class: center, middle, inverse, title-slide .title[ # Gramática dos gráficos - Exemplos ] .subtitle[ ## Gabriel Silva dos Santos ] --- class: inverse, center, middle <!-- Configurações --> <style type="text/css"> # DETERMINA O TAMANHO DOS CÓDIGOS .remark-code{line-height: .8; font-size: 65%} .remark-slide-scaler {overflow-y: auto;} #Adiciona barra de rolagem </style> <!-- Encerra aqui as configurações --> # Exemplo 1: Pinguins  --- # Exemplo 1 ## Medidas  --- # Exemplo 1 ## Dados <div data-pagedtable="false"> <script data-pagedtable-source type="application/json"> {"columns":[{"label":["species"],"name":[1],"type":["fct"],"align":["left"]},{"label":["island"],"name":[2],"type":["fct"],"align":["left"]},{"label":["bill_length_mm"],"name":[3],"type":["dbl"],"align":["right"]},{"label":["bill_depth_mm"],"name":[4],"type":["dbl"],"align":["right"]},{"label":["flipper_length_mm"],"name":[5],"type":["int"],"align":["right"]},{"label":["body_mass_g"],"name":[6],"type":["int"],"align":["right"]},{"label":["sex"],"name":[7],"type":["fct"],"align":["left"]},{"label":["year"],"name":[8],"type":["int"],"align":["right"]}],"data":[{"1":"Adelie","2":"Torgersen","3":"39.1","4":"18.7","5":"181","6":"3750","7":"male","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"39.5","4":"17.4","5":"186","6":"3800","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"40.3","4":"18.0","5":"195","6":"3250","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"NA","4":"NA","5":"NA","6":"NA","7":"NA","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"36.7","4":"19.3","5":"193","6":"3450","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"39.3","4":"20.6","5":"190","6":"3650","7":"male","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"38.9","4":"17.8","5":"181","6":"3625","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"39.2","4":"19.6","5":"195","6":"4675","7":"male","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"34.1","4":"18.1","5":"193","6":"3475","7":"NA","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"42.0","4":"20.2","5":"190","6":"4250","7":"NA","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"37.8","4":"17.1","5":"186","6":"3300","7":"NA","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"37.8","4":"17.3","5":"180","6":"3700","7":"NA","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"41.1","4":"17.6","5":"182","6":"3200","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"38.6","4":"21.2","5":"191","6":"3800","7":"male","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"34.6","4":"21.1","5":"198","6":"4400","7":"male","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"36.6","4":"17.8","5":"185","6":"3700","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"38.7","4":"19.0","5":"195","6":"3450","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"42.5","4":"20.7","5":"197","6":"4500","7":"male","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"34.4","4":"18.4","5":"184","6":"3325","7":"female","8":"2007"},{"1":"Adelie","2":"Torgersen","3":"46.0","4":"21.5","5":"194","6":"4200","7":"male","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"37.8","4":"18.3","5":"174","6":"3400","7":"female","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"37.7","4":"18.7","5":"180","6":"3600","7":"male","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"35.9","4":"19.2","5":"189","6":"3800","7":"female","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"38.2","4":"18.1","5":"185","6":"3950","7":"male","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"38.8","4":"17.2","5":"180","6":"3800","7":"male","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"35.3","4":"18.9","5":"187","6":"3800","7":"female","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"40.6","4":"18.6","5":"183","6":"3550","7":"male","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"40.5","4":"17.9","5":"187","6":"3200","7":"female","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"37.9","4":"18.6","5":"172","6":"3150","7":"female","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"40.5","4":"18.9","5":"180","6":"3950","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"39.5","4":"16.7","5":"178","6":"3250","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"37.2","4":"18.1","5":"178","6":"3900","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"39.5","4":"17.8","5":"188","6":"3300","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"40.9","4":"18.9","5":"184","6":"3900","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"36.4","4":"17.0","5":"195","6":"3325","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"39.2","4":"21.1","5":"196","6":"4150","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"38.8","4":"20.0","5":"190","6":"3950","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"42.2","4":"18.5","5":"180","6":"3550","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"37.6","4":"19.3","5":"181","6":"3300","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"39.8","4":"19.1","5":"184","6":"4650","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"36.5","4":"18.0","5":"182","6":"3150","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"40.8","4":"18.4","5":"195","6":"3900