In this short tutorial, we perform a hypothesis test on the “cuckoo” dataset.
The cuckoo dataset
The common cuckoo does not build its own nest: it prefers to lay its eggs in another birds’ nest. It is known, since 1892, that the type of cuckoo bird eggs are different between different locations. In a study from 1940, it was shown that cuckoos return to the same nesting area each year, and that they always pick the same bird species to be a “foster parent” for their eggs.
Over the years, this has lead to the development of geographically determined subspecies of cuckoos. These subspecies have evolved in such a way that their eggs look as similar as possible as those of their foster parents.
The cuckoo dataset contains information on 120 Cuckoo eggs, obtained from randomly selected “foster” nests. For these eggs, researchers have measured the length
(in mm) and established the type
(species) of foster parent. The type column is coded as follows:
type=1
: Meadow pipit
type=2
: Tree pipit
type=3
: Dunnock
type=4
: European robin
type=5
: White wagtail
type=6
: Eurasian wren
Goal
The researchers want totest if the type of foster parent has an effect on the average length of the cuckoo eggs.
In theory, they want to study this for all six species. Previously, we looked at a single pairwise comparison between the European robin and the Eurasian wren with a t-test. Here, we will analyse all types simultaneously with ANOVA.
Load the required libraries
Import the data
Cuckoo <- read_tsv("https://raw.githubusercontent.com/GTPB/PSLS20/master/data/Cuckoo.txt")
head(Cuckoo)
## # A tibble: 6 x 2
## length type
## <dbl> <dbl>
## 1 21.8 1
## 2 21.7 1
## 3 21.7 1
## 4 24.0 1
## 5 22.4 1
## 6 23.0 1
Data tidying
It seems that the tpye
column is a double
rather than a factor
. Let’s fix this:
Cuckoo <- Cuckoo %>%
mutate(type = as.factor(type))
Data exploration
How many birds do we have for each type?
## # A tibble: 6 x 2
## type n
## <fct> <int>
## 1 1 45
## 2 2 15
## 3 3 14
## 4 4 16
## 5 5 15
## 6 6 15
Visualize the data
Cuckoo %>%
ggplot(aes(x=type,y=length,fill=type)) +
theme_bw() +
scale_fill_brewer(palette="RdGy") +
geom_boxplot() +
geom_jitter(width = 0.2) +
ggtitle("Boxplot of the length of eggs per type") +
ylab("length (mm)") +
stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAYAAAD0ZtPZAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0H3NRE+sDxB3jpvYMoICCggB0RVFCxI4qgqFhQxLPhYQfr6XGHDbFgLyhWzgIInigiVk4QOOQET6QjIh2ULsj+8+T+idme7GZ3s7u/+Xxgs8lkMvlOdvfdZyczpUJGEhICCCCAAAIIIIAAAggggAACCCCAAAIIIFCAAqUL8Jw4JQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwBQgAMqFgAACCCCAAAIIIIAAAggggAACCCCAAAIFK0AAtGCblhNDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQKgXAMIIIAAAggggAACCCCAAAIIIIAAAgggULACBEALtmk5MQQQQAABBBBAAAEEEEAAAQQQQAABBBAgAMo1gAACCCCAAAIIIIAAAggggAACCCCAAAIFK0AAtGCblhNDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQKgXAMIIIAAAggggAACCCCAAAIIIIAAAgggULACBEALtmk5MQQQQAABBBBAAAEEEEAAAQQQQAABBBAgAMo1gAACCCCAAAIIIIAAAggggAACCCCAAAIFK0AAtGCblhNDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQKgXAMIIIAAAggggAACCCCAAAIIIIAAAgggULACBEALtmk5MQQQQAABBBBAAAEEEEAAAQQQQAABBBAogSA7AmvXrpUff/wx6cEqVqwotWvXllq1aklJCc1jgS1YsEA2b95sPt13332lZs2a1qaiftRr6u2335Zly5bJrl27pFGjRtK4cWO58MILfXVZvHixbNq0ySxTy69Tp46v5WejMK4hb8qF0ObOM87Wa8V5TJYRQAABBBBAAAEEEEAAAQSCIVAqZKRgVKWwa/HEE0/IgAEDXJ+kBj87duwo3bt3l2uuuUYqVarket9CzHjcccfJp59+ap7aG2+8Ieedd15WTvOdd96RXr16ZeVYXg+iDhdddJH8/vvvYbu2aNFCNNjnNSU6VzUYM2aMWeSTTz4pV111ldfic54/V9dQzk88QQUKvc2tU/f7tWKVyyMC6Qokeg2mWzb7I4AAAggggAACCCCAwB8C3AL/h0Wglnbv3i1ffPGF3HLLLdK2bVuZOXNmoOpX6JX573//K8cff7wZYAziuc6ePVsuu+yyqOCn1lWvFy8p6Ofq5VzI606gmNrcz9eKO11yIZBcoJheg8k1yIEAAggggAACCCCAQOYFuMc688ZRRyhbtqwcfvjhUet/++032b59u6xfv15Wr15tb1+yZIl069ZNvv76a2nSpIm9noXMCKj9QQcdZN5SrkMSBDHdeeed5rWidatbt6785S9/kXbt2sm2bds83Z6eD+caRP98rlOxtblfr5V8bnPqHiyBYnsNBkuf2iCAAAIIIIAAAggUqwAB0By0vI5f+a9//SvhkVetWmXeMq+3x2las2aNDBo0SEaPHp1wPzamL6Bjaeq/IKfvvvvOrt7QoUOlf//+9nMvC/lwrl7Oh7zJBYqtzf16rSSXJQcC7gSK7TXoToVcCCCAAAIIIIAAAghkVoBb4DPrm3LpDRo0MCe30fE/raST3WhglITAr7/+aiMcdthh9jILCCAQLsBrJdyDZwgggAACCCCAAAIIIIBAMQoQAA14q/ft29euoU5285///Md+zkLxCugYsVaqXr26tcgjAghECPBaiQDhKQIIIIAAAggggAACCCBQhALcAh/wRtfefToOpY4Nqmnjxo1Ja/zzzz+bkybprZ8//PCD1K9fXw488EDzX+vWraV06dhxbx0/UscZtVLt2rXNcSWt57Eep06dat8uroG4Qw45xMw2d+5cWbdunbncoUMH8xx0jNNZs2aZt//r9r322kv2339/6dmzp++z3KdioL1rv//+e3O4AetcNehszT6v644++mgpKUnvZZNK3fTY8+bNk7Vr1+qiOIM606ZNk+XLl5vr69Sp42oSJD/Odc+ePaITecyYMcP8p+3fqVMn6dixo+i14yVt3rxZ5syZY/7TIH+NGjXk4IMPNv+1atUq7jXr5Rhe86ZTJ+f1ryblypUzD79s2TLz+v/qq69ExwI+9NBDRV/j+rr0knQIDX3tLV68WMqXL2+aq3vjxo3NYvQ6tnqL6zGqVatmPk/3+vazzd2ebyqvFz9fK4nqmc41ElluKm0aWYbzuV/lWa/vRYsWmZ8/LVu2lAMOOMD817x5cylVqpTzsCktO18vfn9epNtG+n60YcMG87ys9/9vvvlGxo0bZ47VreNF9+nTx3yNJTt5t++7+tmpr1VNZcqUkWOOOSZZ0eb26dOn238r6Gex9eNYkH1dnRiZEEAAAQQQQAABBBDwQyBEyorA448/HjLay/xXr14918ecP3++vZ/ub3wZjbvvli1bQrfffnuoQoUKYftYx9VHY/KlkBEciFvGaaedZu+r5ejx46WXXnrJzqtlG18I7axGUNPetnDhwpAR+AwZk/XY65x1MoJ2oeHDh9v7xlo49thj7X3feOONWFnMdekYjBw50j6Gs37OZeOLadxjJ9uQTt207F69eiWt3xlnnJGsGuZ2r+fqbM8nn3wyZHyRDx133HEx62MEREJdunQJGcE+V3V56qmnQpUqVYpZltobgb2QEXxxVVaiTG6vIS0j3To5vX766aeQMelJqH379nHP8dxzzw0Zt2onqr65TV//6uG8Jp3LV155Zcj4oSF08cUX23mMYKu5b5DaPOmJGhnSeb34+VqJV9d0rxGr3HTa1CrD+ehXeXrdGMF7+zpyXmfWctu2bUMffPCB8/ApLTtfL358XliV8KONTj31VNvACISGjAnn7OeWg/GDTcj4cdI6bNxHt6/ByM/9b7/9Nm6Z1gbjh4KQESw166bvp873kyD7WvXnEQEEEEAAAQQQQACBTAtIpg9A+f8TSDUA+sADD9hftvbbb7+Q0SMxJqnR0zPUqFEjO6/1xaxKlSohDUhZz/XR6DEWGjZsWMxyNLDlDFQaPV5CRq+vqLz6JbVq1ap2uddee21YHucXrueffz5k9ECz82oA2OjVZz+36nbVVVfFPT83wat0Ddx+OQ07UZdP0q2bHsbPoI7Xc3W254UXXhhq2LBhVPtZ7Wg9Gj18Q+vXr48rZEzsFXIG3K399FoxetmGla/X8ahRo+KW5WaDm2vIrzo5vYyemiF97VrnF+9R8yQKokyaNClUuXLlsHL0tR25Ts+zW7dudj4/AqB+tbmbdtI86b5e/HytRNbZr2tEy023TSPr5ld5Ro/BkNF70L6G9Jo1ejGHjLGpo16bGnQzJuuLrIqn587Xix+fF362kTMA+uqrr4aZWK/lo446ytX5ennf1TKt8o0JEJOW/9BDD9n5L7roorD8QfYNqyhPEEAAAQQQQAABBBDIoAAB0AziOov2GgA1bnkPDR482O7RoYGOMWPGOIu0l43bocN6hVkBTg0iaPBy06ZN5hdt45Zi+wuSfrF699137TKcC7re+uKljyNGjHBuDhkz2IaOPPJIO4+Wu2PHjrA8zi9cVgBWewvNnj3bzmfczh267LLL7HJiHcvKnCx45YfBL7/8EjJuOwwZt7zbdVJLXWf9ixeAtuoZ69GPumm52pPQqocGBK02+uijj+z1K1asiFWFqHVez9XZntZxNYj997//3eyVrL2NtOfZ2WefbddL8w0cODDq2NaK008/3c6rwZV77rkntHTpUnOzXv/GLbyhk08+2c5jDN1g9iS29vf6mOwa0vL8qpPTS3uHqYUGOF977TUzuKc/NPzjH/8IOz/No0GMWEnb1Rno1OCyvh9ojzR9jWuv7uuuu862stpIH60AaBDaPNa5Ra7z4/Xi52slsn5+XSN+tKmzbn6WZ9zmbl9L2jvZGE7F/iFM22fKlCmhNm3a2HmMIVacVfG87Hy9+PF54Vcb6Yk4A6DWj4P6/tu7d+/QKaecYv6g+Oyzz7o6Zy+vQQ0EW6/jffbZx/aPdyDjVnw7/8cffxyWLci+YRXlCQIIIIAAAggggAACGRQgAJpBXGfRzgCo3lqugb/If/369Qudd955oRNPPDGsF6b2hnvkkUecxYUt33vvvfYXH+1d+e9//ztsu/VEg0rnn3++nbdJkyahrVu3WpvDHi+//HI7nwZelixZYm+/8847w7ZpUC4yOb9w6Zc47UnqvCXPmf+OO+6wy6tVq1Yo1m3myYJXfhr8+OOPdn2M8VedVU1p2c+6WRVw9s5K5/Zwt+ca2Z7G2H/mbd1WfZyPziBos2bNnJvs5YkTJ9rGGmSeOXOmvc25oAFnZ2BPr6NUU7JryM86RXqddNJJoZ07d0ZVXX840HOyAh0tWrSIyqMr9H3ByqM/JGgANVYaPXq0nc/KbwVArfy5anPr+Mke/X69+PVa0Xr7eY342aZaN7/KM8aVta8hYxzJuL3yjbGH7Xx6rcX73NG6JUuRr5d0Pi/8bCOttzMAqud5xBFHhIzxsu1T0qEa9LPVS3LzGtTPS+fQIJ988kncQxjjJ9ttoZ/rkXdtBNk37kmxAQEEEEAAAQQQQAABnwUIgPoMGq84ZwDUCky4edReb2+//Xa8Ys1egdp7zipLj5MoaW9QDTJa+TX4GCvplzrnbbva00WT3s5rjTOmZeg4oLFS5BcuHQM0XtIvj85bqiN7nOp+iYJX2tvLTwM3X07jnUvker/rZpXvV1DH7bk621MD4gsWLLCqEvVoTBBiX196jWivJ2fSHsTGpD92ngcffNC5OWpZ8zuvRe05mUpKdA35XSenl16b2hs7XtKes9brUR/1NepMOraf1StOt3/44YfOzVHLzmNrfj8CoOm2eVQl46zIxOvFr9eKn9eI323qZ3lvvvmmfT127949Tkv9b/Wf/vSnUNeuXUP6+MUXXyTMm2hj5DWb6ueFn21k1dcZANUfa4yJ36xNKT+6fd91juWrP5jGSzfddJPdZrE+04PsG++cWI8AAggggAACCCCAgN8CsacDN741k4IhYPTkEOMWRDFut7NnAHfWTGej1dnVNRk9P8TouencHLVsBAPEuLXeXm8EU+xl54IR8BBjvDN7xnNjogt54YUXxPhCJjozuiZjXEDp27evc7eYy8bEPOZs1zE3GiuNHrFy/fXX25vfe+89e9nNQqYM3Bw7WZ4g1y1Z3eNtNyY/EqOnYrzN5ozmRsDO3m6Ma2kv64LO9m70GjbXGb2b5ZprrgnbHvlE8xi9o+3VXq8Pe8cEC5mskxF4FSOAG/foOou0MxkBUOdTmTBhgv5QZa4zhp4Qozdp2PbIJ0OGDIlclfbzdNvcbQWC/Hrx8xrxu039LM95PRpjipqzncdrv2eeeUYmT54s+mj02oyXzdP6dD4v/GyjWJU2el+b72+xtmVi3aWXXmoXa/wQKkYvcvu5taCfx8bQGtbTpJ/JQfa1T4IFBBBAAAEEEEAAAQQyIFCSgTIpMomAMcmLGD01Y+YyekPK5s2bxehhJ8Y4XmJMNmQGHN966y35z3/+I8Z4j2KMB2bva/RGsZeNSRPE6G1mP4+3cPzxx9ubjNlm7eXIBeNWP7nrrrvMf7qtf//+dhYN6Bgz7NrPEy0Yt/Qn2mxuM2ant/MYPYnsZTcLmTRwc/xEeYJct0T1TrTNGSCJlc/oJSV16tSxA/ZGD9CwbHptW8kYP1aMYQasp3EfDzvsMHubc397ZZoLzjL9rlPTpk0T1q5s2bKmgb72NVk/aFg7GWPSWouir8lk6YADDhD9oSPSPdl+iban2+aJynZuC/Lrxc9rxO829bM8Y/xP0WvWGI/XDLidddZZ0rlzZzF6g4oxJq+0a9fO2WS+L6fzeeFnG8U6sUQ//MTKn+66Ll26yL777ivGEDTm61l//DEm+AorVgPQRg9gc50GoZPVMci+YSfGEwQQQAABBBBAAAEEfBYgAOozqJvitMejMUtr0qza2+OWW26Rxx57zMyrwcqrr77a7BFm7ewMGCQLtFj76BcqKxnjjJlfnoxb0K1VYY+33XabaO9PY0Iae70GWY2xBsWYCMJel2hBe6YmS40bN7azGOOrmUFgY5Z5e12ihUwbJDp2sm1BrluyusfbbgyhEG+Tvd4YJsFetnovWiucQQpjchWz57K1Ld6jcWurvcm5v70yzQVnmX7Xyc31r68pKwCqvb6daeXKlfZTL69x7U3pV0q3zd3WI8ivFz+vEb/b1O/ytLe/cdu0HUT//PPPRf/dfPPN0qhRIzFuC5fTTjvNfNTPMz+Tm9dLvM8LP9so1jkl6skdK3+667Qnvd5lcffdd5tF6V0ZkQHQl19+2T7MJZdcYi/HWwiyb7w6sx4BBBBAAAEEEEAAAT8ECID6oZihMrQn3aOPPirGRAhy3333mUfRHiDG+Ghi9YizbiXWjW6DIxrM0OClMc6nWaYxiY7EC4BqIGvo0KGit/FaqVOnTglvabfyWY9uvnDtvffeVnbzcc2aNeI2AJppg7CKeXwS5Lp5PBU7u5sem3bmGAvOIIUGu5cvXx4jV/xV69evF71N3JhdPX4mj1syWaeaNWt6rE14dn0tWCne69Tabj3q68nPAGi6bW7VK9ljkF8vfl4jfrep3+XpXQLGeM9iTGhmD1dhtZ0xTqsYM5Sb//RuBh2e4v7773d194FVRqLHdD4v/GyjWHV0U7dY+6WzTgOg99xzjzkMxvvvvy8bNmwQ6wcJvVtk3LhxZvH6d8I555yT9FBuziHe53GmfZNWngwIIIAAAggggAACCKQhQAA0Dbxs7apfQq0AqB5Te2NaAVANklrJmFHaWkz4qGOGOfPqF6d4SXujGbO+h23W2y2114mOB+pX0p6ozqRjkLpNmTZwW49Y+YJct1j1zcY6Zw/H/fffX3RcPa8pslep1/0j8wexTlYda9eubS3KunXr7OVEC5HjribKG6RtQX69+HmN+N2mfpen10SbNm1Ee+R++eWXYkyMJDpetDGZV9jlou/bjzzyiBgTbck777xj9g4Ny5ChJ/E+L/xso1hVd/Zsj7U9E+v0h00dg3fKlCnm8Bg6HM4VV1xhHkrN9UckTTpUgQak/Ui58vWj7pSBAAIIIIAAAggggEA8AQKg8WQCtP7QQw81e3xozw9NOh6YlfSWPP1ipEnHbHOTtAfP7t277az16tWzlyMXHnjgAbHG5NTbdK3xCa+99lpzXDg3vU61h9+BBx4YWXTYc2cvQP2SWbdu3bDtiZ5k2iDRsZNtC3LdktU9U9t1jEErHXLIIWETeFjrs/0YxDpZBlo36zVozB5trU746Hw9JcwYsI1Bfr34eY343aZ+l+e8LHRcSWuCI/3s0UDoxIkTzfGorWEbpk+fbg7X4pyMx1mGl+V0Pi/8bCMvdc50Xp0Myfqcf/311+0AqN4SbyU3t79rXnwtMR4RQAABBBBAAAEEik2gdLGdcD6er96q7pzQpHnz5vZpaMDASm4DoM58pUuXjhts/Pe//21PgKTHeOWVV8SaQEl7iOg4ps4eN1Y9Ih/dBGOcefQWPS89bTJpEHkuXp8HuW5ez8Wv/M4gxezZs/0qNq1yglgn64Sc15BOipYsaVDKOSZksvxB2u48V+f7VKI6OvMlej9LVIabbX5eI87z9KNN/S4vnoeOH33llVfKu+++KytWrAi75Von6POjZ7bzsyBePZx5nJ8XfrZRvGPnYr2O+2n17tShCdauXWsOA/LZZ5+Z1dGJEa3P5mT1c9rFy+vMUwy+8RxYjwACCCCAAAIIIFBYAgRA86A99QuP3rZuJR2D00rOL776BdTNLbLOXiNalvO2U6tcDaJceOGFYk0+o2OL9e7d2xz3zbo9XW+NdN6ab+0b+fjPf/4zclXU83/84x/2utNPP91edrOQKQM3x06WJ8h1S1b3TG13Bil0Yi8dgzZZeuONN6R9+/ZmwMWaECTZPl62B7FOVv2POeYYa1F0DGBncMLe4Fh4+umnw94vHJsCvxjk14uf14jfbepneQ8//LD5OtOhKaxeh7EuHB2H8rnnnhMNOmvSoNy8efNiZfW0Lp3PCz/byFOlM5xZx+A999xzzaPo3wITJkwwe+Fad3Loj5FWOySrCr7JhNiOAAIIIIAAAgggUKgCBEAD3rI///yzOfO7VU2dvMh5O/mJJ54o1oy4OiFCsoCkBptefPFFq7iwHjz2SmNBZ/u1ZmTW29GfeOIJc7P2ALr33nvtrBqM0kmZEiWduGHGjBlxs+hxdFwzK0XOcmutj/fot4FzwpedO3fGO6yr9X7XzdVBPWTy81zdHvbggw8WvfVdk/YgHjBgQMJd9Uu+XmczZ86Ut99+W5wTviTc0cPGINbJqr7+SKHXkSYdguKvf/2rtSnqUXuKJ3sPyEWbR1U0zoogv178vEb8blM/y9OJqPR1psFMHfszUdLXr7PXpx8Tk6XzeeFnGyU673S3pfIa1NvgraQTH2kvXCvpREluUzH4urUgHwIIIIAAAggggECRCRhfXkhZEHj88cdDxqVl/jPG3Ex4RKOHR8gIVIaMQEbICDja++n+w4YNi9rX+LJq5zHG6QwZPcCi8ugKLdP4gmjnbdSoUcgYVzQqr/EFyc6jxzS+BIflMb70howeR3ae1q1bh4yJGMLy9OzZ096uZRi9iULG+HFhefTJsmXLQgcddJCd99RTT43KoyuMWejtPEZvwKg8fhrouVhtpY9GgDfqeF5W+Fk367jVq1e366jtmmpye67O9nzyySeTHq5BgwZ2/YzZyKPyG72aQ6VKlbLzDB48OGT0No7Kp9faBRdcYOfTfYyAeVQ+NyuSXUN+1smrl7M9jQBU1OkYYyzaBnpNGgGPqNfcnDlzQkYPuLB8mteYoCasvFy1eVglEjzx+/XitE3ntaJV9vMa8bNNtW5+lTd58mT7GjJ6FYb08yBeuu666+y8xoRmIX29ppKcrxe9ZtP5vPCzjfRc9DNJ66T/Ro4cmcrpRe3j9jUYuWOrVq3MelSoUCFk3BJvLhvB78hsUc+D7BtVWVYggAACCCCAAAIIIJAhAe29QcqCgDMAql+kNFAZ619JSYn9Zcv60mU9Gregx61p165dw/Y788wzQy+88ELIGMczZNzyFrrrrrtCzkCAfrH95JNPosozbmMMOYNXxgz0UXl0hTEbcMjoxWIf8+qrrw7LF/mFS8/BmKk4ZPQeDRnjlpn/hg4dGjJ6l9plVK1aNbR48eKwcqwnyYJXms8vAy3LaWD0agp169YtdMopp4SMCaR0s+fkZ9304M62TDeo4+Zcne3pRwBUz0GDeNa1rY+HHXZYyOhpbAaZjN6eIaOnclhwXPPoNZNqcnMN+VUnr17O9owVANVzvuOOO8K89Lo84YQTQkbPMPOHDeu9o2bNmuZ7i2U7bdq0KLJctXlUReKs8PP14rRN97Wi1fXrGtGy/GxTv8rTH+D0vc66fvSz4uKLLw4ZvQ5DGmQ3evOHjCFLzGvPyqPXntEjUauQUnK+Xqwy0/m88LONMhEAVSQ3r8FITP1R1PKxHp999tnIbFHPg+wbVVlWIIAAAggggAACCCCQIQECoBmCjSw2MgBqfXlx82jc9h4aOHBgyJgMKbJY+7kxKVGof//+UV+OYpWvQUdjJl97X+dCjx497DLq1KkTMm43dm4OW37ooYfsvHocDbRayfmFSwM0e+21V1jeyHrtvffe5pdra//IRzfBK78M9Ni33XZbzPoasx9HVs3Vcz/rpgf0M6jj5lyd7elXANQYXiB06623howJr2JaR14jxrAMrqzjZXJzDflVJ69ezvaMFwDV8zJm2Q5p769IG+u59qbWIJ+zvO+++y6KJFdtHlWROCv8fL04LfwIgPp1jVin7leb+lnepk2bQtqj07quEj3q50SsH9Os+rh5dL5e/Pi88LONMhUAdfMajLTTH+Cc75f6I6S2VbIUZN9kdWc7AggggAACCCCAAAJ+CRAA9UsySTluA6Aa3GjWrJl5i7kx6UHowQcfDG3cuDFJ6X9s1tsV27VrF/Ylyfryql9Ub7zxxri9GI0JLcK+8Govn0RJewp17NjR3qd+/fp2wNT5hUsDZsas1KGTTz45rGea1kt7fV5//fWhVatWJTpU0lvgnTunY2CVo7dy3nDDDVGBW2OCECtLSo9+1E0P7GdQx825RrZnspN39m6KdQu8c/+vv/7avI6Mybjsa8m6ZvVRe6NF3sbt3N/tspsAqFVWunXy6uVsz0QBUK3ft99+GxoyZEhIe3nrMBb648JZZ51lvlforbWaKlWqZFvG6rWc6zY3K+niPz9eL05bPwKgVrXTvUascvTRjzb1uzy9lh555BHzGnO+Hq1lfY3rNbgkxtAmzrq4WY58vaT7eWEd0482ylQA1M1r0DoP5+Npp51mv7bPP/9856a4y0H2jVtpNiCAAAIIIIAAAggg4LNAKS3P+EJDKjCBHTt2mJMY6UQWOmt7kyZNRGf1NW67z8qZ6kRGY8aMMY9lBEDlqquuMpe1XsaXUnMm6+bNm5t1MoKgGamTXwY6EZX+22effUQnhPIj+VU3P+riLCMT5+osP9Gyzm68YMECmTt3rujER3p9GD8GiHErbKLdMrotiHVKdsI6UZLxQ4o9OY3Rc9x8D4i3Xy7bPF6dItcH9fWi9czGNeK1TSP9Ip97KU9fiz/++KP5nr18+XLR2d8PPfRQadiwYWSxKT/P9OdFNtoo5ZM3dvTyGnRaTZo0yZ4gLdHxnftk4vM46L6JbNiGAAIIIIAAAgggUDwCBECLp62zeqbxvnBltRIcDIECEDB6R8sHH3wgxgRHYkyCkjQgbIzTKDobtiajV7bo/qRgCfjdpn6Xl20tPi/cia9fv16MHt+iAeymTZuKMWa2GBPDJd0Z36REZEAAAQQQQAABBBAoAoGSIjhHThEBBBDIW4GyZcuKMS6iWX/tza1Bj3r16sU8H+3Qb8zMbW8zJkmyl1kIjoDfbep3ecGRoiZOgZdeeskMfuq6fv36uQp+OvdnGQEEEEAAAQQQQACBYhYoXcwnz7kjgAACQRfQIQCs2423bt0qxkzQcav8zDPPyKeffmpvNyY1s5dZCI6A323qd3nBkaImlsC0adPkb3/7m/lUh7i44oorrE08IoAAAggggAACCCCAgAsBeoC6QCILAgggkEuBgQMHyuDBg80qGBPTiDHxjPTp08e8DVZ7ferYjG+99Za88847djXPOOMMOfvss+3nLARLwO829bu8YGkVX21Wr14txuRF5mt84cKFMnv2bNm1a5cJoWNqx+sFXnxSnDECCCCAAAIIIIAAAu4ECIC6cyIXAgggkDOBQYMGyTfffCOjR482JzcaN26c6L946fTTT5dRo0bF28z6AAj43aZ+lxcAoqKuQp06dWT69Onyr3/9K8xhv/32kyFDhoSt4wkCCCCAAAIIIIAAAggkF+AW+ORG5EhRQCdncDNBQ4rFsxsCRSXw+uuvy5gxY6R9+/Zxz7tDhw7ywgsvyPjx46VGjRpx87EhGAJ+t6nf5WVTic+LcO0yZcpIo0aN7JUlJSWiY/p+8sknomMBe034ehUjPwIIIIAAAggggEChCTALfKG1KOeDAAIFL/Dzzz/L0qVLzX96C7zODN2sWTNp3LhxwZ97oZ6g323qd3mF6h7k81qzZo156/uOHTvkuOOOk2rVqgW5utQNAQQQQAABBBBAAIFACxAADXTzUDkEEEAAAQQQQAABBBBAAAEEEEAAAQQQSEeAW+DT0WNfBBBAAAEEEEAAAQQQQAABBBBAAAEEEAi0AAHQQDcPlUMAAQQQQAABBBBAAAEEEEAAAQQQQACBdAQIgKajx74IIIAAAggggAACCCCAAAIIIIAAAgggEGgBAqCBbh4qhwACCCCAAAIIIIAAAggggAACCCCAAALpCBAATUePfRFAAAEEEEAAAQQQQAABBBBAAAEEEEAg0AIEQAPdPFQOAQQQQAABBBBAAAEEEEAAAQQQQAABBNIRIACajh77IoAAAggggAACCCCAAAIIIIAAAggggECgBQiABrp5qBwCCCCAAAIIIIAAAggggAACCCCAAAIIpCNAADQdPfZFAAEEEEAAAQQQQAABBBBAAAEEEEAAgUALEAANdPNQOQQQQAABBBBAAAEEEEAAAQQQQAABBBBIR4AAaDp67IsAAggggAACCCCAAAIIIIAAAggggAACgRYgABro5qFyCCCAAAIIIIAAAggggAACCCCAAAIIIJCOQEk6O7NvcoFVq1bJ5s2bk2ckR04FQqGQffxSpUrZyywgkG8CXMv51mLUN54A13I8Gdbnk4DzOtZ68zdGPrUedXUKcC07NVjOZwGu5fxrvcaNG0v58uXzr+LUOHACpYw3gD8iP4GrXv5X6Prrr5f3338//0+EM0AAAQQQQAABBBBAAAEEEEAAAQSyKDBmzBhp06ZNFo/IoQpVgB6gWWjZli1byh133JGFI3GIVAV++eUX2b17t7l7rVq16KGRKiT75Vxgw4YNor9raS8jvZZJCOSjgF7Dei1rKikpkerVq+fjaVBnBMy/LfRvDE3ae6VKlSqoIJCXAjt37pQtW7aYda9UqZJUrFgxL8+DSiOwbds22b59uwlRtWpVKVeuHCgBFViwYIEMGTIkoLWjWvkoQAA0C62mb6wdOnTIwpE4RKoC69atk127dpm7169fX0qXZnjcVC3ZL7cCOuyGFQBt0KBBbivD0RFIUWDPnj2yevVqc++yZctKnTp1UiyJ3RDIrcBvv/0m69evNyuhAaMaNWrktkIcHYEUBTRoZAXz9bsNwfwUIdkt5wK//vqrbN261axHzZo1pUKFCjmvExWILUBwOrYLa1MXIMqTuh17IoAAAggggAACCCCAAAIIIIAAAggggEDABQiABryBqB4CCCCAAAIIIIAAAggggAACCCCAAAIIpC5AADR1O/ZEAAEEEEAAAQQQQAABBBBAAAEEEEAAgYALEAANeANRPQQQQAABBBBAAAEEEEAAAQQQQAABBBBIXYAAaOp27IkAAggggAACCCCAAAIIIIAAAggggAACARcgABrwBqJ6CCCAAAIIIIAAAggggAACCCCAAAIIIJC6AAHQ1O3YEwEEEEAAAQQQQAABBBBAAAEEEEAAAQQCLkAANOANRPUQQAABBBBAAAEEEEAAAQQQQAABBBBAIHUBAqCp27EnAggggAACCCCAAAIIIIAAAggggAACCARcgABowBuI6iGAAAIIIIAAAggggAACCCCAAAIIIIBA6gIEQFO3Y08EEEAAAQQQQAABBBBAAAEEEEAAAQQQCLgAAdCANxDVQwABBBBAAAEEEEAAAQQQQAABBBBAAIHUBQiApm7HnggggAACCCCAAAIIIIAAAggggAACCCAQcAECoAFvIKqHAAIIIIAAAggggAACCCCAAAIIIIAAAqkLEABN3Y49EUAAAQQQQAABBBBAAAEEEEAAAQQQQCDgAiUBr5/n6q1fv17efPNNWbRokaxevVrq1asn++67r5x77rlSt27duOVNnTpVpk+fLvPnz5dSpUpJs2bN5LzzzpPGjRvH3YcNCC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)
Check the assumptions for ANOVA
To study whether or not the observed differences in average egg length between the different foster bird types are significant, we may perform an ANOVA.
The null hypothesis of ANOVA states that: \(H0\): The mean egg length is equal between the different bird tpyes.
The alternative hypothesis of ANOVA states that: \(HA\): The mean egg length for at least one bird type is different from the mean egg length in at least one other bird type.
Before we may proceed with the analysis, we must make sure that all assumptions for ANOVA are met. ANOVA has three assumptions:
- The observations are independent of each other (in all groups)
- The data (length) must be normally distributed (in all groups)
- The variability within all groups is similar
The first assumption is met, as we may assume that there are no specific patterns of correlation between the randomly selected nests.
To check the normality assumption, we will use QQ plots.
Cuckoo %>%
ggplot(aes(sample=length)) +
geom_qq() +
geom_qq_line() +
facet_grid(~type)
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)
There seem to be no clear deviations from normality.
The third assumption of equal variances seems to be met based on the visualization with the boxplots (see above).
As such, we may proceed with the ANOVA analysis.
Data analysis
ANOVA
fit <- lm(length~type, Cuckoo)
fit_anova <- anova(fit)
fit_anova
## Analysis of Variance Table
##
## Response: length
## Df Sum Sq Mean Sq F value Pr(>F)
## type 5 41.161 8.2322 4.7467 0.0005621 ***
## Residuals 114 197.710 1.7343
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
The p-value of the ANOVA analysis is extremely significant (p-value = 0.0005621), so we reject the null hypothesis that the mean egg length is equal between the different bird types. We can say that the mean egg length is significantly different between at least two bird types on the 5% significance level.
Based on this analysis, we do not yet know between which particular bird types there is a significant difference. To study this, we will perfrom the Tuckey post-hoc analysis.
Post-hoc analysis
We will perform a post-hoc analysis, to look at the difference in egg length between each pairwise comparison of bird types. Importantly, with this strategy, the p-values will be correctly adjusted for multiple testing.
The null hypothesis for each pairwise test is that there is no difference in the mean egg length between both bird types.
The alternative hypothesis for each pairwise test states that there is indeed a difference in the mean egg length between both bird types.
We will also calculate the confidence interval on the mean differences.
library(multcomp, quietly = TRUE)
mcp <- glht(fit, linfct = mcp(type = "Tukey"))
summary(mcp)
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = length ~ type, data = Cuckoo)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## 2 - 1 == 0 0.59000 0.39263 1.503 0.65690
## 3 - 1 == 0 0.62143 0.40301 1.542 0.63151
## 4 - 1 == 0 0.07500 0.38332 0.196 0.99996
## 5 - 1 == 0 0.40333 0.39263 1.027 0.90518
## 6 - 1 == 0 -1.37000 0.39263 -3.489 0.00865 **
## 3 - 2 == 0 0.03143 0.48939 0.064 1.00000
## 4 - 2 == 0 -0.51500 0.47330 -1.088 0.88201
## 5 - 2 == 0 -0.18667 0.48087 -0.388 0.99878
## 6 - 2 == 0 -1.96000 0.48087 -4.076 0.00115 **
## 4 - 3 == 0 -0.54643 0.48195 -1.134 0.86268
## 5 - 3 == 0 -0.21810 0.48939 -0.446 0.99764
## 6 - 3 == 0 -1.99143 0.48939 -4.069 0.00116 **
## 5 - 4 == 0 0.32833 0.47330 0.694 0.98170
## 6 - 4 == 0 -1.44500 0.47330 -3.053 0.03188 *
## 6 - 5 == 0 -1.77333 0.48087 -3.688 0.00446 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = length ~ type, data = Cuckoo)
##
## Quantile = 2.8888
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## 2 - 1 == 0 0.59000 -0.54424 1.72424
## 3 - 1 == 0 0.62143 -0.54279 1.78565
## 4 - 1 == 0 0.07500 -1.03234 1.18234
## 5 - 1 == 0 0.40333 -0.73091 1.53757
## 6 - 1 == 0 -1.37000 -2.50424 -0.23576
## 3 - 2 == 0 0.03143 -1.38231 1.44517
## 4 - 2 == 0 -0.51500 -1.88227 0.85227
## 5 - 2 == 0 -0.18667 -1.57582 1.20249
## 6 - 2 == 0 -1.96000 -3.34915 -0.57085
## 4 - 3 == 0 -0.54643 -1.93868 0.84582
## 5 - 3 == 0 -0.21810 -1.63184 1.19565
## 6 - 3 == 0 -1.99143 -3.40517 -0.57769
## 5 - 4 == 0 0.32833 -1.03894 1.69561
## 6 - 4 == 0 -1.44500 -2.81227 -0.07773
## 6 - 5 == 0 -1.77333 -3.16249 -0.38418
Conclusion
We have found an extremely significant dependence (p-value = 0.0005621) between the mean egg length and bird type on the global 5% significance level.
The mean length of cuckoo’s eggs in nests of the Eurasian wern are smaller as compared to those from all other bird types in the dataset:
- the meadow pipit (adjusted p-value = 0.00856, mean difference = -1.37 mm, 95% CI [-2.50323; -0.23677])
- the tree pipit (adjusted p-value = 0.00112, mean difference = -1.96 mm, 95% CI [-3.34792; -0.57208])
- the dunnock (adjusted p-value = 0.00115, mean difference = -1.99 mm, 95% CI [-3.40513; -0.57773])
- the European robin (adjusted p-value = 0.03184, mean difference = -1.45 mm, 95% CI [-2.81223; -0.07777])
- the white wagtail (adjusted p-value = 0.03184, mean difference = -1.77 mm, 95% CI [-3.16244; -0.38422])
For the other bird types, we have insufficient evidence to suggest differences in mean length of the cuckoo bird’s eggs.
---
title: 'Tutorial 7.3: ANOVA on the cuckoo dataset'
output:
  html_document:
    code_download: yes
    highlight: tango
    number_sections: yes
    theme: cosmo
    toc: yes
    toc_float: yes
  pdf_document:
    toc: yes
---

