Plotting Likert Scales
Daniel Lüdecke
2024-11-29
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,iVBORw0KGgoAAAANSUhEUgAAAqAAAAIQCAMAAABpKCyCAAAC6FBMVEUAAAAAAAYAAAoAABkAABwAAB8AACwAAC0AADIAADUAADoAAE0AAF4AAGYAFQYAFQ4AHwAAHxkAHz8AIHsAJxMALBwALEYALiwALm0ANQAANVEANYQAOjoAOnsAOpAASxkAS2EATVkAUooAXqgAXy0AX3EAZrYAcj8AcnEAhVEAhWEAhXEBhXEdAAAdACwdAE0dLiwdLm0dc6YlAAAlAAYlAAolFQYlFQ4lNhUyAAAyABwyADIyLBwyLEYybWszAAAzACwzksE1AAA1ADU1hMk6AAA6ADo6AGY6Ojo6kNtDAABDAAZDRRlILgBIkm1IsMFNTU1NTW5NTY5NbqtNjshZAABZABxZi31cUgBcsG1czcFdFQBdRQ5dVBleAABeqOtmAABmADpmtrZmtv9uTU1uTW5uTY5ubm5ubo5ubqtucyxujshuq8huq+RuzcF2JwB2VA52YRl8OgB+LAB+i0Z+p31/f39/f5V/f6t/lZV/lcF/q6t/q8F/q9aAfiyAkjiAkk2AsG2AzYqAzaaAzcGENQCEyeuOTU2OTW6OTY6Obk2Oq6uOyP+PNgaPYRmQOgCQtpCQ2/+Vf3+Vf5WVf6uVlZWVlauVlcGVq6uVq9aVwcGVwdaVweufTQCfp0afwn2mRQqmVA6mYROmYRWmYRqoXgCo6+urbk2rbm6rbo6rf3+rf5Wrf6urlX+rlcGrq26rq46rq6urwcGryKur1v+r5OSr5P+2ZgC225C2///AbRzAwn3BlX/BlZXBlavBq3/BwZXBwavB1sHB6+vB6//Ijk3Ijm7I/8jI/+TI///JhDXJ6+vMzMzWq3/Wq5XWwZXW1qvW68HW/9bW/+vW///bkDrb///fizLfp0bfwlnfwmvfwn3kq27k/+Tk///rqF7rwZXryYTr1qvr1tbr66jr68Hr68nr6+vr/+vr////tmb/yI7/1qv/25D/5Kv/68H//5z//7b//8j//9b//9v//+T//+v///9O8+eEAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nO2de5we1Xnfh0vBNVVMqEIRaQEpWOIiOwmxE2q3UtQWHKlSUBJkqSg4okuSRi0oVGWkgrfVLU7cILZaYW8gq1g3x6mQ21rZessiOQHLSVx3qbksQlriLE2wkFjxdtF659+e55znXOZ+eeedObPv8/ugnTlz5sy87+6X55wz85zncTwSyWI5dX8AEilJBCjJahGgJKtFgJKsFgFKsloEKMlqNRfQ/x0on7W87Fr2efKWaxIBWlWZAC0kArSqMgFaSARoVWUCtJAI0KrKBGghEaBVlQnQQiJAqyoToIVEgFZVJkALiQCtqkyAFhIBWlWZAC0kArSqMgFaSARoVWUCtJAaDOjZZsmt+wPkVd1/YKEGAxoo121hyIJ2RARoVWUCtJAI0KrKBGghEaBVlQnQQiJAqyoToIVEgFZVJkALiQCtqkyAFhIBWlWZAC0kArSqMgFaSARoxvKw49zwuudduMsRO1CPxzK0n3pgj+v5Gkz/ltm485+fAK1aqYA6dskNHfGGTULrBpAALVnpgC7OImdXFm3/6D3ix8YF4WOp2rHUueIed/z0mrXj46c+8KVxpjc+wQC9cPeehM9vWbkmEaCZAN123cNiZ90d4WPprRcwjl0G5aPjglICNLMI0EyIbVywzXGuuo/Zwp/gW/NYFnFAufFEQM9spi4+kwjQTICtcxZwk7n9I8yCbv/Jh81jeQFdMs7l0CQpi8KAXnz2ZKaWo+5j58xy66nXyvlI+nqJl6wWUOBwx9JlvIBb37EcgHILenqN40z3zXku4fNbVq5JhQENnTarAeVzowCgvmNZADXHoKc+QGPQTCoMaAieWQ3oNhhr7vjZe+TWPJYZUHMWT4BmVADQSdd9nAHa6ne3CExHe9mPiV48AsQIaljZHbp4xN3KCmKDNMU1wCYeVsyceMF1e2VbppnjQ6xqyJt87Jy6nmzJPhWcyzZb9P88lQK6cxUbe2687uGdq5apcac8lhnQ8X3XPn9m8/xx2cXTJCmD/IBePDLkTWw5CZtJwQ0wwtjBIwZvbANMTTx2Djf6eHQDOMJ2sWLm+Fa2O4htoZ5BPfmFQW9iUF/PaDnJPhX7P2dSj3srBZTR6DhizMm3HE55LDOg4/scZz7M4Nk86TRNkjLJDyj8/RkHAAb29NywCVSwQoNoHMRNUgNkCyvgNMakcafWwLmXXnyaHddNjS6eHQBODVULaPtyx/1ynJTPb1m5Jvl/SxMCUGCJE+RxwzYx6OGRAKCsz2adrtwgTXEN0FBiBb/85GNvi7ZQcfHZb37jlaOvHH1NX88cHLCTWNfvakYJ0GrLNSnNgnoXj7564qQXa0E9z/NvYhvEWlCp0WPMhr7QG3GDvSflx8GBB4gArbZck9LGoIIbD4/w+q3mGFRvFGsxDfgYdO9JNQaFydAQtuXt+AiU/dPXk2izC4wyk8o4JUBrK9ekwG+JdabP+GbxMHce8uTc25tw3WeOKoPJ+lw4KDYK0JgGgVn88a+57qBsi/V8LmRcTw1rXff3GbU1zuIJ0LqU/qoz9/PNTA3kELe4UiOLWA9oFeFB2lCbf5+SlA7oRG/OS2ZqUAKggTJZ0M6Wa1IaoK3+rfkMaMYGBCgBmknkzUSAZivXpKoAjRqY4qyJa2IwohYeTLEZkn6n1Xpa1xOg1ZZrUo0WFN9giv2jQX4vHhnko9nRXvF6/+IR4HSUHtTXVa5JNQLKn9yPCssZYUDFA314QA+7E+7vgQ2u7V08AVqTSgMU+2vheNT64lfhIT3vnFnFZ+Gd58vSi4S7KsEJnporzfB3T