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 )
data | The dataframe. |
---|---|
items | The items to look at. |
flagUnivar | How extreme a score has to be for it to be flagged as suspicous univariately. |
flagMultivar | This has not been implemented yet. |
irvSplit | Whether to split for the IRV, and if so, in how many parts. |
responseTime | If not |
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"