In this short tutorial, we perform a hypothesis test on the
"cuckoo" dataset. 

# The cuckoo dataset

The common cuckoo does not build its own nest: it prefers
to lay its eggs in another birds' nest. It is known, since 1892,
that the type of cuckoo bird eggs are different between different
locations. In a study from 1940, it was shown that cuckoos return
to the same nesting area each year, and that they always pick
the same bird species to be a "foster parent" for their eggs.

Over the years, this has lead to the development of geographically
determined subspecies of cuckoos. These subspecies have evolved in
such a way that their eggs look as similar as possible as those
of their foster parents.

The cuckoo dataset contains information on 120 Cuckoo eggs,
obtained from randomly selected "foster" nests.
For these eggs, researchers have measured the `length` (in mm)
and established the `type` (species) of foster parent.
The type column is coded as follows:

- `type=1`: Meadow pipit
- `type=2`: Tree pipit
- `type=3`: Dunnock
- `type=4`: European robin
- `type=5`: White wagtail
- `type=6`: Eurasian wren

# Goal

The researchers want totest if the type of foster parent
has an effect on the average length of the cuckoo eggs.

In theory, they want to study this for all six species.
Previously, we looked at a single pairwise comparison
between the European robin and the Eurasian wren with a
t-test. Here, we will analyse all types simultaneously
with ANOVA.

Load the required libraries

```{r, message=FALSE}
library(tidyverse)
```

## Import the data

```{r, message=FALSE}
Cuckoo <- read_tsv("https://raw.githubusercontent.com/GTPB/PSLS20/master/data/Cuckoo.txt")
head(Cuckoo)
```

# Data tidying

It seems that the `tpye` column is a `double` rather than a `factor`. 
Let's fix this:

```{r}
Cuckoo <- Cuckoo %>%
  mutate(type = as.factor(type))
```


# Data exploration

How many birds do we have for each type?

```{r}
Cuckoo %>%
  count(type)
```

Visualize the data

```{r}
Cuckoo %>%
  ggplot(aes(x=type,y=length,fill=type)) +
  theme_bw() +
  scale_fill_brewer(palette="RdGy") +
  geom_boxplot() +
  geom_jitter(width = 0.2) +
  ggtitle("Boxplot of the length of eggs per type") +
  ylab("length (mm)") + 
  stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
```

## Check the assumptions for ANOVA

To study whether or not the observed differences in average egg length 
between the different foster bird types are significant, we may perform 
an ANOVA.

The null hypothesis of ANOVA states that:
$H0$: The mean egg length is equal between the different bird tpyes.

The alternative hypothesis of ANOVA states that:
$HA$: The mean egg length for at least one bird type is different 
from the mean egg length in at least one other bird type.

Before we may proceed with the analysis, we must make sure that all
assumptions for ANOVA are met. ANOVA has three assumptions:

1. The observations are independent of each other (in all groups)
2. The data (length) must be normally distributed (in all groups)
3. The variability within all groups is similar

The first assumption is met, as we may assume that there are no
specific patterns of correlation between the randomly selected nests.

To check the normality assumption, we will use QQ plots.

```{r}
Cuckoo %>% 
  ggplot(aes(sample=length)) +
  geom_qq() +
  geom_qq_line() + 
  facet_grid(~type)
```

There seem to be no clear deviations from normality.

The third assumption of equal variances seems to be met based on the
visualization with the boxplots (see above).

As such, we may proceed with the ANOVA analysis.

# Data analysis

## ANOVA

```{r}
fit <- lm(length~type, Cuckoo)
fit_anova <- anova(fit)
fit_anova
```

The p-value of the ANOVA analysis is extremely significant
(p-value = `r format(fit_anova$"Pr(>F)"[1],digits=4)`), 
so we reject the null hypothesis that the mean 
egg length is equal between the different bird types.
We can say that the mean egg length is significantly different
between at least two bird types on the 5% significance level.

Based on this analysis, we do not yet know between which particular
bird types there is a significant difference. To study this, we will
perfrom the Tuckey post-hoc analysis.

## Post-hoc analysis

We will perform a post-hoc analysis, to look at the difference 
in egg length between each pairwise comparison of bird types.
Importantly, with this strategy, the p-values will be correctly
adjusted for multiple testing.

The null hypothesis for each pairwise test is that there is no
difference in the mean egg length between both bird types.

The alternative hypothesis for each pairwise test states that there
is indeed a difference in the mean egg length between both bird types.

We will also calculate the confidence interval on the mean differences.

```{r,message=FALSE}
library(multcomp, quietly = TRUE)
mcp <- glht(fit, linfct = mcp(type = "Tukey"))
summary(mcp)
confint(mcp)
```

# Conclusion

We have found an extremely significant dependence (p-value = `r format(fit_anova$"Pr(>F)"[1],digits=4)`)
between the mean egg length and bird type on the global 
5% significance level.

The mean length of cuckoo's eggs in nests of the Eurasian
wern are smaller as compared to those from all other bird
types in the dataset:

- the meadow pipit (adjusted p-value = 0.00856, mean difference = -1.37 mm, 95% CI [-2.50323; -0.23677])
- the tree pipit (adjusted p-value = 0.00112, mean difference = -1.96 mm, 95% CI [-3.34792; -0.57208])
- the dunnock (adjusted p-value = 0.00115, mean difference = -1.99 mm, 95% CI [-3.40513; -0.57773])
- the European robin (adjusted p-value = 0.03184, mean difference = -1.45 mm, 95% CI [-2.81223; -0.07777])
- the white wagtail (adjusted p-value = 0.03184, mean difference = -1.77 mm, 95% CI [-3.16244; -0.38422])

For the other bird types, we have insufficient evidence to suggest
differences in mean length of the cuckoo bird's eggs.


