This function is a wrapper for the functions from
the careless
package. Normally, you'd probably
call carelessReport
which calls this function
to generate a report of suspect participants.
carelessObject(
data,
items = names(data),
flagUnivar = 0.99,
flagMultivar = 0.95,
irvSplit = 4,
responseTime = NULL
)
The dataframe.
The items to look at.
How extreme a score has to be for it to be flagged as suspicous univariately.
This has not been implemented yet.
Whether to split for the IRV, and if so, in how many parts.
If not NULL
, the name of a column
containing the participants' response times.
An object of class carelessObject
.
carelessObject(mtcars);
#> $input
#> $input$data
#> mpg cyl disp hp drat wt qsec vs am gear carb
#> Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4
#> Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4
#> Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1
#> Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 1
#> Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2
#> Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 3 1
#> Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4
#> Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 4 2
#> Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 4 2
#> Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 4 4
#> Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 4 4
#> Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3
#> Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3
#> Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3
#> Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4
#> Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4
#> Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4
#> Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 1
#> Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 2
#> Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 1
#> Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 3 1
#> Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2
#> AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2
#> Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4
#> Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2
#> Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 1
#> Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 2
#> Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 2
#> Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4
#> Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 5 6
#> Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 8
#> Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 4 2
#>
#> $input$items
#> [1] "mpg" "cyl" "disp" "hp" "drat" "wt" "qsec" "vs" "am" "gear"
#> [11] "carb"
#>
#> $input$flagUnivar
#> [1] 0.99
#>
#> $input$flagMultivar
#> [1] 0.95
#>
#> $input$irvSplit
#> [1] 4
#>
#> $input$responseTime
#> NULL
#>
#>
#> $carelessAnalyses
#> $carelessAnalyses$longstring
#> [1] 2 2 2 1 2 1 2 1 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 1 2 1 1 1 2
#>
#> $carelessAnalyses$irv
#> irvTotal irv1 irv2 irv3 irv4
#> Mazda RX4 53.53888 84.91368 61.62969 11.63898 1.732051
#> Mazda RX4 Wag 53.51210 84.91368 61.55489 12.03496 1.732051
#> Datsun 710 38.86999 55.42033 51.91809 12.45215 1.732051
#> Hornet 4 Drive 79.40933 141.25669 61.69136 13.03905 1.527525
#> Hornet Sportabout 113.70330 200.20996 99.13403 12.03496 1.527525