","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"36.0","4":"18.5","5":"186","6":"3100","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"44.1","4":"19.7","5":"196","6":"4400","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"37.0","4":"16.9","5":"185","6":"3000","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"39.6","4":"18.8","5":"190","6":"4600","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"41.1","4":"19.0","5":"182","6":"3425","7":"male","8":"2007"},{"1":"Adelie","2":"Dream","3":"37.5","4":"18.9","5":"179","6":"2975","7":"NA","8":"2007"},{"1":"Adelie","2":"Dream","3":"36.0","4":"17.9","5":"190","6":"3450","7":"female","8":"2007"},{"1":"Adelie","2":"Dream","3":"42.3","4":"21.2","5":"191","6":"4150","7":"male","8":"2007"},{"1":"Adelie","2":"Biscoe","3":"39.6","4":"17.7","5":"186","6":"3500","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"40.1","4":"18.9","5":"188","6":"4300","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"35.0","4":"17.9","5":"190","6":"3450","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"42.0","4":"19.5","5":"200","6":"4050","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"34.5","4":"18.1","5":"187","6":"2900","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"41.4","4":"18.6","5":"191","6":"3700","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"39.0","4":"17.5","5":"186","6":"3550","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"40.6","4":"18.8","5":"193","6":"3800","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"36.5","4":"16.6","5":"181","6":"2850","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"37.6","4":"19.1","5":"194","6":"3750","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"35.7","4":"16.9","5":"185","6":"3150","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"41.3","4":"21.1","5":"195","6":"4400","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"37.6","4":"17.0","5":"185","6":"3600","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"41.1","4":"18.2","5":"192","6":"4050","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"36.4","4":"17.1","5":"184","6":"2850","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"41.6","4":"18.0","5":"192","6":"3950","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"35.5","4":"16.2","5":"195","6":"3350","7":"female","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"41.1","4":"19.1","5":"188","6":"4100","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"35.9","4":"16.6","5":"190","6":"3050","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"41.8","4":"19.4","5":"198","6":"4450","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"33.5","4":"19.0","5":"190","6":"3600","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"39.7","4":"18.4","5":"190","6":"3900","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"39.6","4":"17.2","5":"196","6":"3550","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"45.8","4":"18.9","5":"197","6":"4150","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"35.5","4":"17.5","5":"190","6":"3700","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"42.8","4":"18.5","5":"195","6":"4250","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"40.9","4":"16.8","5":"191","6":"3700","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"37.2","4":"19.4","5":"184","6":"3900","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"36.2","4":"16.1","5":"187","6":"3550","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"42.1","4":"19.1","5":"195","6":"4000","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"34.6","4":"17.2","5":"189","6":"3200","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"42.9","4":"17.6","5":"196","6":"4700","7":"male","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"36.7","4":"18.8","5":"187","6":"3800","7":"female","8":"2008"},{"1":"Adelie","2":"Torgersen","3":"35.1","4":"19.4","5":"193","6":"4200","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"37.3","4":"17.8","5":"191","6":"3350","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"41.3","4":"20.3","5":"194","6":"3550","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"36.3","4":"19.5","5":"190","6":"3800","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"36.9","4":"18.6","5":"189","6":"3500","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"38.3","4":"19.2","5":"189","6":"3950","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"38.9","4":"18.8","5":"190","6":"3600","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"35.7","4":"18.0","5":"202","6":"3550","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"41.1","4":"18.1","5":"205","6":"4300","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"34.0","4":"17.1","5":"185","6":"3400","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"39.6","4":"18.1","5":"186","6":"4450","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"36.2","4":"17.3","5":"187","6":"3300","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"40.8","4":"18.9","5":"208","6":"4300","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"38.1","4":"18.6","5":"190","6":"3700","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"40.3","4":"18.5","5":"196","6":"4350","7":"male","