Plotting Likert Scales
Daniel Lüdecke
2022-08-07
library(dplyr)
library(sjPlot)
library(sjmisc)
library(parameters)
data(efc)
# find all variables from COPE-Index, which all have a "cop" in their
# variable name, and then plot that subset as likert-plot
mydf <- find_var(efc, pattern = "cop", out = "df")
plot_likert(mydf)
![](data:image/png;base64,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)
plot_likert(
mydf,
grid.range = c(1.2, 1.4),
expand.grid = FALSE,
values = "sum.outside",
show.prc.sign = TRUE
)
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)
# Plot in groups
plot_likert(mydf, groups = c(2, 1, 1, 1, 1, 2, 2, 2, 1))
![](data:image/png;base64,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)
pca <- parameters::principal_components(mydf)
groups <- parameters::closest_component(pca)
plot_likert(mydf, groups = groups)
![](data:image/png;base64,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)
plot_likert(
mydf,
c(rep("B", 4), rep("A", 5)),
sort.groups = FALSE,
grid.range = c(0.9, 1.1),
geom.colors = "RdBu",
rel_heights = c(6, 8),
wrap.labels = 40,
reverse.scale = TRUE
)
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)
# control legend items
six_cat_example = data.frame(
matrix(sample(1:6, 600, replace = TRUE), ncol = 6)
)
six_cat_example <-
six_cat_example %>%
dplyr::mutate_all( ~ ordered(., labels = c("+++", "++", "+", "-", "--", "---")))
# Old default
plot_likert(
six_cat_example,
groups = c(1, 1, 1, 2, 2, 2),
group.legend.options = list(nrow = 2, byrow = FALSE)
)
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R5xef1gCcd0Mg0E/qgALTpgA7vZ16wf8M/6LZczIwmAzq0i0/Uq01gFF/YGwCgowvQJCXdSEoS5kEBaCmAJt1JSlLL30laccMtq1YtF7/VWCiy2giZtCQR0IP3PdrTc0DsfL/I6iRk8s5kQE//0ZNnz74t9n5IZO0m5IrXswL61KfvYa+3EnK9yuog5LLHWhJQQxc6+IJ2oC0KaNslt6iUpLJ90pKVi6YnAtr54UdVSlK5Y/LOQ2tmJQO6+0NPqpSk8vAVr5/ZdG1WQDsuoIA+ffdljz19tyR0LUuPa01A7dWKgK5YQBSgy2VixQLqSJd/5HNxQA/eSxSgB2Ti4L3UkR742DMJgJ5eTRSgb8vE6dXUkb790e9mApR6TgboZv7ygS+IrNt0GoC2JKDLpz/4ccGldpo8g1MaBfTArNc+KbjUTpNncEpjgL597TufEVxqp8kzOKUZAN087qufUGzylNxwSgGo15qASh4DDlQ4z0RAJY8BByqcZzKgkseAAxXOMyugkkfhQQmHksMKQJVaG9A21euUgF5XD9BO1euUgN5YF9DdqtcpAb19JIA+des42g8NAXo9AOVqaUB9l2ngQX2XaeJBfZeZhwflfdH/Jpp4eNCQWhpQf1SU3gfVgPqjojp9UA2oPyoaUR9U9zy3oA+arJYGtF3PfKaP4jWgO/TMZ51RvAb0sJ75HNEoXvLIX9aKyU+M4kNqaUDb/InPtvR5UAlopz/x2VlnHlQCutuf+Nw9onlQziab9/zqf5BOswPzoAG1MqArF/FBkdi0ERLgMw7ooTV8UCQ2nYQE+EwA9MwmPigSm92E+Hxm7oOyIZKYrO8gJMQnAM16KlamCtdXy7k+198vAK1YfQDUxgRAC68PgNqYAGjh9QFQGxMALbw+AGpjAqCF1wdAbUwAtPD6AKiNCYAWXh8AtTEB0MLrA6A2JgBaeH0A1MYEQAuvD4DamABo4fUBUBtTzoCWHbOvCqqVfQLVUHMATbW4/o2FB3WrPjTx5dUHQG1MALTw+gCojQmAFl4fALUxAdDC6wOgNiYAWnh9ANTGBEALrw+A2pgAaOH1AVAbEwAtvD4AamMCoIXXB0BtTAC08PoAqI0JgBZeHwC1MY0iQK0jitiox1xWiygYBBdpHG8kJieuh5kJgALQkq6HmQmAAtCSroeZCYCWCyhfh+bsmU2BtWfC69BkB9RfkkZHX1RL0jhxPcxMALRcQPk6NGc2USJT1qHJDihfkoaFA2chGHmOXpLGiethZgKgZQIq16HhQRiD0cADEWyzAhpckkZGW/aD2TpxPcxMALRMQOU6NEFAozHAswIql6ThioUDd+J6mJkAaLlNPOcx2MRHV1HI3sT7gMom3l9QwYnrYWYCoA4AGhwYRdehyQHQtReIhL8kjRPXw8wEQB0A9PTqa6kXFf3O/D3oWiLD1cODAtBsgHIoc+6DakA7Lgh1RQFo5lOxMrUsoHmN4hWga/0laDCKB6DZm3g9D7o7r3lQf80kpQ7Mg47kVKxMLQUomw9lg6SkdWhGCOhawnVbeEkaJ66HmUkB2r/hlOf1bvQGarUnXlV52+LlBr/+hucN76+t15vBb/pWAGoLqIGyAtpa9+KH93d5gy+cGnz+VW+AwUc19PIbsWJDu5iRgkz/6U2XNgNQAJqzSTfxAxtOSdKGXhIuNMGB9te+QT0o24F6UrlhJZUdgALQnE1+H7T3Oy8I0PoFcMPfZ/z9sFbbxtp9pi7vF6cYkYMCUrnRQHsAFIDmbvIBZa0722yVfVCO4tZtusX3/NwwoKx3IOV0+EUAqlX2pTBRDND+mmzSJZFsw6Dlw6J6gHq9ui8AD1oNQJ24HmYmDejQyz+VgyLZZLOupcRRN/EAFIDmWMgKUDok6t/IUxJQhWLcg0YGSQAUgDYfUAkeb9fFYCkd0Mg0U7APWtgbAKCjC9Dh/cwL0vF7f60mB0V8ZjQZ0KFdfCe1wSgegJZxqzPpRlKSMA8KQEsBNOlOUpKqdidp9oXXiMRMlZg/npDL5yYBumIBIR/5HE/dcIvKbCNk0pJ0QA/e9yjbdBIyeafMCqZHCOixBx5nr0sJuVllbSdkwr5RCKihC5VdVq5KADpecjlnrAJ0yuVz54ydmADoigXTKY+cxrZLFKDtk5asXDQ9HdDODzNAO2+k/yWVOybvPLRmVj6Abr+IAnp83YR9x9dJQvey9LTRCKi9KgDobEIkl1P+jUzMJlfPnz/j4rlxQJczKh/8+C3MkypAVyxYSA3CrSYAevBewgB97ZPqhWXd39Nz4GPP5AAo9ZwM0CP85YMviqxlOg1AG6gCgM6YKFv2mRerJp5vOaWJfVAG6PLp7FX/KShNBPTALI7lAb9JF5xySkcM6JFpR29SbPKU3HBKAWhDVQBQ1fWcM/ZqBSh3numAiiZeA8qdZzqgkscdsw4QIp0md575ACp5FB6UcCg5rADUTBUCdMrE+RFAr0wGtF207VFAr6sPaCeZpd2oBPTG/AA9tnQa7YeGAL0ZgBqoOoDOpFAaedB2stBv2c09KB8fSa+ZvwflfdE/E008PKiFqgPoFPEoxNWN+qB68G7aB9VNfI+GMsc+qO559qEPmkXVATSYSB/Fr2rXo3UNaINRvORReM378h7FSx75y14x+YlRvIWqCej88WnzoJrKYLKtwTwoB/TQmhv5/CfP6cxxHpSzyeY9j/6mdJrbMQ9qrOoBOmcsGxuNJ0TwGQG0XXQEFipAVy5iY6M2QqJ8xgClhPK7RxxUdidJ85lXH5QNkcRk/XZCwnwC0DQ5Dagr9dVyrs/19wtAK1YfALUxAdDC6wOgNiYAWnh9ANTGBEALrw+A2pgAaOH1AVAbEwAtvD4AamMCoIXXB0BtTDkDCkH5SCGVL6AQlLMAKOS0ACjktAAo5LQAKOS0ACjktAAo5LQAKOS0ACjktJoHaHxFJa+fR2kOx3OMl9vKV2qyKcL3ZhHM7QqFz9G0ED0/tqPtoewLZD5ShneV6fPLcqWsqWgaoAkrKrEAuRtOBaPhJZbr8vppUYsiVL0b+BJPdoVoMf8cTQux8xt4wv5Q9gWyH8n+XWX5/LJcKXsqmgVo0opK8l8gGl6CZKhnmyKeiqFrV8jzBr7in6NpIfZhDu/vsj2U9bllP1KGd5Xp88twpTJQ0SxAk1ZUEt+VBt8xFtiZ7mVTRLcPdoW84R/8xD9H00JM1HdYl8pwmGxHyvKuMn1+Ga5UBiqa2weNrAfCehsNv5i0ZyLXFzEuQj+nf2QdGbtCXv+2wDmaFuIF9WUxL5XhMNmOlOVdZfv8slwpayoKBdTjX7sBsaBNioZ2bWM9G5si9ANmy+E9YXUceqRvB7/PhoWYWMfLupT9YbIdKdO7yvb5ZblS1lQUDejARvl3vWKWRXR3za5Qb5cXuZQGhaj62dDVupR1gYxHyvSuMn1+ma6UNRXNBTS6ohJbAFT+3aCYTRFRyB9PmBUa2iVWJ7M7kvBqejxhXMq+QLYjZXtXWT6/7FfKioomz4OGV1RiXxWvwZeMLYjjT14YFfH4WmID1oXC52hYSC5pan0o+wKZj5ThXWX5/DJdKWsqmgxoeEUl4dEbdFPk9K9NETHR3GVbKHyOhoV65aqQtoeyL5D5SBneVabPL8uVsqYCtzohpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhp+UDev7ndxBCfm9PUw93/m9fUcn3vtT8w0GVlwb0/S8SobuaeLT3vnipAvTcYn60Mc818XBQ9aUAPf8sUfpy847WTRSg9HiXPue9u5hc9VbzDgdVXwrQE4RM/Uvq4iinHJk3aQP8a39CU+8/TOa9eQcZ84j3s8VkKvN3lLK/o9aponXWO9IqxvzV3xCxj3eepsbcGcnuZvwLRN//0uJ5XpBYCEqSBJQ5NE7K+b+48588zisTZZUCKnSHoqtbZvDW2d9RJXm+LDX1lVB2AFApAArVlwSU+clArmh6T7AOKUPtLu/nlKxHRAbD7NI9LGdeaEfuhPfofegu1BjPDvGIJh5qIAmoYElLgsQ2FFDhR+mr2KtbdFP5PoEdGYNf5jXNY7uz6k5EsqOAMvib2OOFWkCJgNIG/yrZfXxO+FbxqgDllDFjcEfxIvZ8d7HfrgeyI4C+9zCBA4XqK7GJV3+dow4uFVDfKNJBEs8RA0AZxeATqq/4IOmze3LxoLrpTgMUfEIGSp5mCvdBY4Cm9UE1iUGHnALo+2jfIQMlT9SHR/FxQFNG8UESxzzC+pjc6Gef8O8cdYNPyEDxW513sr9C86BxQIme0AzNg/okynlQlhHMPqfnQfUwCvOgUD3FfizyPfEXv0H0p56XCOilf/81Qj67J7xjiETvva8tlrsEs9n9JXEHSk3fA1CorjL83A53f6DiBEAhpwVAIacFQCGnhUc+IKcFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnlS+gP061nEwvlMlU4fpqOdfn+vsdmQmAFl4fALUxAdDC6wOgNiYAWnh9ANTGNNoAnW+uVebqsVHtbAb1GWmLjZy4Hg1NABSAlnk9GpoAqAGgK264hW3aCJm0RGYF0yFAD973aE/PAfE4y/0iq5OQyTvTAD29mpCPfpcmdhNyxesyM5gOA3rsgcdF4uhNMtG3nZAJ+2KAPvXpe7Zs2SzO4zaR1UHIZY8B0MynYmUqFNC2SxigbdfR/5LK9klLVi6angRo54cfVSlJ5Y7JOw+tmZUC6OnV11IeKY2Hr3j9zKZrRWYwHQF0+0WCy+PrZKJv74R9x9dNiwHaccE9KiWpXHvZY0/fPQ6AZj4VK1OBgK5YQBigD35cvbCshatWLf/I52KAHryXKEAPyMTBe6kjPfCxZ5IBfftDT549+85nnjy9+iH6B3elZ4PpMKDHlhLJ5d5flR702NJlfX1HPvhiGNCnbiUK0M0y8dSt1JFu/sAXAGjWU7EyFQjo8ukcy+WBJp1ncEojgB6Y9donBZfaafIMTmlqH5QCSv9JMvmfOh0G9Mg02bIf/dRfS0B5Bqc0COjmcV/9hOBSO02ewSkFoNlOxcpUaBPPeWyfvpwQ6TS580wCVPIYcKDCedYHlDbx3GFKKIPpaBMvAD2+bpnqg3LnGQNU8hhwoMJ5VhfQ/g2nPK93I00Nfv0NlbctXo5bh/fX1uvN4Dd9aysD2kamazcqAb2uDqCdqtcpAb0xHdDDtJmXUN4eAPT2dED3TuuLAHpzGqAdqtcpAb2+ooAO7+/yBl+gkHq96yWgQy+/ESs2tItZKciMZbXp0uaWBpSxKb1mYw/qu8yGHvQweSjsNRt60KOfejEKaJoH9V1mxT2oN7DhFCdt4CvKgyY40P7aN6h16KVXmSeVG1ZS2VsZ0PbpqzSUqX1QDag/KmrUB93NhklnzfqgEtC9YvZoWXofVAPqj4oq3wft/Q5zoMM/+IkEdPj7jL8f1mrbvIEaV5f3i1OMyEEBqdzw/1I/Pum6sgMqvOYN9UfxGtAdeuaz/ij+7OH4yD19FB+Y/jxadxSvAV2rZz5jo/iyL0UDxQAdfJ5x1r9N9UE5ilspneuDLX0CoKx3oABt0tcov/qyA7py0XV8/pPntKXOg0pAO/2Jz85686DcW8qBkp773J0+DxoDtG978jyoBLTDn/jsqPg8aD91ld7Qt08pQBmYDFp/0MSUAKjXq/sCrQwoJZTfPeKgsjtJPp9xQA+t4YMisekkJMBnGNDDorV+iN89okye2cTGRiLdENDj69jYaDshks84oE/fzQdFYtNBSIDPqgE69PJP6aCIdkM1oLRrKXHUTfwoBbShemyEe/E2Jg0oHRL1bxzapUnUKMY9aGSQBEABaPMB1e7QC/VBEwGNTDO1fh8UgDbtejQ0SUCH9zMvyGfrFZB8ZjQZUOpo1wc2gVF8YW8AgI4uQJOUdCMpSVWdB5194TVsM56Qy+fKrGAagBZxPRqa6gCadCcpSVW9kzSeAzr+SvpfUjnl8rlzxk4EoAVej4amej8WMXOh4gapUIUAnU0IA3SmfmFZV8+fP+PiuQC0uOvR0DRqf800YyLHcobfpAtOOaUAtKjr0dA02gAN6N3fZYvkzDvHVxphlnMscvT7D0eXt837/Go51+cEUAA0//o4oN18+aar3goAele9QjmcHwC1MY16QNkSZNRrwoO6VR8A1U28pwHlGQDUifoAqORReM0/fo5ZOJvnYkuYANAS6gOgEtDzz7JlcEUflLX355+dV7dQDucHQG1MOQNa9q9cbfSv//l/0Nf/++eE/Lsf0c1v0T++RcivN/24taYfoSXUHEBTLa5/YwusDx7UxgRAm1PfL/+Y9h/4quS6T9stVi3ngL7Pzf5Wmn804pOQFcpjnQweN1N9piYAWrH6viXWIJ8nJ7I83tEVHVwGaPcYAabaSvOvj/gkRIXdd4njngweN1N9piYAWqn6qOdkoJxjL3wsFpwiqCmz3mrzr6Qugmp2ErJCfkj2cjLfqQkAam5yu75z8/71d5VrlID6k6w1ahaZaqvNfxidg7U8CVnhOdWkn8x3cheAmptcr88HVDbx/m0q1sQrMDWgwjxSQCM/MGCmPG+PAVBzk10hi9/RW/2KKf2nTSoCTs8OGaPJj4DDfs2knjbWTx2rcDdmv1pK/xUTf5izgz29uVk