(C) 2017-2019 by Damir Cavar <dcavar@iu.edu>
Version: 0.5, October 2019
Download: This and various other Jupyter notebooks are available from my GitHub repo.
This is a brief introduction to NLTK for simple frequency analysis of texts. I created this notebook for intro to corpus linguistics and natural language processing classes at Indiana University between 2017 and 2019.
For this to work, in the folder with the notebook we expect a subfolder data that contains a file HOPG.txt. This file contains the novel "A House of Pomegranates" by Oscar Wilde taken as raw text from Project Gutenberg.
Reading a text into memory in Python is faily simple. We open a file, read from it, and close the file again. The following code prints out the first 300 characters of the text in memory:
In [1]:
ifile = open("data/HOPG.txt", mode='r', encoding='utf-8')
text = ifile.read()
ifile.close()
print(text[:300], "...")
A HOUSE OF POMEGRANATES
Contents:
The Young King
The Birthday of the Infanta
The Fisherman and his Soul
The Star-child
THE YOUNG KING
[TO MARGARET LADY BROOKE--THE RANEE OF SARAWAK]
It was the night before the day fixed for his coronation, and the
young King was sitting alone in his b ...
The optional parameters in the open function above define the mode of operations on the file and the encoding of the content. For example, setting the mode to r declares that reading from the file is the only permitted operation that we will perform in the following code. Setting the encoding to utf-8 declares that all characters will be encoded using the Unicode encoding schema UTF-8 for the content of the file.
In [3]:
import nltk
We can now lower the text, which means normalizing it to all characters lower case:
In [4]:
text = text.lower()
print(text[:300], "...")
a house of pomegranates
contents:
the young king
the birthday of the infanta
the fisherman and his soul
the star-child
the young king
[to margaret lady brooke--the ranee of sarawak]
it was the night before the day fixed for his coronation, and the
young king was sitting alone in his b ...
To generate a frequency profile from the text file, we can use the NLTK function FreqDist:
In [5]:
myFD = nltk.FreqDist(text)
In [6]:
print(myFD)
<FreqDist with 39 samples and 174018 outcomes>
We can remove certain characters from the distribution, or alternatively replace these characters in the text variable. The following loop removes them from the frequency profile in myFD, which is a dictionary data structure in Python.
In [7]:
for x in ":,.-[];!'\"\t\n/ ?":
del myFD[x]
We can print out the frequency profile by looping through the returned data structure:
In [8]:
for x in myFD:
print(x, myFD[x])
a 11231
h 10802
o 9408
u 3269
s 8093
e 17372
f 3089
p 1884
m 3271
g 2666
r 7603
n 8843
t 12521
c 2693
y 2168
k 1026
i 8307
b 1812
d 7249
l 5270
w 3665
x 48
v 1122
q 81
j 103
z 61
To relativize the frequencies, we need to compute the total number of characters. This is assuming that we removed all punctuation symbols. The frequency distribution instance myFD provides a method to access the values associated with the individual characters. This will return a list of values, that is the frequencies associated with the characters.
In [9]:
myFD.values()
Out[9]:
dict_values([11231, 10802, 9408, 3269, 8093, 17372, 3089, 1884, 3271, 2666, 7603, 8843, 12521, 2693, 2168, 1026, 8307, 1812, 7249, 5270, 3665, 48, 1122, 81, 103, 61])
The sum function can summarize these values in its list argument:
In [10]:
sum(myFD.values())
Out[10]:
133657
To avoid type problems when we compute the relative frequency of characters, we can convert the total number of characters into a float. This will guarantee that the division in the following relativisation step will be a float as well.