38KT0bhAkzGG3n+FumvhTOK4QtIgFZbrkllAWr6KsHr+SEPnZL4uyTg7VV4QTTwDroq9Yu+elS//2z1D5ovilQ7+daVA2pM/gnQass1qSxAjb4X7N5e9Taev94/AqBxLxJpGPdyS4hvQTmYso0Us7y/fzwIqBwSeJkBvdVxnCtvX7z4tqsd5yaE0tyvHtB9jnPt8wLQ6T7HWR73+S0r16SyAEVfJXQ8EhaROyVNKLcmZj5P+F2fVIcNFKNfieziPVHfLqC3OtcvXjzvmtsXz7ue7SOV5n7lgI6g1zIAOrzQm9qwPObzW1auSSVbUHQ8CjgxCQvqvfTigOnWbDx7kucHHkbBmOHZk76T8wJ682W3LF686LJbFsH2RgbqYl5U+5UDqtZ9yCUfY+i2XDeAsxxQ9FWSjkdiQiRHpTiWnHRNVyWzdQSgQOao8ZipnTEoJ3KxhtLcrxpQtXJOjkEJ0ESVPItHxyMx4xaOSqziceyqj77md31SPEqvO5Nb1teDVVaLltqYxc8TMN7qfFgdUvtVA6rWHiOgUxt6Yj6/ZeWaVMlz0PSFouHnoNEq9Bz0Rm5A2cxIGVBjvyZAlwhA2SxJLkyqG8BuBTTgZhyj8JukaBV5k3SjMpw3X6m7eLlftwX1zmP0hroB7FZAwWV5S/pK+2wmtDWgg5nMgvCLXLKPrxvArgW0U8oYwHZMGKjzc/5QscBt1tRnejK1L62MEZb5Z4BPcFZ+EAI0SbMdUBm8Y7rvVxgQYrw33QeM/OjrUed3rixDgA/f8Pp030JeLz4IzeKTNNsBHRO9aY8MuT3dt1y8wLnhO5nal1dWMeqHHWchhACXH4QmSUma7YDaU6YkCoVEgFZVJkALiQCtqkyAFhIBWlWZAC0kArSqMgFaSARoVWUCtJAaDGjdkTdyyq37A+RV3X9goQYDGijXbWHIgnZEBGhVZQK0kAjQqsoEaCERoFWVCdBCIkCrKhOghUSAVlUmQAuJAK2qTIAWEgFaVZkALSQCtKoyAVpIBGjp5akH9oiymYrzwt1ZAB1G/+Vhw6FaHsty/6kNjsOXuLBGasUAXoAArVj2AZp30Vzlauv71SQCtLwyBoNyrhAJkDf+vY+qTMhsPxjdLiwedIT9MLMiy2OpjcfHncP7L7n/8OEDH7v/4IqVhw/vv/SRw4d5EX8cJkArlaWA3ny9I7jc/uP/QgEK++mAnoKgd2Z0HONYJkAPI5GcR04p4/RDTx5GEaCVylJAFy8WgO5ctWy7BJTvpwM6Mv+U4zDDqWI7GMeyA7rpQ09y44mA7p6733GEMSVAK5XlgG5csEsByvfTAd0HubqZyVTRcYxjmQHdzbp5BPROzqszV5rRWQtoemgloVHX9cW4ydhO5TTOl9LObkC3//h9ClCxnwFQ4JBZTtOCymNZAd3tyOEnWtBNwKbY73ZAQ6dlBTtJ8dTaDehGMW9exg0o33VTIRthxhJgNMeg8lhGQDfBNOmwOQbdzQwoAcoVYqmbAeWWU8/iM1lQYTk/7ZvFy2PZAN0tBpvmLF5Y038+e2fxky6E9zTyH/NwshO9eERH9YQAoccgNC1P1iHbeV7mBCBGY1HhqWii/TLSaJ5sx5WX2wX0zOYlPEI49Os8Srh5LAug4mmS6NcPrZ/Ldw+tZ0PR3bN3DBrOIN+S6WT4ESPsLOZ4F8k6sJ28RJYEIG/7G4sw9SLrt8o9nydffOXlKEB3rrojM6CMRpFfAfIszEc41bEMgO4W44qVMDWCuRGH89B6xxGPmmYloDzEvJnLwAzi7Y9Gj4CKZB3YTl4ClZYAxGx8RAEaSJmEshfQxPignZNzOEWzEtAJAdqkyNUhDgFN3qTK3hEAVByY0IBmTgDia4x347HtRdH8DB4BSoByhS2od/HoqydOerEWFLPJhCxolgQgZmOyoASoV2QMyqZJxwbOmQPDia1hQINj0AwJQAKNcQwKWDdsDEqAlqjUWTzrjp/xzeJhOj7kqTn1hOs+czQMqGyHl8iSAMTf+HE54mVNGzaLJ0BLVJFXnTlf+SQq9llp6kNU+yKLWA9ovq9T2t+4LRUBdKK3nHvHJgDJlBmELGhuQNv6fjUpP6Ct/tSkMlkVmwAkS2YQApQAtVoEKAGaQdkdScIjV3wFyhXOk8Rq4fkUmyXhW1GYLT2t6wlQAjSDino6eeLx0+QW+Ww1SO/FI4N8sCuSycpz82Saq7xMgHZANQLKH+Bjeu0IAyoey2M6bvkWKU+uzsrLBGgH1Bag6LEkfJNmjh/rd3tZV9yrHJd8jk2tCGcl+epyhr+a4pXQlGko/PoIrCi9SSJAswvfFqFv0sxx8E967Fxr70nluGQ6NrWinJVG8TUofzg/aD5bMl4zGe/06V08AZpd/vf0wI7855mOS/q0kLMSviTlYEo3JylmZvHFkwBUnDuqxgKWAXrhn+4RgN7mOM4dBGhZagdQ9FhC3yQTUMNxSTk2RTgrqQ4bkJWOItjFw2Gzi8cX+7YCOt33txHQec6uHUsjCCVAC6kkC+p5ngGo33FpMgiosqDKYKp38P5HUeA3IiZJytbaCujY30cLuugy1sVvvO5hArQclTQGZQwZgBqOS9qxKdJZCRUBKJA5qh4zAfIgW8egFz71P2UXv5gALVNtzeLRY0n4JhmAGo5L2rEpwllJ8YiM+ywo6+thBiUeEYxiv2/pLH66r+eCAeiOpcuoiy9Jdb3qDDwYDT8HjZalz0HHFnoGoKucCANKgBZTHYBGOCuF3yRFy843SRc+9ZwJ6K5d2666jwAtR7VY0AhnpWwmtDWgDKhNgI5liX1I4RcLibyZSiozC8q35yGA7NSGntD5FGG5kAjQksoSUDZfYpTe8DoBWo4I0JLKAOh033IgNDrkNgFaSARoVWUCtJAI0KrKBGghEaBVlQnQQiJAqyoToIVEgFZVJkALiQCtqkyAFlKDAe1MeJCOya37A+RV3X9goQYDGijXbWHIgnZExQBtJ/q8dKlrN8ITAVptuSZVD2hZIkCrLdckArSqMgFaSAUA9ef9wIQdk9qDro2kHsHG6GSPF8fLoAjQass1KT+g/pjLMmEHIxa93dtK6hFojGuYxMXxMvJzEKDVlmtSfkD9q+FlhJojQ2Y9Kn9Sj0BjvcjOU8FwZD0BWm25JuUH1J/3AxfFQ/eL6zTbSuoR0ZgnSnJFIHDTE58ArbZck8qwoLJiq8rd4RVN6hHfWOQMM0SAVluuSWWMQbGzRkDbSurhb4wpRPDicm0yynJApz7jOMt16YE9BGghFZjF+/N+YMKO0Cy+WFIPf2OZQkTP4q3O8iEUt2LNgkVzQgW/X02q+FVn8aQeIVkLKF97fPNltzhq9fGOpc4V9+RZdpy6grgNEaBxai+pR0iWA3rl7Y5Kd7xtAdsjQAupSgvaVlKPkCwHlFtQR4bAIUCLiryZyi4LQG91rnd2riJA21b5gOLjoVH3sT9x3WDH3VJ5Z8MNc7o32Q0oI9S54udl5ngCtLA6Aqj4GTXvwal7GbIcUIjRtJ0AbVudAjSGxK4BdBGMQXWYUAK0qEoGVCb0eLmfB/Q8hi86VfTP1lOvHMF3mCE3KCMNiMcD1/KsoOJxq2wOvlF4K7sBve3q653tH1FhQgnQoioXUF8wZfEf+icpQOVe2A1KpwHBEryCwhdWsnm/leEXfWU9BoUp0s5VdxCg7ahcQH3h6MV/mj4/oGE3KO3eBCX5DlW/8sd6KcsBDaWjIUALqVxAJ8KATsQBGnKDMt598muBT543qVygguNXApQAza2cFlS2Up26CejFo6+eUL6kBCgBWobixqB7lWOS6sbDblABQL3RYwPCDU863W8lQAnQNmUm9JDAiVVGwjGJk4kJDoNuUEFAJ3nXj05Tqrm6FQFKgNarlAemtkYWsR7QrF+kqr9zsiwGFLLFJ4gsaEFAC36/mmQtoK3+FAc8ApQAtVoEKAGaTf6xYtzIMcmPKa02UgQoAZpNmqokvlLZ883gM4gAJUCziQD1lQnQUlUUUCPmklhH7Lq9F4/oSA3cA0m4Joknna2nvoteTTMnXoDASx6+b+8f8iYfe1t6OX1XvvhsuDcTAVqSCgOqYy61QrGU0AMJIy8Jf6VWfy+6Jc0cB7S5Ux0DcPILgxgHh5PdO1u8meIBPb3GcT7wpfFTYhHwWnVsSQ5AD/wUa/qhJ/eLa6zkxw6ucJxLHyFAhYyYS9gv+9+Y67BMMrKSKOFLTnzI2Ro499KLT2M8HGjcbG+mC3cBLrejQ6jjz8rtKj7nj4/vu/Z5XsDtmc3XPn9m85LsgO7/0JNqf5PYP7hirtonQGW8BTP8krKgfg8kGVlJwcsBFT4kF5/95jdeOfrKUcOJpMneTJCiUzksX+PsWmcSKgE9dfmj4+NvfOJRtS+3p5hZzQro7rma1Uvu19sDH7ufAOUyUELLFragochKIQvKHUJeeqHXiwC0gd5MYws935IPvSYpOAYVgJ7ZPB+hBTYR2kyAbrpT7h1aP9c4ToBKtXTMJbCZGIhJd+oGksJfyQRUxAoF8RHoFwZNZ+UGezMNQzCmTICKrl0aULSgOB7NAOjBFT8tx5vSgCK41MWjWjrmkvBQglhK0lHJN/NWs3gN6NfkwiMxh1fXGPIB2jhvpqkNP+c4c9K6eNCIIHPffGNcemZzdkAP/BSzoAd+BmDcZBrQ3ZekGtBuAbQNYSjQVKV5MwXK9QN64S5mQS/gJGnxvJhJEvApUDy9RhHJZvGX/7scXTzo4IqV+EPx6ayMP50AzaqsgDbTm2nK+bCOLILBwwKA7pNTIz0r0uPSnIDuNx4sbcpgPwnQdGUDtKneTFNxUQ8p/GIhdQbQUReeIkX20Ua8EfS155oYDJ7IauEibGiKGULgWdXTut4+QM/PeY6HqoXS+Tl/yLr7u/foehnAVh486w0vlHXTfQu9t+7qyXy/6b4e7yx/qKWv8ZZ5s1K+jxXqCKBJwT51Hb5+EvtHgyzDuybo5Ed74T957qjNb5IAG/EslHG64ccYPWJfSAI6JuxYz9npPh6BmW+mNrAjOe4H58PFjWv8L7xup75fTeoIoEnTGw0of1Y/KixnhAHFdfPPqkQgMDSYtDoNDWIjkPuMQEiJQoAXUicAhe742Be/uvVlFeDG8BuBWN96oRyOR2dOKN+SSR4zB9fVqVwNcBJYUUpDU1u5JnXKgsIDzpYKcGNm7Npy0gh3M2qsmtdhb0BGygWk0shWAyJAqy3XpI4BqnxDDL8RjOugw91MIJAApuEoIi7SL5MwCEDFuaNqLECAVluuSR0D1BfgBksYGUeFu1EdNpArPU2wi/c8z9fFT4hBAQFaV7kmdRpQvdZIW1A4wjtzZTCDjiL6OjhJUraWAK2rXJM6DKjh1YleJBPCp8Sf1SMCUCBzVD1mko6gNAatrVyTOgyo9ieRHqTPGLN4xaNMImdaUHYSzKDEY4BR7PfNWXwnw4N0QG7dHyCvOkFGflmyLj78HDRadj8HTSyTBS0kSwANv0mKltVvkpLLBGghWQJoRhPaGlAGlACtuFyTbAE0vwjQass1iQCtqkyAFhIBWlWZAC0kArSqMgFaSARoVWUCtJBMQJP8jNMkH7FHuoKmLH/LeOmACNBqyzWpLEATVRzQhJZ2Ahq/FMiSNUmFv19NIkDLLavQYcHYYeHodvvmj59es4THZVKxmk7hNqjSwt01F1B0dsc4CaFMr3KFG4+zaAZfhIrPgt/myzzWyDGdEVZU8LYYVZE3bsmwdTKZvDzfdz1fQMeXg01ATQeUrzIeufZ5vpVLjkfmh+EkQEHS2V1EmglnesWcsDLOog6+qDzfXwWHj4G3VUZYrIDGGFVRNP4mP+8d0VrUDpr3FM18AR1fDTYBNR1QAWQA0H1Los4iQM0khsbGyPRqeGloD3nY5Q2PgOc7D0ennemxAloYzvKshTxPDin8zvdGMx00LNgENBsAhdgiZhd/es0/4rFDCVAl+YHR2V1GOwxlepWmy4izKM6ZUPERmY07cVJ72hlLiAxvO