8ER+JeOPG9bAwAdDmArpDRbH1I+DUA/ShfABlbMogIpGIN25cDwsTAG0qoH44Wz8CTiKgKtxNLoCuZY+/SygjEW/cuB4WJgDaTEB3+BFv/Ag4iYCqcDe5ACq85qf96GF+xBs3roeFCYA2EVDdEeXOVEXASQRUhbvJBVAeSERFZQpHvHHjeliYAGgTAd0h11IIR8CJARoMd5MLoJRQvl5CQsQbN66HhQmANgfQrM8kjRTQRnLjeliYohGWB7fWauo599aJsAxAKw+oirA8sFHv0kIRlgFo5QFVEZb9QGCtFGEZgFYfUBFhmTUBAbIAAArUSURBVIVVlsoUYbmwNwBARx2gPMLy0Ev/s/aE4C1ThOWyf4adIgCqVPaVMFcMUB5hmVEq+56tFGEZgFbfg4oIyzwlmuxWirAMQKsPKI+wzFMS0FaKsAxAKw+oBI+36yJcXStFWAagVQdUR1jur9XWt16E5QB+PGztDHEPUsaxC4WtTQR0xQK9TKdc73hVdMl4ANoc0+iIsBwAVISt5anEsLVJgK5YMF0tFb9y0SUS0MiS8QC0OabREWHZ958ibC3TDJmIhK1NAnS5Xi9+Vfu/lR40uthcUwA9tpQQvojcdkIm7JOZwfSoBrSFIixr+GTYWirtNCNha1P7oBzQB//9f5WARpfrbAagx5ZO4yvJ9e0NrCYXTI9yQO3lPKA63Ld2oMJ5GgDaxleZW6j6oNEFj5sB6JGLHudLygXX4wytzQlALeUqoAGTeo6yW8UykM9TRsPWRus7MUYEa1TlebFfxqLdGpxEre75xUQPSP+dVE9mxh8jdgIoAJpXfcE4ClyNHvgV9Z0gdId3/8srUUDTiuUHaPdVb9FjaUDjjxE7ARQAzas+CZgfa6NRyARen4goc0LMTvmeLDOg5rGZmOeWgN6lTzwUp9wJoABoXvVJQE/oeFqNgs6wQif80DHKg/Ji/xILKWNwEgxQ49hM3HPDg+al6gDa7YfT6q4ftosW0vE/vEAsEFbsz2NBuQxOwiY2kwAYfdC8VBlAeWBltaGN67y6haJNuy6WKRqdRWwm6bl5DP1zOh0JBuYEUAC0depjTbxZbKaAt/6RDqEYi1Pu+vt1CtCyf+VaBdVOqvDj/vbkv/zK/zp58pd/+FuhPf+P8Nz/XcUmLzBOeflqDqCpFte/sU560HLOz4n60MSXV18ioPnEB83l/JyoD4CWV18ioPlEWM7l/Jyob3QA6q9hICfEmSlxTYGk+lTpk8ES4dL5Adposst1oABohkKBNQzkhPjJtDUFEurTpb91V8JKCCM4vxigJpNdrgMFQI0s4Wc3+A+W2K+XAr8Cjf36M/UHTOpHoOJnduI3TOk/AjX4FVOOP1g2/dUSAI3ILUD1z+v8X4HGf/1Z7xd2HMzlgec60n8ECkCbZGp5QMWDHTNTf/1ZH9C2SUvapy/XDySl/wgUgDbJ1OqAThFkRgG90gzQdtrMt5HplEzhRiWg1wHQZtc3WgCdIn1lNg/aThbKh+Wk14QHLaq+UQLo+FDXUycMAW3jD3C2syc3JZTogxZV3+gAdIoerc+0H8WvahcdT+E1b8AovtD6YoCqCMvD+1m8RZlXuQjLYew0lcHk+MhT8KmAqqfjVi66jj8EL5xq2sPwALRJpmiE5d4Np3gcRqoKRliOOFA/fggHdM5YNjYaT0iUz0RA20XphZRQHkKEg8rCiaTwCUCbYopEWA6EsalihOUoeKZKQc5OALQZpkiE5UAgpipGWB5dgIqlutiSM2olTrbkjFgeKdvnl/f1yMEUibA8sOEfRRzQakZYdgPQg/ex9bte+w3aQZi8U2R1+kkzQI898LhIHL1JJoIhbySNFzBAO8b5a8Wu1Yt2lXwhclAMUB5heYD5SxEDvIoRlt0AVCzQeUAT2dOzQ60yZwzo9osEl8fXyUQo5A33n7cSBqhYnFO4zcCyh9k+v7yvRw6mSIRl1p+UHrGKEZZdAPTgvYQDumOW5tNfp9MQ0GNLieRy769KDxoKecNo3DxOrConPSfbBBaOzfb55X09cjBFIiwz6CSgVYyw7AKgB2aJJTo7b9SA+isdGwJ6ZJps2Y9+6q8loDyDU6qbeA2oWsw4sPR2ts8v7+uRgykSYZnBJjudVYyw7AKgmsf/RIh0mv5a8cZNvAD0+Lplqg/KnWcioHSUJNeNlYBe34KA6gjLbKK+S2ZVL8KyQ4C+9hvUg772H58JAHqjNaB7p/VFAL05yYOq5bZb2YMmqIIRlh0C1O98ZvegRz/1YhTQxCZetfEt3QeNq4IRlh0F1LoPKgHdK25mLavXBw14zdYexSeoehGWHQJUeE0+I2o/ig9Mfx5NG8VLQJ++m0EpO6Edeh402+eX9/XIwdTSv2YqE9BDa+7350I7redBY4CyUOCheVDVxLM7SZTPp+++XtxJGteqtzrzUNmAulEfe1TzJH9q+aq3Ao9sKnPNpL5QRAdax8lwHSM+dZc/v5AJgBZenxGguZxEhesDoOXVB0BtTAC08PoAqI0pZ0AhKB8ppPIFFIJyFgCFnBYAhZwWAIWcFgCFnBYAhZwWAIWcFgCFnBYAhZxW8wCNR3Hy+vnjJOFnSOLlttbYc882RTwVUsquUPgcTQvR82M72h7KvkDmI2V4V5k+vyxXypqKpgGaEMVp6KVX2eMhgV/gJ5br8vppUYsiVDKklF0hWsw/R9NC7PxY5ADbQ9kXyH4k+3eV5fPLcqXsqWgWoElRnOS/wC/wEyQfL7Upop/bsyvkeQNf8c/RtJCMHGB7KOtzy36kDO8q0+eX4UploKJZgCZFcRLflQbfMfYwKd3LpohuH+wKecM/+Il/jqaFmKjvsC6V4TDZjpTlXWX6/DJcqQxUNLcPGolBwnobDb+YtGciY5oYF1EhpewKef3bAudoWogX1JfFvFSGw2Q7UpZ3le3zy3KlrKkoFFCPf+0G1JP3iRratY31bGyK6JBSdoWGvh38PhsWYmIdL+tS9ofJdqRM7yrb55flSllTUTSgAxvl3/WKWRbR3TW7Qr1dXuRSGhSi6mdDV+tS1gUyHinTu8r0+WW6UtZUNBfQaBQnFnRU/t2gmE0RT4WUsio0tEtERLM7kvBqejxhXMq+QLYjZXtXWT6/7FfKioomz4OGozixr4rX4EvGgvD4kxdGRTxPhZSyKxQ+R8NCKkC67aHsC2Q+UoZ3leXzy3SlrKloMqDhKE7CozfopsjpX5siYqK5y7ZQ+BwNC/XKSJS2h7IvkPlIGd5Vps8vy5WypgK3OiGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVAIacFQCGnBUAhpwVATbQlSebFzyYpde9VicrhXVRSANREALQ0AVATAdDSBEBNBEBLEwA1EQAtTQDURAC0NAFQEwHQ0gRATQRASxMANREALU0A1EQNAf3nP0jeCjUENLQ7AA0KgJoIgJYmAGoiAFqaAKiJ6gP6/z7P9Pv/O7rVO9QHNLo7AA0KgJrIIQ/6z5///B+w/7m+P4cFQE3kEKCjTQDURAC0NAFQEzUEtL4aAhoSAA0KgJoIgJYmAGoiAFqaAKiJAGhpAqAmAqClCYCaCICWJgAKOS0AaqK+JJkX70lS6t7zE5XDu6ikAKiJAGhpAqAmAqClCYCaCICWJgBqIgBamgCoiQBoaQKgJgKgpQmAmgiAliYAaiIAWpoAqIkAaGkCoCZqCGjyL+mVAGh2AVATAdDSBEBNBEBLEwA1UX1AU5+HVwKg2QVATdRUDxp9yr0+oOq5+NHybDwANRGa+NIEQE0EQEsTADVRQ0DrC4BmFwA1EQAtTQDURAC0NAFQEwHQ0gRATQRASxMAhZwWAIWcFgCFnBYAhZwWAIWcFgCFnBYAhZwWAIWcFgCFnBYAhZwWAIWcFgCFnBYAhZwWAIWcFgCFnBYAhZwWAIWc1v8HjnkV1YQtSEgAAAAASUVORK5CYII=)
# New default
plot_likert(six_cat_example, groups = c(1, 1, 1, 2, 2, 2))
![](data:image/png;base64,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)