cues = read.table("data/cues.txt", sep = "\n", header = FALSE) %>%
  rename(cue = V1)

concreteness <-read.csv("data/brysbaert_corpus.csv", header=TRUE)

cues %<>% 
  left_join(concreteness %>% select(Word, Conc.M, SUBTLEX), 
            by = c("cue"= "Word"))

ggplot(cues, aes(x = Conc.M)) +
  geom_histogram() +
  xlim(1,5) +
  theme_bw()

ggplot(cues, aes(x = log(SUBTLEX))) +
  xlab("log word frequency") +
  geom_histogram() +
  theme_bw()

cues %<>% 
  mutate(conc.bin = cut_number(Conc.M, n = 6, labels= FALSE))

cues %>%
  arrange(conc.bin) %>%
  kable()
cue Conc.M SUBTLEX conc.bin
angel 3.82 3992 1
boomerang 4.70 47 1
brain 4.69 3928 1
calendar 4.62 363 1
camouflage 4.24 94 1
chair 4.58 2511 1
circle 4.44 1097 1
cloud 4.54 599 1
compass 4.66 207 1
cooler 4.14 360 1
couch 4.71 1197 1
dragon 4.39 984 1
drill 4.40 701 1
dumbbell 4.69 25 1
eraser 4.74 51 1
fan 4.71 1792 1
fireplace 4.68 259 1
garden 4.73 1354 1
giraffe 4.73 76 1
hand 4.72 14262 1
helicopter 4.62 806 1
hexagon 4.52 4 1
hospital 4.64 6334 1
hot tub 4.75 0 1
hurricane 4.59 447 1
lighter 4.53 457 1
lightning 4.59 721 1
line 4.50 10515 1
marker 4.62 267 1
mermaid 4.50 161 1
microwave 4.34 199 1
mouth 4.74 5325 1
octagon 4.43 11 1
panda 4.75 108 1
picture frame 4.61 0 1
raccoon 4.67 73 1
radio 4.74 3936 1
rainbow 4.57 407 1
rhinoceros 4.75 38 1
roller coaster 4.75 0 1
saw 4.46 20527 1
sink 4.74 863 1
snorkel 4.56 31 1
snowman 4.64 97 1
spreadsheet 4.52 14 1
square 4.33 1620 1
squiggle 3.88 2 1
star 4.69 4149 1
stereo 4.63 304 1
tornado 4.53 130 1
traffic light 4.66 0 1
triangle 4.52 218 1
van 4.72 2641 1
yoga 4.53 227 1
zigzag 3.52 23 1
alarm clock 4.85 0 2
ambulance 4.81 1143 2
bandage 4.85 146 2
barn 4.79 693 2
beach 4.79 2888 2
cake 4.81 2298 2
campfire 4.79 64 2
cannon 4.79 444 2
cell phone 4.76 0 2
chandelier 4.79 72 2
crocodile 4.83 115 2
crown 4.81 698 2
diving board 4.80 0 2
dog 4.85 9835 2
door 4.81 14895 2
drums 4.79 367 2
fence 4.82 819 2
fire hydrant 4.85 0 2
flamingo 4.81 60 2
flying saucer 4.79 0 2
frying pan 4.77 0 2
garden hose 4.79 0 2
hammer 4.77 636 2
harp 4.85 134 2
headphones 4.79 80 2
hockey stick 4.85 0 2
jail 4.83 3602 2
leg 4.83 2882 2
megaphone 4.76 15 2
motorbike 4.79 38 2
mouse 4.83 975 2
mug 4.80 349 2
mushroom 4.83 109 2
paintbrush 4.79 27 2
paper clip 4.79 0 2
parachute 4.78 162 2
pool 4.77 2396 2
potato 4.85 576 2
rake 4.84 152 2
rifle 4.85 743 2
scissors 4.85 341 2
scorpion 4.84 136 2
shorts 4.82 480 2
skull 4.83 750 2
skyscraper 4.76 40 2
sleeping bag 4.79 0 2
snowflake 4.76 60 2
streetlight 4.82 25 2
submarine 4.80 362 2
sun 4.83 3553 2
sweater 4.78 704 2
syringe 4.81 99 2
television 4.83 1729 2
train 4.79 4848 2
truck 4.84 3716 2
wristwatch 4.85 59 2
ant 4.86 273 3
baseball 4.86 1288 3
bear 4.88 2928 3
bee 4.88 528 3
belt 4.90 1242 3
bench 4.87 493 3
bicycle 4.89 337 3
book 4.90 9026 3
bowtie 4.89 6 3
broccoli 4.87 116 3
broom 4.89 243 3
bulldozer 4.90 66 3
bus 4.90 3783 3
bush 4.90 720 3
calculator 4.86 66 3
candle 4.86 409 3
canoe 4.86 182 3
car 4.89 24636 3
cat 4.86 3383 3
church 4.90 3553 3
crab 4.90 352 3
crayon 4.87 21 3
cruise ship 4.86 0 3
diamond 4.89 1053 3
dishwasher 4.86 103 3
duck 4.86 1263 3
eye 4.90 5701 3
face 4.87 14747 3
feather 4.90 338 3
foot 4.90 3311 3
fork 4.90 450 3
goatee 4.89 54 3
guitar 4.90 795 3
hat 4.88 3273 3
hot dog 4.87 0 3
jacket 4.86 1704 3
kangaroo 4.86 118 3
key 4.89 4430 3
knife 4.90 2387 3
lipstick 4.90 449 3
lobster 4.86 374 3
microphone 4.88 232 3
monkey 4.90 1709 3
moon 4.90 2548 3
mosquito 4.88 93 3
nose 4.89 3557 3
ocean 4.86 1545 3
onion 4.86 216 3