8":"2008"},{"1":"Adelie","2":"Dream","3":"33.1","4":"16.1","5":"178","6":"2900","7":"female","8":"2008"},{"1":"Adelie","2":"Dream","3":"43.2","4":"18.5","5":"192","6":"4100","7":"male","8":"2008"},{"1":"Adelie","2":"Biscoe","3":"35.0","4":"17.9","5":"192","6":"3725","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"41.0","4":"20.0","5":"203","6":"4725","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"37.7","4":"16.0","5":"183","6":"3075","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"37.8","4":"20.0","5":"190","6":"4250","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"37.9","4":"18.6","5":"193","6":"2925","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"39.7","4":"18.9","5":"184","6":"3550","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"38.6","4":"17.2","5":"199","6":"3750","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"38.2","4":"20.0","5":"190","6":"3900","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"38.1","4":"17.0","5":"181","6":"3175","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"43.2","4":"19.0","5":"197","6":"4775","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"38.1","4":"16.5","5":"198","6":"3825","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"45.6","4":"20.3","5":"191","6":"4600","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"39.7","4":"17.7","5":"193","6":"3200","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"42.2","4":"19.5","5":"197","6":"4275","7":"male","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"39.6","4":"20.7","5":"191","6":"3900","7":"female","8":"2009"},{"1":"Adelie","2":"Biscoe","3":"42.7","4":"18.3","5":"196","6":"4075","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"38.6","4":"17.0","5":"188","6":"2900","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"37.3","4":"20.5","5":"199","6":"3775","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"35.7","4":"17.0","5":"189","6":"3350","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"41.1","4":"18.6","5":"189","6":"3325","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"36.2","4":"17.2","5":"187","6":"3150","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"37.7","4":"19.8","5":"198","6":"3500","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"40.2","4":"17.0","5":"176","6":"3450","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"41.4","4":"18.5","5":"202","6":"3875","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"35.2","4":"15.9","5":"186","6":"3050","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"40.6","4":"19.0","5":"199","6":"4000","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"38.8","4":"17.6","5":"191","6":"3275","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"41.5","4":"18.3","5":"195","6":"4300","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"39.0","4":"17.1","5":"191","6":"3050","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"44.1","4":"18.0","5":"210","6":"4000","7":"male","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"38.5","4":"17.9","5":"190","6":"3325","7":"female","8":"2009"},{"1":"Adelie","2":"Torgersen","3":"43.1","4":"19.2","5":"197","6":"3500","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"36.8","4":"18.5","5":"193","6":"3500","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"37.5","4":"18.5","5":"199","6":"4475","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"38.1","4":"17.6","5":"187","6":"3425","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"41.1","4":"17.5","5":"190","6":"3900","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"35.6","4":"17.5","5":"191","6":"3175","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"40.2","4":"20.1","5":"200","6":"3975","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"37.0","4":"16.5","5":"185","6":"3400","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"39.7","4":"17.9","5":"193","6":"4250","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"40.2","4":"17.1","5":"193","6":"3400","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"40.6","4":"17.2","5":"187","6":"3475","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"32.1","4":"15.5","5":"188","6":"3050","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"40.7","4":"17.0","5":"190","6":"3725","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"37.3","4":"16.8","5":"192","6":"3000","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"39.0","4":"18.7","5":"185","6":"3650","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"39.2","4":"18.6","5":"190","6":"4250","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"36.6","4":"18.4","5":"184","6":"3475","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"36.0","4":"17.8","5":"195","6":"3450","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"37.8","4":"18.1","5":"193","6":"3750","7":"male","8":"2009"},{"1":"Adelie","2":"Dream","3":"36.0","4":"17.1","5":"187","6":"3700","7":"female","8":"2009"},{"1":"Adelie","2":"Dream","3":"41.5","4":"18.5","5":"201","6":"4000","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"46.1","4":"13.2","5":"211","6":"4500","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"50.0","4":"16.3","5":"230","6":"5700","