017 0.033 0.033 54 active ~~ grouchy 1.207 -0.024 -0.024 -0.060 -0.060 55 active ~~ fedup 4.673 0.057 0.057 0.118 0.118 56 active ~~ sad 0.086 -0.006 -0.006 -0.017 -0.017 57 gloomy ~~ jittery 0.292 0.015 0.015 0.032 0.032 58 gloomy ~~ grouchy 1.303 -0.030 -0.030 -0.084 -0.084 59 gloomy ~~ fedup 0.027 -0.005 -0.005 -0.012 -0.012 60 gloomy ~~ sad 0.600 0.025 0.025 0.076 0.076 61 jittery ~~ grouchy 8.070 0.079 0.079 0.144 0.144 62 jittery ~~ fedup 4.650 0.073 0.073 0.110 0.110 63 jittery ~~ sad 4.836 -0.063 -0.063 -0.122 -0.122 64 grouchy ~~ fedup 1.556 0.036 0.036 0.070 0.070 65 grouchy ~~ sad 3.041 -0.045 -0.045 -0.115 -0.115 66 fedup ~~ sad 0.080 0.009 0.009 0.019 0.019 Reliability analysis Call: alpha(x = f1) raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r 0.82 0.82 0.79 0.54 4.6 0.013 2.6 0.68 0.58 lower alpha upper 95% confidence boundaries 0.8 0.82 0.85 Reliability if an item is dropped: raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r lively 0.73 0.73 0.67 0.48 2.7 0.021 0.01548 0.45 happy 0.83 0.83 0.76 0.62 4.8 0.014 0.00013 0.61 peppy 0.76 0.76 0.70 0.51 3.1 0.019 0.01547 0.55 active 0.78 0.78 0.72 0.54 3.6 0.017 0.00810 0.55 Item statistics n raw.r std.r r.cor r.drop mean sd lively 465 0.87 0.86 0.81 0.74 2.6 0.88 happy 464 0.71 0.73 0.59 0.53 3.0 0.74 peppy 464 0.84 0.83 0.76 0.69 2.2 0.84 active 463 0.82 0.80 0.71 0.64 2.6 0.91 Non missing response frequency for each item 1 2 3 4 miss lively 0.12 0.28 0.45 0.15 0 happy 0.03 0.18 0.52 0.27 0 peppy 0.21 0.45 0.28 0.06 0 active 0.12 0.33 0.38 0.17 0 Reliability analysis Call: alpha(x = f2) raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r 0.76 0.76 0.74 0.34 3.1 0.017 2 0.58 0.4 lower alpha upper 95% confidence boundaries 0.72 0.76 0.79 Reliability if an item is dropped: raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r sad 0.70 0.70 0.67 0.32 2.3 0.022 0.0170 0.31 gloomy 0.68 0.68 0.65 0.30 2.1 0.023 0.0170 0.31 jittery 0.79 0.79 0.76 0.43 3.7 0.015 0.0062 0.44 grouchy 0.71 0.71 0.70 0.33 2.5 0.021 0.0285 0.36 fedup 0.71 0.71 0.69 0.33 2.5 0.021 0.0262 0.37 rhappy 0.74 0.74 0.71 0.36 2.8 0.019 0.0207 0.40 Item statistics n raw.r std.r r.cor r.drop mean sd sad 465 0.75 0.74 0.69 0.59 2.0 0.89 gloomy 463 0.78 0.78 0.75 0.65 1.9 0.88 jittery 464 0.47 0.47 0.28 0.25 1.9 0.88 grouchy 464 0.69 0.70 0.61 0.54 1.8 0.81 fedup 463 0.73 0.70 0.62 0.54 2.2 0.99 rhappy 464 0.61 0.64 0.53 0.45 2.0 0.74 Non missing response frequency for each item 1 2 3 4 miss sad 0.37 0.35 0.23 0.05 0 gloomy 0.38 0.34 0.24 0.04 0 jittery 0.38 0.34 0.24 0.04 0 grouchy 0.41 0.39 0.18 0.02 0 fedup 0.31 0.33 0.25 0.11 0 rhappy 0.27 0.52 0.18 0.03 0