#> Valiant 69.95729 123.09550 58.82726 13.59059 1.527525
#> Duster 360 122.86626 201.43327 139.49371 11.20057 2.081666
#> Merc 240D 44.43599 77.17592 33.81056 13.43503 2.000000
#> Merc 230 46.68811 74.15264 52.80875 15.48564 2.000000
#> Merc 280 57.31739 89.73234 68.88985 12.23295 2.309401
#> Merc 280C 57.33609 90.08685 68.88985 12.65721 2.309401
#> Merc 450SE 92.42901 152.24747 101.86314 12.30366 1.732051
#> Merc 450SL 92.40957 152.00087 101.96059 12.44508 1.732051
#> Merc 450SLC 92.46342 152.57842 101.94624 12.72792 1.732051
#> Cadillac Fleetwood 147.34689 267.20040 116.00124 12.71378 2.081666
#> Lincoln Continental 145.04382 260.27227 121.70454 12.60064 2.081666
#> Chrysler Imperial 141.16366 247.50387 130.31946 12.31780 2.081666
#> Fiat 128 28.06702 37.70575 36.30441 13.06026 1.732051
#> Honda Civic 25.10753 36.26279 28.18162 12.38851 1.527525
#> Toyota Corolla 26.43470 33.61612 35.79971 13.36432 1.732051
#> Toyota Corona 42.34211 62.59316 54.22681 13.44210 1.527525
#> Dodge Challenger 99.84844 176.85328 84.79051 11.92889 1.527525
#> AMC Javelin 96.05271 168.85560 84.70173 12.23295 1.527525
#> Camaro Z28 120.45178 195.94173 139.26556 10.89652 2.081666
#> Pontiac Firebird 124.56688 223.15842 99.03796 12.05617 1.527525
#> Fiat X1-9 27.95293 38.38572 36.38455 12.65721 1.732051
#> Porsche 914-2 41.26033 61.78212 50.65522 11.80868 2.081666
#> Lotus Europa 40.34473 46.87263 63.72550 11.24300 2.081666
#> Ford Pantera L 123.53038 195.81832 150.28808 10.25305 2.081666
#> Ferrari Dino 62.68824 76.60372 99.19257 10.96016 2.645751
#> Maserati Bora 126.32051 167.17954 191.35986 10.32376 3.511885
#> Volvo 142E 44.49888 63.12939 60.94584 12.44508 1.527525
#>
#> $carelessAnalyses$mahalanobis
#> [1] 8.946673 8.287933 8.937150 6.096726 5.429061 8.877558 9.136276
#> [8] 10.030345 22.593116 12.393107 11.058878 9.476126 5.594527 6.026462
#> [15] 11.201310 8.672093 12.257618 9.078630 14.954377 10.296463 13.432391
#> [22] 6.227235 5.786691 11.681526 6.718085 3.645789 18.356164 14.000669
#> [29] 21.573003 11.152850 19.192384 9.888781
#>
#>
#> $dat
#> longstring irvTotal irv1 irv2 irv3 irv4
#> Mazda RX4 2 53.53888 84.91368 61.62969 11.63898 1.732051
#> Mazda RX4 Wag 2 53.51210 84.91368 61.55489 12.03496 1.732051
#> Datsun 710 2 38.86999 55.42033 51.91809 12.45215 1.732051
#> Hornet 4 Drive 1 79.40933 141.25669 61.69136 13.03905 1.527525
#> Hornet Sportabout 2 113.70330 200.20996 99.13403 12.03496 1.527525
#> Valiant 1 69.95729 123.09550 58.82726 13.59059 1.527525
#> Duster 360 2 122.86626 201.43327 139.49371 11.20057 2.081666
#> Merc 240D 1 44.43599 77.17592 33.81056 13.43503 2.000000
#> Merc 230 1 46.68811 74.15264 52.80875 15.48564 2.000000
#> Merc 280 2 57.31739 89.73234 68.88985 12.23295 2.309401
#> Merc 280C 2 57.33609 90.08685 68.88985 12.65721 2.309401
#> Merc 450SE 2 92.42901 152.24747 101.86314 12.30366 1.732051
#> Merc 450SL 2 92.40957 152.00087 101.96059 12.44508 1.732051
#> Merc 450SLC 2 92.46342 152.57842 101.94624 12.72792 1.732051
#> Cadillac Fleetwood 2 147.34689 267.20040 116.00124 12.71378 2.081666
#> Lincoln Continental 2 145.04382 260.27227 121.70454 12.60064 2.081666
#> Chrysler Imperial 2 141.16366 247.50387 130.31946 12.31780 2.081666
#> Fiat 128 2 28.06702 37.70575 36.30441 13.06026 1.732051
#> Honda Civic 2 25.10753 36.26279 28.18162 12.38851 1.527525