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"48.7","4":"14.1","5":"210","6":"4450","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"50.0","4":"15.2","5":"218","6":"5700","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"47.6","4":"14.5","5":"215","6":"5400","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.5","4":"13.5","5":"210","6":"4550","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"45.4","4":"14.6","5":"211","6":"4800","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.7","4":"15.3","5":"219","6":"5200","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"43.3","4":"13.4","5":"209","6":"4400","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.8","4":"15.4","5":"215","6":"5150","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"40.9","4":"13.7","5":"214","6":"4650","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"49.0","4":"16.1","5":"216","6":"5550","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"45.5","4":"13.7","5":"214","6":"4650","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"48.4","4":"14.6","5":"213","6":"5850","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"45.8","4":"14.6","5":"210","6":"4200","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"49.3","4":"15.7","5":"217","6":"5850","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"42.0","4":"13.5","5":"210","6":"4150","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"49.2","4":"15.2","5":"221","6":"6300","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.2","4":"14.5","5":"209","6":"4800","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"48.7","4":"15.1","5":"222","6":"5350","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"50.2","4":"14.3","5":"218","6":"5700","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"45.1","4":"14.5","5":"215","6":"5000","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.5","4":"14.5","5":"213","6":"4400","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.3","4":"15.8","5":"215","6":"5050","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"42.9","4":"13.1","5":"215","6":"5000","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"46.1","4":"15.1","5":"215","6":"5100","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"44.5","4":"14.3","5":"216","6":"4100","7":"NA","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"47.8","4":"15.0","5":"215","6":"5650","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"48.2","4":"14.3","5":"210","6":"4600","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"50.0","4":"15.3","5":"220","6":"5550","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"47.3","4":"15.3","5":"222","6":"5250","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"42.8","4":"14.2","5":"209","6":"4700","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"45.1","4":"14.5","5":"207","6":"5050","7":"female","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"59.6","4":"17.0","5":"230","6":"6050","7":"male","8":"2007"},{"1":"Gentoo","2":"Biscoe","3":"49.1","4":"14.8","5":"220","6":"5150","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"48.4","4":"16.3","5":"220","6":"5400","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"42.6","4":"13.7","5":"213","6":"4950","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"44.4","4":"17.3","5":"219","6":"5250","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"44.0","4":"13.6","5":"208","6":"4350","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"48.7","4":"15.7","5":"208","6":"5350","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"42.7","4":"13.7","5":"208","6":"3950","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"49.6","4":"16.0","5":"225","6":"5700","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.3","4":"13.7","5":"210","6":"4300","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"49.6","4":"15.0","5":"216","6":"4750","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"50.5","4":"15.9","5":"222","6":"5550","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"43.6","4":"13.9","5":"217","6":"4900","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.5","4":"13.9","5":"210","6":"4200","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"50.5","4":"15.9","5":"225","6":"5400","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"44.9","4":"13.3","5":"213","6":"5100","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.2","4":"15.8","5":"215","6":"5300","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.6","4":"14.2","5":"210","6":"4850","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"48.5","4":"14.1","5":"220","6":"5300","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.1","4":"14.4","5":"210","6":"4400","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"50.1","4":"15.0","5":"225","6":"5000","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.5","4":"14.4","5":"217","6":"4900","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.0","4":"15.4","5":"220","6":"5050","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"43.8","4":"13.9","5":"208","6":"4300","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.5","4":"15.0","5":"220","6":"5000","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"43.2","4":"14.5","5":"208","