2jMz8M76Fr/9fwBHYNNQM0H9Mxmh3O5z3Fw6PnGP2QW9I1//DwBqhRvQWWFGPbJnLC+OIuqIbeg3ksvDpzTgJoWVMe5AxOI58k7+J3v5fX8Nwo0ATUf0HEe/UYEDjPMphGyiQBNGIPqyImynhVlnEUdfNFYfTnpDgbd510TUGzMz5MuyrrWfz1/QMdgE9CsAJTBGIwNSoD6pD4wOrvrWbw/0yvO4jHOYksHX4SKx9H0Hn3NABQreFuJIG8snD+xta71Xy8Q0DHQBNR0QDmYAUDFsU8/SoAqlfKqM/YBasEnq5maNR3QM5vX8ueeZsx6eYwAVWob0PAKuLSKgtcLqumAwhyJT44gwwfb8iQKuE+AKrVvQSfMqXWmioLXC6jxgOYRAdo8EaAEaIJG3cf+xNUP79tXNjeo2TaLJ0DTVBBQDIzoU0ec6uLPIkAJ0Hi1/DmL5LE2PggBSoBGKTeg3KWIv3V03SHtgMT35YNNXy5ZLyUxLOaWRY8neaqRu8bnRmUAWnfkjUhZD2j2r1IKX20rL6A6gWzrKdMByTCp/lyycER52EUlhsXcsjrZLD8VM9CKN0stX7paVFMsqGMXoIW/X03KC6h+We93QPL8qz4MjycvJTEsZkbE040XnuJSATcqApQATZQO+Ol3QPI0oIFcsqCkxLCYW/ZtPF2cqjPQht2oUAQoARoh7eDhd0DywhbUADQpMay0oPKNPD+VX5Z3+GE3KhQBSoBGSPfW/v6YAST7bP9QUzRLSAyLuWXV6fxUnYE27EaFIkAJ0CipgJ9+ByTh6SSmPf5cslwJiWExt6w6XZwanMWbblRCBCgBWp4SnnIGMyNmfZxKgNYDaPR1Y05uXxUBmpAYNghoSg5ZJQsBHXYcmet4EaxB59mOOw3ogY/dD/m52e1krvhNepcAzaTExLB+QFNzyCrZB+jwcvb7vEYQevM1FVnQQ+shx/F+g8hNd7J/cYQSoKgk3w813U9LJovjW56YVoxrbU4my7PEOpfdwgG98fqKAN39Q2BBd89VB4RF/VhMZm4CFBUHqDF1Sksmy+f6mFMWS1aHAOdpZOUYdN5N1QB64OO/CSyC1UTtj+3eCVBDGQDNlEzWv7E6icLYwvNqDHqr88OOc9V9HQf00PqVYCwPrvhpx7n0EX5o99z9ap8AjZWMdqNj6HBXj1dELJvvyr49Ppks5jZGMmWmY5sDNww7C9UYdJHDLOj2n3y4084irGsHQA/8FLOgB36Gm85NztwEM0qAotD3w3AnmdyiojqIOjgtPpksPPnElfUT4jkonGpzIi+eHd5xPqweM+1YuqzDgB74+CN6uHlwxUoOKLCJ+wRorPzxbOCIcjExIuEkJJPlg8+tr2FOWVmyORXiGDOgFQO6W4RUXGkCyudLBGialE+dCFejXD3Uonm+sj4hmWwIbVGyGNDzc57rhvigswxQfLCkXD18gCqD6TuqD11UcR+aAOh033LPG4N+3vOm+/7lZxzn774uqi7cxchwX+/M/eHp1nRfDz5FgFuLj1H295NKAfS9X/tvq1c/5Hnv//bqX/z2e7/2be8HX3mC73vv/av/xH7mVYcBRXcS7eohO3L/LD8C0JnjvFPHnLJYsnoMytBwHAYJJ+T/MSb/wb9dLqo4Op0KAc4fv05t0LfGj1EXoA8+5L37i99mWHpv/tJfsp/v/cZf8v3vvffgEzGXTFKHAUV3Eu3qIWPZ+C1oVDJZfFCPOWVlSB6LZ/G+0vkPfo79gE6fiY9OZ0uM+jRAf/XrzIpy2/n+73z9zXu9Nx/CfajJL0vWxc+6ZLLn5/whGjcmeAfaNYAyGgHQB1evXv0LX2fm84++Lvd/LX8Hbw2gsy6ZrLCgTg/sT234OceZ02WAIo1/9se/8T3cbzSgsy6Z7NSGH4PBIAf0wl3Mgl7o1CSpqrJUNkBhDAq777IJE+43G9D8shtQb+ozzgf/M3bxvOz2WPX5OgwozOJ/gY053//8tz3cJ0CtK1/oQkDLFgHamfKFuz+nHoryyfyUuyfpfPvLUgRoRtkZWUTq+7/1Y2ff+ie/gvts+1fud2r+SHkV83snQDPKbgsKY1CYIvFH5/wxepfM4stWMUA7lnY2hywHNFSeLYBWrOoBLUsEaLXlmkSAVlWeLYBG+wPGnNy+CgDaybSz4WCLLZ4lybwVigCttixlPaAdTTsbDrYIJXHxmSYkk40vE6CFlB/QjqadDQdbbJmxGJvjzUSAlqT8gHY07WxEY+Gz5w7Jy8jPQYBWW5ayHtCOpp2Nb6zD4aEI0GrLUtYD2tG0s/7GMlCjuHgjksmaZb7SQ8mSNUl+5fg+UtYD2tG0s/7GGKjRmMVbn0zWLJ+/wVFB7rZdl2lVZ2lR7LKpJkDz+DVV/KqzxLSz9gM6tlADunEBAcqV1+muQkBLTjtrP6DDyzWg6+4gQLksBrTktLPWA8pXelwpAN2x9CdcB5LBz35A313NPZXfexA2P/jK7z64+l62fy8uROa+y9zjPlChGgZE3kwdK1+4i1nQRQ6Pz7T9I8yCvvGPn5/9gL7/O1/33v2l773/20+I1cew+0vfe+9Xv/4DXHwsl4QEK7Bh8HblA4qPh3i2WTfYcQcihEbVZZX1gHoQjPFWZ5kKfXN6zdouAPS3+ep3XGoM8OE/ufhYr1nyV2DDoDoCqBedbdaLzvFZUASolYBCh736CW4LGXwmh3rxcQBQUYENg+oUoDEkdhOg5+c8B4Dew58yXXUfA/TTj3YBoEzv/uK3oy2o51v16a/AhsHblQyo8HRqPfWyyDZ7TKWRUbGaMELoa2E3qJZ2b/JSEtCCrAd0uq/HWXyzGIPuXLXMHT917fOzH1CIH/IuTIaekBFw8J9cfCwij0RXdBxQfMvUkpm+WioZrA4mZkRt8rtBtZ7KnIAWZD2gfKXHNQ6D8w6YxrtOOp+zANDgLF5xiIuPf/CV1U/4AZUrlKuYxev39Oo/I0+iD9CwG5QRWsxLSUALsh9QHrFeZeWm56CFVC6gE2FAJ+IADblBGe8++bUSEtCCCFACNLdyWlDZSnXqJqBJCWhBBCgBmltxY9C9yjFJdeNhN6gAoEkJaEEEKAGaX8LTyQRUrjJSGWRlhH37/CMAACAASURBVNCQG1QQ0IQEtCACtB5AK5bFrzpTHpjaHVlEyHpAkz58VX/nZFkMaEpWWbKgJQCa4/tI7YpUzMnty1pAU7PKEqBdDKi/d43ra5M8P9Jqwxp19YpO4xpGezP5LAFKgAb2ks5KOCEroHEu9bq9mXzWI0AJ0MBe0lkJJ2QFNMVMe/7ksx4B2n2AGlFqWiLejNt78Yhe275FJXzFZ0OYFBYeHZ14AULVePiGsh8yv74dyhyb5P/Bu28R8Gbm+LF+t5cd6MUuXrbz7M7VGVEmQNuWCaiOUtMKRZ9Bnw2MVSM8PDApLH+2KTK7exykyS8MYuSQp3yZYxP9P/QtZ45DmBx2+b36gaokc7RZoW8I0LZlArrX92bR8wLvGHUgGxmLRiWM5fgIG9caOPfSi09jBJGnfDliE/0/9C3hNPynry6qJxoTPGzqgc95AlChZQLQ02scvjTpzGbHWaK5fOMTj+YHdJPjiMTGjnOnPqqSH9cM6LdWh5dvFJEJqI5SI3eVBfX7bMhYNApeDqh4637x2W9+45Wjrxw1Xrtn8v/QtwwBiu0CEym7AR3+oAQU/nzrrnuYA3p6zfzx8X3XPj++bz7bV4Se2Xx5fkA33clTbx9aD/8UoYfWX2IFoLi4o30FAVXPhvzRZ/xWD04xOmmfBeWv0F96QY4ffYAm+X/oW4YBFe0CEymbAZ3a4JiAbrviHtHFnwIQmbnkFnNE+YeO/Eh+C8otJfuxH4Dcf+kjeHj3D9lhQQvnRQoqAKjuhWXoGt2pG0gKDw8TUBFdEcRHoF8YNN07s/h/6FuGARXtArIZ0PMLeZYPBHTnqgXmGFT25wrQNz75B/kB3Q/d+2FkU/XrBz7+m3UDyj2V+TojXGgEiY4xBXIBBQBFFw7h0wHRZ1TyV3PmrWbxGtCvyaUaYg6vrjHkAzTB/8O8ZQhQ0a45FhTT0CCg3IBqQPcJMNUSujOb1xYYg+6eu99xGJzCgjor+cFD61fWPQbFtR5oQeVaY5ECOeaKiSrnVafx9CdRWR+KZmnXHEDXLTBn8SN8vMlmSdKAjswvMkna5MzlZvTgirmMSwR099zaJ0l6dbHKOScSHRfs8asFNMX/I1e7xgC6Y+kyA9ARR649PiUijbzxyS8VAlTM4FfCLP6SXxZUHvj4I7UDiuuNJaC+tcYxV0xUlYCm+n/katcIQA3NlvCLuS2opxN4FpC13kypagKgXJgQkQewHYOsiCI54tmpDT367D1573f+70B+xQf28HygcIuz+lId+D5a2cegvypWdfpZzStbAA2n42ZTKXiwymZO6lWo13pa1zcG0OGFfON6mp7pvh7v7PkbXtdn5wZ0+reWczCn+xZ6F+7q8WwBFNcb85XFq58wEh03G1CIaBs4cmSQDz1He+E/6ck02hR3Ow4oz4PIf3gC0DHRsfZAKnmH8SnrCgDqfV9cgq++70FgPQsALVmWABphQHHd/LMqEQgMdCeb9S7e1GyJUd+VgM6cUJ5SkzxmDq6rU7ka4CSwopSGprayVFcCKl4FDJpxlo2UC0ilka0GRIBWW5bqSkABTMPtiYtNizAJgwBUeDI1y2HZ1GwBtGJZAigzjtJvCrt4OGx28RNisQcBWle5JtkBaNDtSR/GSZLyBCVA6ypLLY5UzMnty1pAgcxR9ZhJujXTGLS2slRXAip95k0Lyvp6eKYkFkmNYr9vzuKrCg9Skty6P0BexfytuhLQiOeg0aLnoLWVpboT0PCbpGg15k0SAVqSLAE0owltGY71BGi1ZakuBTS/CNBqy1IEaEYRoNWWpbIBWs6KOY8Ara5MgBYSAVpVmQAtpGKA5s/urmVGamhHBGi1Zak0QN9dvXr1vQzQvwBn+gd5UkRx6Fv3sto3743JhxSn6gEtS7YD+jcPoOcwdyle7rmyjC7F7Pxh4XJsx+ctCVC+5IMvkwMWf/0h782H9CHvB195IiarcZwI0E6Vv/xB4FCvT7Ny0ZyxbK7ELh4Xzf3G9/7sj/81rEoSh3B9UkxW4zgVAFTk45ThF0IpN2UgZBFL0YjpCBWfBQe6l3kIk2M6NaeoiGjsixMhb4WyG1AIfsMBXbzYgbgN/9FxMf6SinPD1xq/4eRYJdwBlQ8orDTm5vL93/kf/+XPP//nn/82HoLu/c2HvJisxnHKDyjmQsIANuGUm5icU4Zv1DEdlQvyq/DmfeBtlZoTKyIaY+xHcXG8jPwcdgN6fuFbd0tAr7pv167/8LdcwaWOcyNyy1YccLHjgMJaTowc9q3fZTb0v98rD3nvf/4v/kgMPnNEGckPqM4mZ2yMlJvG63IdsBF2ecMj4ILMo9Xp2E1YEdFYByf11ColWW83oJ6nAQULus0RgBpxbkbmn3KcD8w2QIG9b4kBJx+B/vpD8pDHifVishrHKT+gmI9TBlEMpdyURs4I3yjOmVBhF1sD75w4qaPfGWs5IhrraI94K1RzAF26YNfOVQioEedmnzOfmVHnydkF6A++snr1vxFJ4PkcXiQ4hkMwwYeuvdOz+LAFlRVigCiTc/rCN6qG3IJ6L704cE4DGragEY39eRC9JgG6Y6lzxc9/lANqxrnhQcROY1SlWQNokoo8HC1jDKoDMsp6VpThG3VMR2MZ3KQ7aMQPDY5BVWMZoVFcXAda5moOoLCobLsAdERMnddi0LAuA/TNezOd5lOBWbzIx2nM4v0pN3EijrEUjZiOUPE4mt6jrxmAYkW4MUZoNGbxuodvEKAfZWPQjde5MkCYtKA8eNjpWTeLj9V7DxYJwFjxq87YB6j5n6w2B9BVC3Zt/8iyEKBnNi8BkzrLxqBlq0JAjWFAxopENQLQaecmPgaFJAomoBxOyKRwbeNm8RWrSgs6YU7CM1UkyXZARVknoolJQ0OAJou8mTpbJkDbVLuAjrpucues593+NcVQGnUf+5Nwe51pJHipxiWTJUDbVpuA5pnbBBa9ezJ4XcR5ka54DUwmS4C2rTYBzePUGQI0hsQ4QBuYTJYAbVvtAQqdruGVJH2QlI8SpqPTvkkg4Q3Veurlfh6N4Ri+DDUy170iU9iGXKUaF1mEAG1T7VvQls8riTswqZKoNnyTPPUmqiXzxOIJ+rm93gu7SpnJZOuOvJFJ1gMa/9HbI6MslQOojpyoHZjka3V93Hgl/6wPUONUH6AhV6nmJJMlC1qSygFUv7LUPkgTBnXquKe8oUxAJ+IADbhKNSiZLAFaksoE1O+DpM2icdzLbUFR/E2Tb+5EgBKg6fLxZDgwyYHl3pP+4178GHSvcl5SY4awq5QhApQATVdgTqMcmFrm1Nx0bPKkN5QJqHwEr9LLyiy0AVcpsqAEaHNEgBKgVosAJUCtVkMAvewWAehO13GWlAHofuGUz9McO3fiQdi/9BEC1CY1AtBpBeg6d/z0mghCi1nQTR968tB6+Hcn8jkXE3QToB1SWjJZsWlOMlksj0lAt3+UdfEjfCV8CYDuv+R+/u/wfmE2+X6uTPEEaD6lJZNVm2a52134lLKgu0oE9ND6ucimCSUB2kGlJZOV6ZKalURhuq/HBPT0mrXldPHCePIfxqJQ6uI7p9RksrhpUmQRVh5b6BmAbnYiDGghQDcxA8rHnYfWa0B3X1JkfSgBmkmttGSyEtBGudtd+NRznq+L5wuN2wf04IqVYuNc8suqW99dbIE9AZpJqclkJaCNclge88U5nC3hFyuWJYCmJZNtJKAgjFbrnZ/jQkzGnjKuP8aj3vJlzWMYAHdsznOd/j41yQ5A1ev7uGSycpLUWECn+xig53U85XauP7wQfn6/b6F34a4edRcCtIOKANSfTFZuGjUGBQE6033LGaGuGe+7nevzy7EyRBbvEUUcTPRkal+wXJPsADQ1mazaNGoW79NsSaJQsewAlJLJ2l+uSZYASslkrS/XJEsApWSy1pdrki2A5hcBWm25JhGgVZUJ0EIiQKsqE6CF1GBAqwsPUorcuj9AXtX9BxZqMKCBct0WhixoR0SAVlUmQAuJAK2qTIAWEgFaVZkALSQCtKoyAVpIBGhVZQK0kAjQqsoEaCERoFWVCdBCIkA7UJ56YI8nHIrnPIeHhh3X565s1efNVK5JBGg55fTVaTUvmiNAq5ZlgOq8qrcyHO7ZtWvbFfdAxJt7ROCbe3a5MolsYbUTCI8ArVzWAnrz9Yuce8RaeAnotusejgu/SIAmiwAtp+yYuak1oOsYmUwbF2xz3IioDQRoqgjQcsrRgG68Quyscxbsck9FRb4hQFOUCGjWTJyjrl7LBgosb08T3iZnqwYAutFZpg2pGxk7jABNURmAhk5rxeUrbus2AdkP6LorZE+/ccEuArSYygA0BCIBCmRuvOo+5HPXNrbrnv40zeLzKx5QkfMVYnhhIleI7AExZcURHWeB55DxxVcQx3kOmdYXv7r1NZFMdubEC8bGSBT7uOriZR7auLvxq+Hnsx1QnMCLAPWr7tjlRoWvJUDTFAso5tviiWC3KoM4c3wIjxiBQHTaV9wYFrTVPyQTvc8chwyzg2ojEsWK2+DpRgjGyLvB1aRsB3SjeEC+DOBkhDpuu3wSoD7pjIWyC5Z533S8OQ1iONysh4DuFeaXHeVxlSZ6cYOn4m3kZXQIxsi7yauBLAZUZp7xiZ6DFlIsoJjzFQCSEbtYhzsx6OGRAKAi7avcGIDCrkgmyy8z+dg7YvO2OHXCD6gRnynqbuaolgDtbkDDFtS7ePTVEye9WAvqBWdHKmadSCYbtqD6NsZlJIRRdyNACVCp8BiUTVyODZzz8AhmfoXDOu2r0S/DceywMZnszHE+5FSbIZly1hiDmhHuIu5GgBKgSiLnqzGLhxn3kKiAIyLzKz9Tp30VGzWMFDHmMZnszPGvwRQdN7IF3sYLAxpxNwKUAE1Sznc9AeFQ1ohB29bdCFACNChIrFVceQFNuZtdkUWsBzT/V2rnb12ecgDa6t/ajgHNCWjq3ciCkgW1WgQoAWqoveFndHv+jhT3m55MlgDtkKoCNEL4BlTsNz2ZLAHaIdUIKE+IgHmPGp9MlgDtkBIB5c5D2p0I/Y9Awj8JNvIhKfbXooI3xNNZxWfhXeXL0vuD99XoliQnTo1PJkuAdkjJgEpXJP4OB/2PoAJ7Z8BlUh/BF0OT8E5+yDPdlYC3V+HV0cA76O+EbkmjonXzk8kSoB1SMqB7zZfh5mt5j/snAUQoo++Fs3VD/rL9CIDGvT/k5YRbEr4rbXwy2ek+x7nmdqRznuM4D2cGFBcjG97M+5zIvN0RgB5a7zh3QtJ4rpXmsS4BFEd9wp0IXZVEDfdPgk4f5+FoWrFCWETlroTtB9454fd3Urg3PJnsdN8NzuJ5SOi8m5gFvS5MaDSgZzZfzsncd7kEdN8S9i+S0BCgm+YePrgCadz0oSdDx7oCUL8FlRV71XAQe2W0oFhhvFPXFtR76cUB05fZmHkpv6dmJpO9cPceZ/Giy24BPvnGMbzpkwEd+RGwoKfXOBJQblGjYzwEAT0AyeJ3CzD3X3J/6Fh3AOofg0rqhH8S4IiA8jHo3pOyQkyIlLuSGEtOclcR09/JvFEA0CYlkzUBvRkMaeYx6Buf/ANg8dR8hWTC4uTIMaiA8dD6uaFjXQKo55vFYw+P/knhWTxW8IbaXelx7KOPvub3d1I8NjyZrNnF33j9zWw8eF82QM9sXotkKkBH5p9ynOgYD1GAHlyx0jSg5rEuALQspS/bbHoy2WE1SZrnXJ99DDoyfzwI6D5nfpwZDQPKZkTCWG6aGz5GgGaSMQxIULOTyU5tWOjcdvWVnFBuSJ2ly7IA+sYnvxQGFNiMXkIf2cXvv/SRkM3kxwjQjJrQw4Cks5qcTPb8nOfS4x9S+MVCIm+mEsrnIU7tW3fvUfsQwTZ4fkyE5Qui2YW7P2dcK6p