#> Toyota Corolla 2 26.43470 33.61612 35.79971 13.36432 1.732051
#> Toyota Corona 1 42.34211 62.59316 54.22681 13.44210 1.527525
#> Dodge Challenger 2 99.84844 176.85328 84.79051 11.92889 1.527525
#> AMC Javelin 2 96.05271 168.85560 84.70173 12.23295 1.527525
#> Camaro Z28 2 120.45178 195.94173 139.26556 10.89652 2.081666
#> Pontiac Firebird 2 124.56688 223.15842 99.03796 12.05617 1.527525
#> Fiat X1-9 2 27.95293 38.38572 36.38455 12.65721 1.732051
#> Porsche 914-2 1 41.26033 61.78212 50.65522 11.80868 2.081666
#> Lotus Europa 2 40.34473 46.87263 63.72550 11.24300 2.081666
#> Ford Pantera L 1 123.53038 195.81832 150.28808 10.25305 2.081666
#> Ferrari Dino 1 62.68824 76.60372 99.19257 10.96016 2.645751
#> Maserati Bora 1 126.32051 167.17954 191.35986 10.32376 3.511885
#> Volvo 142E 2 44.49888 63.12939 60.94584 12.44508 1.527525
#> mahalanobis longstring_prob irvTotal_prob irv1_prob
#> Mazda RX4 8.946673 1.00000 0.40625 0.43750
#> Mazda RX4 Wag 8.287933 1.00000 0.37500 0.43750
#> Datsun 710 8.937150 1.00000 0.15625 0.18750
#> Hornet 4 Drive 6.096726 0.28125 0.56250 0.56250
#> Hornet Sportabout 5.429061 1.00000 0.75000 0.84375
#> Valiant 8.877558 0.28125 0.53125 0.53125
#> Duster 360 9.136276 1.00000 0.81250 0.87500
#> Merc 240D 10.030345 0.28125 0.28125 0.37500
#> Merc 230 22.593116 0.28125 0.34375 0.31250
#> Merc 280 12.393107 1.00000 0.43750 0.46875
#> Merc 280C 11.058878 1.00000 0.46875 0.50000
#> Merc 450SE 9.476126 1.00000 0.62500 0.62500
#> Merc 450SL 5.594527 1.00000 0.59375 0.59375
#> Merc 450SLC 6.026462 1.00000 0.65625 0.65625
#> Cadillac Fleetwood 11.201310 1.00000 1.00000 1.00000
#> Lincoln Continental 8.672093 1.00000 0.96875 0.96875
#> Chrysler Imperial 12.257618 1.00000 0.93750 0.93750
#> Fiat 128 9.078630 1.00000 0.12500 0.09375
#> Honda Civic 14.954377 1.00000 0.03125 0.06250
#> Toyota Corolla 10.296463 1.00000 0.06250 0.03125
#> Toyota Corona 13.432391 0.28125 0.25000 0.25000
#> Dodge Challenger 6.227235 1.00000 0.71875 0.75000
#> AMC Javelin 5.786691 1.00000 0.68750 0.71875
#> Camaro Z28 11.681526 1.00000 0.78125 0.81250
#> Pontiac Firebird 6.718085 1.00000 0.87500 0.90625
#> Fiat X1-9 3.645789 1.00000 0.09375 0.12500
#> Porsche 914-2 18.356164 0.28125 0.21875 0.21875
#> Lotus Europa 14.000669 1.00000 0.18750 0.15625
#> Ford Pantera L 21.573003 0.28125 0.84375 0.78125
#> Ferrari Dino 11.152850 0.28125 0.50000 0.34375
#> Maserati Bora 19.192384 0.28125 0.90625 0.68750
#> Volvo 142E 9.888781 1.00000 0.31250 0.28125
#> irv2_prob irv3_prob irv4_prob mahalanobis_prob
#> Mazda RX4 0.40625 0.21875 0.56250 0.40625
#> Mazda RX4 Wag 0.37500 0.34375 0.56250 0.28125
#> Datsun 710 0.21875 0.62500 0.56250 0.37500
#> Hornet 4 Drive 0.43750 0.81250 0.28125 0.18750
#> Hornet Sportabout 0.65625 0.34375 0.28125 0.06250
#> Valiant 0.31250 0.96875 0.28125 0.34375
#> Duster 360 0.93750 0.15625 0.87500 0.46875
#> Merc 240D 0.06250 0.90625 0.62500 0.56250
#> Merc 230 0.25000 1.00000 0.62500 1.00000
#> Merc 280 0.53125 0.43750 0.93750 0.78125
#> Merc 280C 0.53125 0.71875 0.93750 0.62500
#> Merc 450SE 0.71875 0.46875 0.56250 0.50000
#> Merc 450SL 0.78125 0.59375 0.56250 0.09375
#> Merc 450SLC 0.75000 0.78125 0.56250 0.15625
#> Cadillac Fleetwood 0.81250 0.75000 0.87500 0.68750
#> Lincoln Continental 0.84375 0.65625 0.87500 0.31250
#> Chrysler Imperial 0.87500 0.50000 0.87500 0.75000