6":"4450","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"50.4","4":"15.3","5":"224","6":"5550","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.3","4":"13.8","5":"208","6":"4200","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.2","4":"14.9","5":"221","6":"5300","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.7","4":"13.9","5":"214","6":"4400","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"54.3","4":"15.7","5":"231","6":"5650","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.8","4":"14.2","5":"219","6":"4700","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"49.8","4":"16.8","5":"230","6":"5700","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.2","4":"14.4","5":"214","6":"4650","7":"NA","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"49.5","4":"16.2","5":"229","6":"5800","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"43.5","4":"14.2","5":"220","6":"4700","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"50.7","4":"15.0","5":"223","6":"5550","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"47.7","4":"15.0","5":"216","6":"4750","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.4","4":"15.6","5":"221","6":"5000","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"48.2","4":"15.6","5":"221","6":"5100","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.5","4":"14.8","5":"217","6":"5200","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"46.4","4":"15.0","5":"216","6":"4700","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"48.6","4":"16.0","5":"230","6":"5800","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"47.5","4":"14.2","5":"209","6":"4600","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"51.1","4":"16.3","5":"220","6":"6000","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.2","4":"13.8","5":"215","6":"4750","7":"female","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"45.2","4":"16.4","5":"223","6":"5950","7":"male","8":"2008"},{"1":"Gentoo","2":"Biscoe","3":"49.1","4":"14.5","5":"212","6":"4625","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"52.5","4":"15.6","5":"221","6":"5450","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"47.4","4":"14.6","5":"212","6":"4725","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"50.0","4":"15.9","5":"224","6":"5350","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"44.9","4":"13.8","5":"212","6":"4750","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"50.8","4":"17.3","5":"228","6":"5600","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"43.4","4":"14.4","5":"218","6":"4600","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"51.3","4":"14.2","5":"218","6":"5300","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"47.5","4":"14.0","5":"212","6":"4875","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"52.1","4":"17.0","5":"230","6":"5550","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"47.5","4":"15.0","5":"218","6":"4950","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"52.2","4":"17.1","5":"228","6":"5400","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"45.5","4":"14.5","5":"212","6":"4750","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"49.5","4":"16.1","5":"224","6":"5650","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"44.5","4":"14.7","5":"214","6":"4850","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"50.8","4":"15.7","5":"226","6":"5200","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"49.4","4":"15.8","5":"216","6":"4925","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"46.9","4":"14.6","5":"222","6":"4875","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"48.4","4":"14.4","5":"203","6":"4625","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"51.1","4":"16.5","5":"225","6":"5250","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"48.5","4":"15.0","5":"219","6":"4850","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"55.9","4":"17.0","5":"228","6":"5600","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"47.2","4":"15.5","5":"215","6":"4975","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"49.1","4":"15.0","5":"228","6":"5500","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"47.3","4":"13.8","5":"216","6":"4725","7":"NA","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"46.8","4":"16.1","5":"215","6":"5500","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"41.7","4":"14.7","5":"210","6":"4700","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"53.4","4":"15.8","5":"219","6":"5500","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"43.3","4":"14.0","5":"208","6":"4575","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"48.1","4":"15.1","5":"209","6":"5500","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"50.5","4":"15.2","5":"216","6":"5000","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"49.8","4":"15.9","5":"229","6":"5950","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"43.5","4":"15.2","5":"213","6":"4650","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"51.5","4":"16.3","5":"230","6":"5500","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"46.2","4":"14.1","5":"217","6":"4375","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"55.1","4":"16.0","5":"230","6":"5850","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"44.5","4":"15.7","5":"217","6":"4875","7":"NA","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"48.8","4":"16.2","5":"222","6":"6000","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"47.2","4":"13.7","5":"214","6":"4925","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"NA","4":"NA","5":"NA","6":"NA","7":"NA","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"46.8","4":"14.3","5":"215","6":"4850","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"50.4","4":"15.7","5":"222","6":"5750","7":"male","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"45.2","4":"14.8","5":"212","6":"5200","7":"female","8":"2009"},{"1":"Gentoo","2":"Biscoe","3":"49.9","4":"16.1","5":"213","6":"5400","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"46.5","4":"17.9","5":"192","6":"3500","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"50.0","4":"19.5","5":"196","6":"3900","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"51.3","4":"19.2","5":"193","6":"3650","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"45.4","4":"18.7","5":"188","6":"3525","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"52.7","4":"19.8","5":"197","6":"3725","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"45.2","4":"17.8","5":"198","6":"3950","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"46.1","4":"18.2","5":"178","6":"3250","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"51.3","4":"18.2","5":"197","6":"3750","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"46.0","4":"18.9","5":"195","6":"4150","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"51.3","4":"19.9","5":"198","6":"3700","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"46.6","4":"17.8","5":"193","6":"3800","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"51.7","4":"20.3","5":"194","6":"3775","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"47.0","4":"17.3","5":"185","6":"3700","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"52.0","4":"18.1","5":"201","6":"4050","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"45.9","4":"17.1","5":"190","6":"3575","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"50.5","4":"19.6","5":"201","6":"4050","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"50.3","4":"20.0","5":"197","6":"3300","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"58.0","4":"17.8","5":"181","6":"3700","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"46.4","4":"18.6","5":"190","6":"3450","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"49.2","4":"18.2","5":"195","6":"4400","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"42.4","4":"17.3","5":"181","6":"3600","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"48.5","4":"17.5","5":"191","6":"3400","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"43.2","4":"16.6","5":"187","6":"2900","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"50.6","4":"19.4","5":"193","6":"3800","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"46.7","4":"17.9","5":"195","6":"3300","7":"female","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"52.0","4":"19.0","5":"197","6":"4150","7":"male","8":"2007"},{"1":"Chinstrap","2":"Dream","3":"50.5","4":"18.4","5":"200","6":"3400","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"49.5","4":"19.0","5":"200","6":"3800","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"46.4","4":"17.8","5":"191","6":"3700","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"52.8","4":"20.0","5":"205","6":"4550","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"40.9","4":"16.6","5":"187","6":"3200","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"54.2","4":"20.8","5":"201","6":"4300","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"42.5","4":"16.7","5":"187","6":"3350","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"51.0","4":"18.8","5":"203","6":"4100","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"49.7","4":"18.6","5":"195","6":"3600","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"47.5","4":"16.8","5":"199","6":"3900","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"47.6","4":"18.3","5":"195","6":"3850","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"52.0","4":"20.7","5":"210","6":"4800","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"46.9","4":"16.6","5":"192","6":"2700","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"53.5","4":"19.9","5":"205","6":"4500","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"49.0","4":"19.5","5":"210","6":"3950","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"46.2","4":"17.5","5":"187","6":"3650","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"50.9","4":"19.1","5":"196","6":"3550","7":"male","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"45.5","4":"17.0","5":"196","6":"3500","7":"female","8":"2008"},{"1":"Chinstrap","2":"Dream","3":"50.9","4":"17.9","5":"196","6":"3675","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"50.8","4":"18.5","5":"201","6":"4450","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"50.1","4":"17.9","5":"190","6":"3400","