9uCxO3dDjeWM3vI71+ljZ37cmEaAllFkX73lfFhGUp/uWm8BoZQQ0tn24PN3HODwPtx1eKOv1MQK0ZlkEqAfRvn/0dQEXvFWKAiQDoIntI8ryVN7urL85AVq3bAI0S5mSKBQSAVpVmQAtJAK0qjIBWkgEaFVlArSQCNCqygRoIRGgVZUJ0EIiQKsqE6CF1GBAyw8P0lG5dX+AvKr7DyzUYEAD5botDFnQjogArapMgBYSAVpVmQAtJAI0a/lvIMe2p3Nsn/V8+bYJ0M6IAM1a/vIH96Df0rBwxjD2s7QnQAuJAM1WZtYSAD0PP4QD0lljP8v1CNBCIkCzlc8vfEuhiIAa+1muR4AWEgGatawBHTb8LamL77AI0KxlBejYB/eoetzX86VhdBdm9cp1WEgCKk89q0/lXsb/rOLvQ4B2WJUD2uaqtc4vmuvs969JBGjW8lsOjxwyTwQQEWvgL8MQItuuENljeQJZzCJr7hvLjk9dLkLbmCFu+Ebnmi0YxY4AtUv1AHrjlbcrPtm+GeOGwbjNCNgQA+g4EhmKzUCARooAzVrmgC4y7Cfsm4Cuu+7hjQu2OQ6mid+5itG6ThNrArrv2ueDIW6MWA0EqCECNGuZA3qjGO19+Larb5L7MobIRtbNr3MWsP5eQrnOMUPgGICOsG7eH+LmzGYjJigBaigroOnhlYRGXR09CdRWbHsjD3hYlb+L9wdRDoZS3gikcoO5Q8S92bF0AbOiV90XBnTEWRsR4uaUMqcEqKGSAQ2dlg/QwNkNAnQdTJN2bVywSwG6DdiMGoOKWLUj8/39urFPgBoqGdAQj10C6EZhKTmUO372niRAR4Sl5AYTA3+LfQI0SpkAnXQhxKeR+BhiyUIWIx07FAN+QpBQX0RPiZyIJIpnzpx4AXKB4EZe5YtfdWVccWiPN/U8mR9Z3hRlE6CSw52r7mCwioEndPERkyQZxu7M5iVq5n5m81oz5CIBaigLoOHU8S2ZUkZGX5Yg6mQguMHjmA9EAnocktQM4kZepX9IXldlB9mCgPKirETZBOhGOV/auYpPjDioO5ZGTZJGxKlrYV4EEyMOKu4ToGFlAZSHmTcSGXhmIG9/RHr/Qdx4gnFPhfrmmE304sZI/GEExcebyrsx+2mEIAfZBGgWZU9DQ4AaygLohGAF832IQ5BSxsgAYgKKeTzMdB4e5gMxAZ187B2x+b/+qxjZQUxA4Y69ZhhRApQARYUtqHfx6KsnzBxKAQvqeZ5/wy+jBgPRFtSfSCFkQQfxplIEKAGKCo9BGS/HBs7JDCC8fqs5BtUbyakIBI5n4qASN+ZIdu9JX3YQPQblqen4TaUIUAJUivW6z/hm8TDHHvLk/BuifD9zVBlMzO5hpvNQWT3FmTgtx43xLGDmuDtkZAd5xjeLlzdFEaAEaILaekMkU8hGPt/MelMClABNkH4eWUBFAfXdtPLIItYDWvL3beMPXKKKAdrqT00sk6RigAZuShaULKjVIkC7FVDhkBQ5yDTfyJs5i3hZNcC9VAMpsicKhfMksVr4HGzepN9etZ7W9QRolwKa5BZi1sWn3soIKH+8tEU+Vw3+73DxyCAfc2IWWVYGTuvMNEeA1qEwoEnzcwPQmROxHGcElOfdxPTaEQZUPL6Xebgn3N+Dq9aZq5MArUMhQKHfPfbFr259WTzR5A5Jf8ofQ6J7ET7RZDZPVmi/Jdb4s/DS8rsi83HwMSc8uGeXfk0nSZbTJf5ail+N1YGG/K/0vb8Wbid1ZjsmQOtQpAVFxyLpkNQ/qN4CbTmJfkneJDjb8QrttyRzw/f3iuOhF0Xi0vISTKNiI+AeNLPOGnnmBZUcUEu9mQjQjikaUOFY5Hczwpfj6JcEo8HAaXjKkSE8jk5I/lftUCcv4ckXpBxM6c2kPke/zDxvACqHBF4XAXpovePcKXYPfEykhd8vfPZWdi2g0tophyT2T7oXCb8kmNWETpvw+SWhL4jf5Ul01EfE9F112HAOniC7eE/UE6CQC/7gijsFqpfcbxwPpIXvQkC1Q5K2oHCEGbzJXlWhT5MW1AB0dDBgQZ/SNlMbzIAnk/FR5CSpewHlVnM3h3H3D31MA7rfhLU7ATUckrR7EfolwbQ7dJoxbuTHuROS3+VJ+ixN+t4KRQAKZI4aj5m6ewzKAT3w8d/UgB5aPzdwTvcBajgk4RT9GTmL5w+ZIk7rh4m+AtScxaMjE8dMzuIVj9JZ3rSg7CSYQeEKJTy5S2fxB1esBCRXHtCAhgxo1wDaprIuoPcr/qm/X135HJTNksCA7p572AB0U9CAEqDpCvfdWRV+kxStbn2TtP/SRw58/BEDUG5TCdC8mnC1S3POlplMaKtWj/r2ROEXC4m8maoqF42wfB6i3U5t6IGyDjg+dsN3Ovx5CdA21S2ATvf1MEpveN0P6PDCqj9/TSJAqyoXjlGPocQloNN9y+HYcgLUcnUNoJaUaxIBWlWZAC0kArSqMgFaSARoVWUCtJAI0KrKBGghEaBVlQnQQiJAqyoToIXUYEBLDqTRabl1f4C8qvsPLNRgQAPlui0MWdCOiACtqkyAFhIBWlWZAC0kArSqMgFaSARoVWUCtJAI0KrKBGghEaBVlQnQQiJAqyoToIVEgLZbBn/i5Wz7fdzKYz/6uv/8DICia7LQl439Tn7+rOWa1NWAdnwZm6kii+ZMQgnQhqkMQCMWEmeQb60xzyO78bqH5VYdMxIdZ1x2/MYnHnXkymK+cdQSpGLfr9RyTSJA2wSUC8EsEdD9EKrBSfn8lZZrEgFaAqA7li7zbXeuYqAambgzAnpm87WOjFm3e+5+1sU/1973K7VckwjQtgHduUpk3ZZb0DpfJu7MkUX2OQ7GVNzkzGUWlMagbQCaNQiTSBqilTFHnTwt9nRrAGXadtV95nbH0gUMVzyWHdDTa+Y7h9Zf+ggHlHfxG3ra+n6llmtSxwENndZWEkVDNgEa6OM5p/nHoKc+8CU1Bt0NscEI0AoADfE4ywDlMDIw5bYkQPeDIXUeoFl8QUAx44fOf8yDzE70+lN6eJisC2N86mwgnqzhV3JZM0j+gafJVCEv8/THx55S2UREhfwIlgC6cxVjctt1D8ut7OILTJKgi5eTpEPr76QxKKgYoOEM8iKZdiClB1ZgGhCdDUReAoMyT245Cck/sF6FaX4VotoOvA1B8HWaEdc2QGFuxCdEuN256g4gtNAk6fQaPknicELqBIfeJBUEFOPV6wwHnhEuXAekhwr/Qdx4vlC0OpMI7OpA98wgTwzqpCNYIVvZAmhWZYoP6sRH/CRAcwgzfmACD3EIaPL8KT3guJEGRCcNwUvw+n6VSUTU61QhrYF3TpzUEcknjLt5BCgBmqCwBfUuHn31hLKCYQvqeZ5/gxaU503yNTBShbz04sA5DShZ0Ha/b1vlmlTWGJRNk44NCIB0Sg84rNOAGKMAvASjE5qPCguK9UaqkEk2NQqkGbFvDEqAdlQFZ/GY8UPP4mE6PuQFUnrwM1UaECMbCF6CJ/R0ZUI5eZpOFYLZwow0I4+XmuWDAM1Rrknlveos6/kmKPYZq5mGpv3QBNYD2v5XbEOl/TXbUnmATvSWc53YVCGBCrKg1ZZrUlmAtvoLpZ+JUmyqEH8FAVptuSaRNxMBmq1ckzoEaHBAGnrmxEv9rpqUh/Mk4XTLt2k9resJ0GrLNakDgEakLTbKeg/fcor9UKY5fFLl35ScaY4AzVGuSTUCyh/VY3rtCAMaej8KM/hyc3USoDnKNak9QPmz9f4h4Ab74C9+Fd9nfpd137r6bV5WL+ZlBmP56nKGv4TiPkvg3eRi20nhYaI3JWc7JkBzlGtSmxZ0oteb/MIgM4DSjakf82r39/Ks8rIaywJQdFuC9qP4wpM3GfQ9Xpo5zl3xgxt6k1RTuSa1CWhr4NxLLz6N7iGGVxJudTWW5X9oCvF1KAdTNkVdPDIoBp/mRg0JvA4AetvVjnOT2F102S14cJ7jXHN7iYCCR90HvgQL5BxnicRyn+Nc+zwBGqk2Ab347De/8crRV46+FnBjkq/PZTWW8T/htmS8F4LW0iUEu/joMWgnAZ13/eJbBaG3XS0BvfGa22+7+vryAD29Zj7jkdG4bz7bR0L3LRHHCNAItTtJAheRl17oDboxyX9mtc+Ccvl2AnOrygHlVvNGbi5v/GEE9Fbnw4sX33zl7aUBeuryR/n6d/bf+PiIgJLv8x8EaFjtAsqHmOyf6Uq/V6/5kNU+QNFtybhKBKAzx3mn7t90fAzKAV10pezi+ZZTWuYYFGGUgJ7C7p0AjVK7gPJJuvEknbvNubqrx2ofoNJtSfMokTWxjXpQ3+lZPGfxtqs/LAHlxrN0QLE7P71mreB0/ikxLiVAI2TJq87wc9BodfQ5KJslgQG98frFAUBvKhXQEejmYZaElnOfM1+ZUQI0KEsADb9Jilan3yQxIhcxKDtpQUectbh3SphNblDRnBKgQVkCaEYT2hrQQUq6Ifxim9+v1HJNsgXQ/Co7gO1fzXnO86ZELI8Ld+/h9bx4fs5zZVxfBLAdExdj1zwrb8avP/XA59q8PgFqmcoG9Pt9AKMIlSAB9YZveH26b2Ep13flhUHTfT1n5c2m+5YzcG/4TpvXJ0AtU+khwI0A3MDR94Ebb9hxFpZzfQ7omOi6e2S0bw6n2K8bQAK0ZNkSoz5rmZIoFBIBWlWZAC0kArSqMgFaSARoVWUCtJAI0KrKBGghEaBVlQnQQmowoLWG3cgvt+4PkFd1/4GFGgxooFy3hSEL2hERoFWVCdBCIkCrKhOghUSAVlUmQAuJAK2qTIAWEgFaVZkALSQCtKoyAVpIBGhVZQK0kAjQqsoEaCERoFWVCdBCIkCrKhOghdRgQEkdVd1/X1RzASV1hQhQktUiQElWiwAlWS0ClGS1CFCS1SJASVaLACVZLQKUZLWaDCgPGD5znCcFw80Ez/6pkzOIwOHRlR6vcAcT6v33CNdjttGE9ol1Gdon3z/t8yd///TfnwVqMKAXj/DESb3wH24uPnsSdoaQsQAAAfxJREFUgoTLOMwqw2dUJWj0sXOQ8iG2np2h7xGul9lGE9on1mVon3j/tM+f/P3Tf382qLmATri/h7lpeEImM1GYjMOMyWuiKz2VkiG23vMm/72+R7gek0MltE+6dpb2yfdP+/yJ3z/D788GNRfQvz4n84LoPErCAigDgBk+oys9M0l4dL03842X9T0i6j1upZLqE9umtk+5f9rnT/z+GX5/Nqi5gOrsSkaiLxhDGQZAZPiMqQQL9n8wxW10PSQZ1feIqIdTFACR9YltU9un3D/18yd///TfnwWaZYB63GxM8qG+yvcZXck0CdmVt8Q0hvb/1bQy4XpPZBtNqk+qS22fdv/Uz5/8/VN/fzZo9gE62YvlYDrFQKWnxoCx9aNDXgAQfz3jiycZi69PrEttn3b/tM+f8v1Tf382qOmA+gf5Hk89j+XgJCFQifV6khKqv3hE5LWNbY/ZmuPrk+vS2qfeP+Xzp33/1N+fDWo6oP7HJB4YAE9ZAJnhM7ISNCpS1MfW++8RqodHPPwy8e0T6zK0T7x/2udP+f6pvz8b1HhAmZnZqjein1JjKJnhM7LSEw+6hxLq/fcI1Y8KC5fUPrEuQ/vE+6d+/uTvn/77s0BNBpTUBSJASVaLACVZLQKUZLUIUJLVIkBJVosAJVktApRktQhQktUiQElW6/8DUPNNXNvgd6cAAAAASUVORK5CYII=)
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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)
# New default
plot_likert(six_cat_example, groups = c(1, 1, 1, 2, 2, 2))
![](data:image/png;base64,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)