pants 4.86 2996 3
peanut 4.89 630 3
pencil 4.88 503 3
piano 4.90 1268 3
pond 4.90 323 3
purse 4.90 1008 3
river 4.89 2829 3
sailboat 4.89 82 3
sandwich 4.90 1118 3
screwdriver 4.90 128 3
sheep 4.90 685 3
skateboard 4.86 85 3
soccer ball 4.89 0 3
speedboat 4.87 27 3
squirrel 4.89 279 3
stethoscope 4.86 48 3
table 4.90 5387 3
toaster 4.90 198 3
tooth 4.89 692 3
trombone 4.90 65 3
trumpet 4.86 210 3
washing machine 4.89 0 3
watermelon 4.89 112 3
wheel 4.86 1380 3
windmill 4.89 65 3
wine glass 4.90 0 3
zebra 4.86 128 3
aircraft carrier 4.93 0 4
bathtub 4.92 311 4
birthday cake 4.93 0 4
bread 4.92 1445 4
butterfly 4.93 281 4
camel 4.93 256 4
clarinet 4.92 80 4
computer 4.93 3011 4
donut 4.93 72 4
envelope 4.93 513 4
eyeglasses 4.92 34 4
grass 4.93 856 4
hedgehog 4.93 15 4
helmet 4.92 483 4
hourglass 4.93 49 4
keyboard 4.93 92 4
map 4.93 1623 4
nail 4.93 951 4
owl 4.93 286 4
pear 4.93 68 4
pliers 4.93 59 4
popsicle 4.93 82 4
postcard 4.93 211 4
rabbit 4.93 1068 4
remote control 4.93 0 4
school bus 4.93 0 4
shark 4.93 764 4
snail 4.93 90 4
sock 4.91 458 4
sword 4.93 1335 4
toe 4.93 647 4
t-shirt 4.93 0 4
airplane 4.96 557 5
anvil 4.96 32 5
arm 4.96 3336 5
asparagus 4.96 50 5
backpack 4.96 186 5
basketball 4.97 1091 5
beard 4.96 643 5
blackberry 4.97 38 5
blueberry 4.96 131 5
bracelet 4.96 398 5
bridge 4.97 2331 5
bucket 4.96 511 5
castle 4.96 1099 5
cello 4.96 95 5
cow 4.96 1301 5
dolphin 4.96 141 5
dresser 4.96 182 5
flip flops 4.94 0 5
golf club 4.97 0 5
laptop 4.96 177 5
light bulb 4.97 0 5
lighthouse 4.96 157 5
lion 4.96 783 5
lollipop 4.96 91 5
mountain 4.96 1805 5
moustache 4.96 193 5
necklace 4.96 497 5
oven 4.97 453 5
pickup truck 4.96 0 5
pineapple 4.94 130 5
police car 4.96 0 5
rain 4.97 2494 5
shoe 4.97 1550 5
shovel 4.97 349 5
spider 4.97 515 5
spoon 4.96 388 5
steak 4.96 828 5
stove 4.96 387 5
suitcase 4.97 683 5
swan 4.96 348 5
swing set 4.96 0 5
teapot 4.96 44 5
telephone 4.96 1651 5
tent 4.96 892 5
toilet 4.97 1474 5
toothpaste 4.97 160 5
underwear 4.96 1105 5
violin 4.96 242 5
whale 4.96 574 5
apple 5.00 1207 6
axe 5.00 249 6
banana 5.00 547 6
baseball bat 5.00 0 6
basket 5.00 672 6
bat 5.00 1052 6
bed 5.00 9543 6
binoculars 5.00 80 6
bird 5.00 2318 6
cactus 5.00 148 6
camera 5.00 2907 6
carrot 5.00 195 6
clock 5.00 2990 6
coffee cup 5.00 0 6
cookie 5.00 852 6
cup 5.00 2634 6
ear 5.00 1632 6
elbow 5.00 313 6
elephant 5.00 580 6
finger 5.00 1870 6
firetruck 5.00 3 6
fish 5.00 4258 6
flashlight 5.00 302 6
flower 5.00 1161 6
frog 5.00 603 6
hamburger 5.00 397 6
horse 5.00 4737 6
house 5.00 26214 6
ice cream 5.00 0 6
knee 5.00 749 6
ladder 5.00 472 6
lantern 5.00 103 6
leaf 5.00 265 6
mailbox 5.00 212 6
octopus 5.00 99 6
palm tree 5.00 0 6
parrot 5.00 167 6
passport 5.00 534 6
penguin 5.00 147 6
pig 5.00 1996 6
pillow 5.00 581 6
pizza 5.00 1709 6
saxophone 5.00 86 6
sea turtle 5.00 0 6
snake 5.00 1140 6
stairs 5.00 1212 6
strawberry 5.00 282 6
tiger 5.00 945 6
toothbrush 5.00 255 6
tractor 5.00 190 6
tree 5.00 3315 6
umbrella 5.00 382 6
vase 5.00 196 6
wine bottle 5.00 0 6
animal migration NA NA NA
bottlecap NA NA NA
ceiling fan NA NA NA
floor lamp NA NA NA
grapes NA NA NA
hockey puck NA NA NA
hot air balloon NA NA NA
house plant NA NA NA
matches NA NA NA
paint can NA NA NA
peas NA NA NA
power outlet NA NA NA
rollerskates NA NA NA
see saw NA NA NA
smiley face NA NA NA
stitches NA NA NA
stop sign NA NA NA
string bean NA NA NA
teddy-bear NA NA NA
tennis racquet NA NA NA
The Eiffel Tower NA NA NA
The Great Wall of China NA NA NA
The Mona Lisa NA NA NA
waterslide NA NA NA