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"49.0","4":"19.6","5":"212","6":"4300","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"51.5","4":"18.7","5":"187","6":"3250","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"49.8","4":"17.3","5":"198","6":"3675","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"48.1","4":"16.4","5":"199","6":"3325","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"51.4","4":"19.0","5":"201","6":"3950","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"45.7","4":"17.3","5":"193","6":"3600","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"50.7","4":"19.7","5":"203","6":"4050","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"42.5","4":"17.3","5":"187","6":"3350","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"52.2","4":"18.8","5":"197","6":"3450","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"45.2","4":"16.6","5":"191","6":"3250","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"49.3","4":"19.9","5":"203","6":"4050","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"50.2","4":"18.8","5":"202","6":"3800","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"45.6","4":"19.4","5":"194","6":"3525","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"51.9","4":"19.5","5":"206","6":"3950","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"46.8","4":"16.5","5":"189","6":"3650","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"45.7","4":"17.0","5":"195","6":"3650","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"55.8","4":"19.8","5":"207","6":"4000","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"43.5","4":"18.1","5":"202","6":"3400","7":"female","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"49.6","4":"18.2","5":"193","6":"3775","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"50.8","4":"19.0","5":"210","6":"4100","7":"male","8":"2009"},{"1":"Chinstrap","2":"Dream","3":"50.2","4":"18.7","5":"198","6":"3775","7":"female","8":"2009"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[15],"max":[15]},"pages":{}}} </script> </div> <!-- Prestar atenção que o nome das colunas aqui são um pouco diferente das colunas utilizadas em "dados Penguins" utilizado como exemplo em algumas aulas. Isso pq lá eu traduzi os nomes das colunas e aqui não! --> --- class: center, middle # Um spoiler do nosso objetivo <!-- Esse é o gráfico que iremos construir com o GGPLOT2 --> <img src="data:image/png;base64,#Exemplo-ggplot2-pinguins-e-cowplot_files/figure-html/unnamed-chunk-3-1.png" style="display: block; margin: auto;" /> --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r *ggplot(data = penguins, * aes(x = bill_length_mm, * y = bill_depth_mm, * group = species)) ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + * geom_point(aes(color = species, * shape = species), * alpha = 0.8, # Ajusta a transparência * size = 3) ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + * geom_smooth(method = "lm", se = T, * aes(color = species, * fill=species)) ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + geom_smooth(method = "lm", se = T, aes(color = species, fill=species)) + * scale_color_manual( * values = c("darkorange", * "purple","cyan4")) ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + geom_smooth(method = "lm", se = T, aes(color = species, fill=species)) + scale_color_manual( values = c("darkorange", "purple","cyan4")) + * scale_fill_manual( * values = c("darkorange", * "purple","cyan4")) ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + geom_smooth(method = "lm", se = T, aes(color = species, fill=species)) + scale_color_manual( values = c("darkorange", "purple","cyan4")) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + * labs(title = "Nosso exemplo no ggplot2", * subtitle = "Tamanho do bico dos penguins Adelie, \nChinstrap e Gentoo Penguins", * x = "Comprimento do bico(mm)", * y = "Altura do bico(mm)", * color = "Espécies de penguins", * shape = "Espécies de penguins", * fill = "Espécies de penguins") ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + geom_smooth(method = "lm", se = T, aes(color = species, fill=species)) + scale_color_manual( values = c("darkorange", "purple","cyan4")) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + labs(title = "Nosso exemplo no ggplot2", subtitle = "Tamanho do bico dos penguins Adelie, \nChinstrap e Gentoo Penguins", x = "Comprimento do bico(mm)", y = "Altura do bico(mm)", color = "Espécies de penguins", shape = "Espécies de penguins", fill = "Espécies de penguins") + *theme_minimal(base_size=18) ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + geom_smooth(method = "lm", se = T, aes(color = species, fill=species)) + scale_color_manual( values = c("darkorange", "purple","cyan4")) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + labs(title = "Nosso exemplo no ggplot2", subtitle = "Tamanho do bico dos penguins Adelie, \nChinstrap e Gentoo Penguins", x = "Comprimento do bico(mm)", y = "Altura do bico(mm)", color = "Espécies de penguins", shape = "Espécies de penguins", fill = "Espécies de penguins") + theme_minimal(base_size=18)+ *theme(legend.position="bottom") ``` ] .panel2-meuplot-auto[ <!