#> Fiat 128 0.12500 0.84375 0.56250 0.43750
#> Honda Civic 0.03125 0.53125 0.28125 0.87500
#> Toyota Corolla 0.09375 0.87500 0.56250 0.59375
#> Toyota Corona 0.28125 0.93750 0.28125 0.81250
#> Dodge Challenger 0.59375 0.28125 0.28125 0.21875
#> AMC Javelin 0.56250 0.43750 0.28125 0.12500
#> Camaro Z28 0.90625 0.09375 0.87500 0.71875
#> Pontiac Firebird 0.62500 0.37500 0.28125 0.25000
#> Fiat X1-9 0.15625 0.71875 0.56250 0.03125
#> Porsche 914-2 0.18750 0.25000 0.87500 0.90625
#> Lotus Europa 0.46875 0.18750 0.87500 0.84375
#> Ford Pantera L 0.96875 0.03125 0.87500 0.96875
#> Ferrari Dino 0.68750 0.12500 0.96875 0.65625
#> Maserati Bora 1.00000 0.06250 1.00000 0.93750
#> Volvo 142E 0.34375 0.59375 0.28125 0.53125
#> longstring_flagged irvTotal_flagged irv1_flagged
#> Mazda RX4 TRUE FALSE FALSE
#> Mazda RX4 Wag TRUE FALSE FALSE
#> Datsun 710 TRUE FALSE FALSE
#> Hornet 4 Drive FALSE FALSE FALSE
#> Hornet Sportabout TRUE FALSE FALSE
#> Valiant FALSE FALSE FALSE
#> Duster 360 TRUE FALSE FALSE
#> Merc 240D FALSE FALSE FALSE
#> Merc 230 FALSE FALSE FALSE
#> Merc 280 TRUE FALSE FALSE
#> Merc 280C TRUE FALSE FALSE
#> Merc 450SE TRUE FALSE FALSE
#> Merc 450SL TRUE FALSE FALSE
#> Merc 450SLC TRUE FALSE FALSE
#> Cadillac Fleetwood TRUE TRUE TRUE
#> Lincoln Continental TRUE FALSE FALSE
#> Chrysler Imperial TRUE FALSE FALSE
#> Fiat 128 TRUE FALSE FALSE
#> Honda Civic TRUE FALSE FALSE
#> Toyota Corolla TRUE FALSE FALSE
#> Toyota Corona FALSE FALSE FALSE
#> Dodge Challenger TRUE FALSE FALSE
#> AMC Javelin TRUE FALSE FALSE
#> Camaro Z28 TRUE FALSE FALSE
#> Pontiac Firebird TRUE FALSE FALSE
#> Fiat X1-9 TRUE FALSE FALSE
#> Porsche 914-2 FALSE FALSE FALSE
#> Lotus Europa TRUE FALSE FALSE
#> Ford Pantera L FALSE FALSE FALSE
#> Ferrari Dino FALSE FALSE FALSE
#> Maserati Bora FALSE FALSE FALSE
#> Volvo 142E TRUE FALSE FALSE
#> irv2_flagged irv3_flagged irv4_flagged mahalanobis_flagged
#> Mazda RX4 FALSE FALSE FALSE FALSE
#> Mazda RX4 Wag FALSE FALSE FALSE FALSE
#> Datsun 710 FALSE FALSE FALSE FALSE
#> Hornet 4 Drive FALSE FALSE FALSE FALSE
#> Hornet Sportabout FALSE FALSE FALSE FALSE
#> Valiant FALSE FALSE FALSE FALSE
#> Duster 360 FALSE FALSE FALSE FALSE
#> Merc 240D FALSE FALSE FALSE FALSE
#> Merc 230 FALSE TRUE FALSE TRUE
#> Merc 280 FALSE FALSE FALSE FALSE
#> Merc 280C FALSE FALSE FALSE FALSE
#> Merc 450SE FALSE FALSE FALSE FALSE
#> Merc 450SL FALSE FALSE FALSE FALSE
#> Merc 450SLC FALSE FALSE FALSE FALSE
#> Cadillac Fleetwood FALSE FALSE FALSE FALSE
#> Lincoln Continental FALSE FALSE FALSE FALSE
#> Chrysler Imperial FALSE FALSE FALSE FALSE
#> Fiat 128 FALSE FALSE FALSE FALSE
#> Honda Civic FALSE FALSE FALSE FALSE
#> Toyota Corolla FALSE FALSE FALSE FALSE
#> Toyota Corona FALSE FALSE FALSE FALSE
#> Dodge Challenger FALSE FALSE FALSE FALSE
#> AMC Javelin FALSE FALSE FALSE FALSE
#> Camaro Z28 FALSE FALSE FALSE FALSE
#> Pontiac Firebird FALSE FALSE FALSE FALSE
#> Fiat X1-9 FALSE FALSE FALSE FALSE
#> Porsche 914-2 FALSE FALSE FALSE FALSE
#> Lotus Europa FALSE FALSE FALSE FALSE
#> Ford Pantera L FALSE FALSE FALSE FALSE
#> Ferrari Dino FALSE FALSE FALSE FALSE
#> Maserati Bora TRUE FALSE TRUE FALSE
#> Volvo 142E FALSE FALSE FALSE FALSE
#>
#> $convenience
#> $convenience$metrics
#> [1] "longstring" "irvTotal" "irv1" "irv2" "irv3"
#> [6] "irv4" "mahalanobis"
#>
#>
#> attr(,"class")
#> [1] "carelessObject"