-- --> ] --- count: false ### Exemplo ggplot2: Dados pinguins .panel1-meuplot-auto[ ``` r ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species)) + geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + geom_smooth(method = "lm", se = T, aes(color = species, fill=species)) + scale_color_manual( values = c("darkorange", "purple","cyan4")) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + labs(title = "Nosso exemplo no ggplot2", subtitle = "Tamanho do bico dos penguins Adelie, \nChinstrap e Gentoo Penguins", x = "Comprimento do bico(mm)", y = "Altura do bico(mm)", color = "Espécies de penguins", shape = "Espécies de penguins", fill = "Espécies de penguins") + theme_minimal(base_size=18)+ theme(legend.position="bottom")+ *facet_grid(.~species,scale="free") ``` ] .panel2-meuplot-auto[ <!-- --> ] <style> .panel1-meuplot-auto { color: black; width: 58.8%; hight: 32%; float: left; padding-left: 1%; font-size: 70% } .panel2-meuplot-auto { color: black; width: 39.2%; hight: 32%; float: left; padding-left: 1%; font-size: 70% } .panel3-meuplot-auto { color: black; width: NA%; hight: 33%; float: left; padding-left: 1%; font-size: 70% } </style> --- class: center, middle ### Salvando com `ggsave(nome.extensão,dpi=xxxx)` Extensões possÃveis: - svg - png - jpeg <br> <br> ``` r Meuplot ggsave("Meu painel.PNG", dpi=100) ``` --- class: inverse, center, middle # Painel ## Pacote cowplot <!-- Durante aula do PPGBAN2024/2 eu vi um certo ânimo dos alunos com o cowplot, então acho legal manter! É uma forma de complementar o tempo quando estiver indo muito rápido com a disciplina --> --- # Paineis com o cowplot Idéia básica de funcionamento do cowplot .pull-left[ [Exemplo retirado de Dias et al. 2023 Tropical Medicine Infectious Disease](https://www.mdpi.com/2414-6366/8/5/256)  ] .pull-right[ Comando básico do pacote cowplot: `plot_grid` (gráficos como objetos, labels) ``` r plot_grid( Plot1, Plot2, labels = "AUTO") ``` ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r *ggplot(data = penguins, * aes(x = species, * y = body_mass_g, * group = species)) ``` ] .panel2-meuboxplot-auto[ <!-- --> ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species)) + * geom_boxplot(aes(fill = species, * shape = species)) ``` ] .panel2-meuboxplot-auto[ <!-- --> ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species)) + geom_boxplot(aes(fill = species, shape = species)) + * scale_fill_manual( * values = c("darkorange", * "purple","cyan4")) ``` ] .panel2-meuboxplot-auto[ <!-- --> ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species)) + geom_boxplot(aes(fill = species, shape = species)) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + * labs(title = "Segundo gráfico para compor o painel", * x = "Espécies", * y = "Peso (g)") ``` ] .panel2-meuboxplot-auto[ <!-- --> ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species)) + geom_boxplot(aes(fill = species, shape = species)) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + labs(title = "Segundo gráfico para compor o painel", x = "Espécies", y = "Peso (g)") + * theme_minimal(base_size=18) ``` ] .panel2-meuboxplot-auto[ <!-- --> ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species)) + geom_boxplot(aes(fill = species, shape = species)) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + labs(title = "Segundo gráfico para compor o painel", x = "Espécies", y = "Peso (g)") + theme_minimal(base_size=18)+ * theme(legend.position="bottom") ``` ] .panel2-meuboxplot-auto[ <!-- --> ] --- count: false #### Segundo gráfico do painel: 'Plot2' .panel1-meuboxplot-auto[ ``` r ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species)) + geom_boxplot(aes(fill = species, shape = species)) + scale_fill_manual( values = c("darkorange", "purple","cyan4")) + labs(title = "Segundo gráfico para compor o painel", x = "Espécies", y = "Peso (g)") + theme_minimal(base_size=18)+ theme(legend.position="bottom") ``` ] .panel2-meuboxplot-auto[ <!-- --> ] <style> .panel1-meuboxplot-auto { color: black; width: 58.8%; hight: 32%; float: left; padding-left: 1%; font-size: 50% } .panel2-meuboxplot-auto { color: black; width: 39.2%; hight: 32%; float: left; padding-left: 1%; font-size: 50% } .panel3-meuboxplot-auto { color: black; width: NA%; hight: 33%; float: left; padding-left: 1%; font-size: 50% } </style> --- # Cowplot .pull-left[ Precisamos criar objetos para armazenar os objetos ] .pull-right[ ``` r Plot1<-ggplot(data = penguins, aes(x = bill_length_mm, y = bill_depth_mm, group = species))+ geom_point(aes(color = species, shape = species), alpha = 0.8, # Ajusta a transparência size = 3) + .... ``` ``` r Plot2<-ggplot(data = penguins, aes(x = species, y = body_mass_g, group = species))+ geom_boxplot(aes(fill = species, shape = species), alpha = 0.8) + .... ``` ] --- # Cowplot em ação `plot_grid` <!-- !!!!!!!! IMPORTANTE !!!!!!!!!!!! Infelizmente o flipbook não reutiliza objetos. Então o que eu fiz foi deixar esse código amostra e no final das contas rodar o código inteiro a seguir! --> .pull-left[ ``` r # Com os dois gráficos criados... Plot1 # e Plot2 # Utilizamos a função plot_grid plot_grid(ncol=1, Plot1, Plot2, labels = "AUTO") ``` ] .pull-right[ <img src="data:image/png;base64,#Exemplo-ggplot2-pinguins-e-cowplot_files/figure-html/unnamed-chunk-9-1.png" style="display: block; margin: auto;" /> ]