In [11]:
float(sum(myFD.values()))
Out[11]:
133657.0
We store the resulting number of characters in the total variable:
In [12]:
total = float(sum(myFD.values()))
print(total)
133657.0
We can now generate a probability distribution over characters. To convert the frequencies into relative frequencies we use list comprehension and divide every single list element by total. The resulting relative frequencies are stored in the variable relfreq:
In [13]:
relfrq = [ x/total for x in myFD.values() ]
print(relfrq)
[0.08402852076584093, 0.0808188123330615, 0.07038913038598801, 0.024458127894536014, 0.06055051362816762, 0.1299744869329702, 0.02311139708357961, 0.014095782488010355, 0.024473091570213306, 0.019946579677832064, 0.056884413087230745, 0.06616189200715264, 0.09368009157769515, 0.020148589299475522, 0.016220624434186013, 0.007676365622451499, 0.06215162692563801, 0.013557090163627793, 0.05423584249234982, 0.03942928540966803, 0.0274209356786401, 0.0003591282162550409, 0.008394622054961581, 0.0006060288649303815, 0.0007706292973806085, 0.0004563921081574478]
In [14]:
from math import log
We can define the Entropy) function according to the equation $I = - \sum P(x) log_2( P(x) )$ as:
In [15]:
def entropy(p):
return -sum( [ x * log(x, 2) for x in p ] )
In [16]:
entropy([1/8, 1/16, 1/4, 1/8, 1/16, 1/16, 1/4, 1/16])
Out[16]:
2.75
We can now compute the entropy of the character distribution:
In [17]:
print(entropy(relfrq))
4.124824125135032
We might be interested in the point-wise entropy of the characters in this distribution, thus needing the entropy of each single character. We can compute that in the following way:
In [18]:
entdist = [ -x * log(x, 2) for x in relfrq ]
print(entdist)
[0.3002319806578157, 0.29330480822209687, 0.2694850339615855, 0.13093762006835424, 0.24497024185626542, 0.38260584969385675, 0.12561626066788154, 0.08666922421352652, 0.13099613411450642, 0.11265259339509692, 0.2352638524022937, 0.2592127456210649, 0.32002184459468397, 0.11350057702872672, 0.09644826809662171, 0.053929238563860095, 0.24910770047189124, 0.08411915007238721, 0.2280405439219216, 0.18392139623527803, 0.1422756742696596, 0.004109580806277946, 0.05789199083219161, 0.006477433994507777, 0.007969598004767611, 0.005064783367910896]
We could now compute the variance over this point-wise entropy distribution or other properties of the frequency distribution as for example median, mode, or standard deviation.
We see that the frequency profile is for the characters in the text, not the words or tokens. In order to generate a frequency profile over words/tokens in the text, we need to utilize a tokenizer. NLTK provides basic tokenization functions. We will use the word_tokenize function to generate a list of tokens:
In [19]:
tokens = nltk.word_tokenize(text)
We can print out the first 20 tokens to verify our data structure is a list with lower-case strings:
In [20]:
tokens[:20]
Out[20]:
['a',
'house',
'of',
'pomegranates',
'contents',
':',
'the',
'young',
'king',
'the',
'birthday',
'of',
'the',
'infanta',
'the',
'fisherman',
'and',
'his',
'soul',
'the']
We can now generate a frequency profile from the token list, as we did with the characters above:
In [21]:
myTokenFD = nltk.FreqDist(tokens)
print(myTokenFD)
<FreqDist with 4009 samples and 38127 outcomes>
The frequency profile can be printed out in the same way as above by looping over the tokens and their frequencies. Note that we restrict the loop to the first 20 tokens here just to keep the notebook smaller. You can remove the [:20] selector in your own experiments.
In [22]:
for token in list(myTokenFD.items()):
print(token[0], token[1])
a 673
house 26
of 1108
pomegranates 6
contents 1
: 33
the 2552
young 112
king 70
birthday 8
infanta 37
fisherman 76
and 2118
his 483
soul 99
star-child 42
[ 4
to 697
margaret 1
lady 4
brooke 1
-- 26
ranee 1
sarawak 1
] 4
it 353
was 356
night 14
before 53
day 46
fixed 2
for 267
coronation 4
, 2675
sitting 2
alone 10
in 472
beautiful 25
chamber 10
. 1341
courtiers 3
had 235
all 82
taken 5
their 176
leave 10
him 372
bowing 2
heads 7
ground 16
according 1
ceremonious 1
usage 1
retired 3
great 83
hall 4
palace 25
receive 3
few 9
last 14
lessons 1
from 184
professor 1
etiquette 2
; 60
there 97
being 11
some 52
them 154
who 132
still 14
quite 21
natural 4
manners 1
which 59
courtier 1
is 242
i 376
need 13
hardly 4
say 11
very 16
grave 7
offence 1
lad 5
he 645
only 30
but 212
sixteen 1
years 16
age 4
not 208
sorry 1
at 203
departure 1
flung 12
himself 42
back 42
with 391
deep 13
sigh 1
relief 1
on 209
soft 5
cushions 1
embroidered 7
couch 8
lying 15
wild-eyed 1
open-mouthed 1
like 60
brown 6
woodland 4
faun 2
or 40
animal 3
forest 33
newly 1
snared 5
by 101
hunters 2
indeed 22
found 16
coming 12
upon 80
almost 7
chance 1
as 207
bare-limbed 1
pipe 5
hand 53
following 4
flock 1
poor 16
goatherd 4
brought 18
up 88
whose 15
son 15
always 10
fancied 1
be 98
child 27
old 21
's 64
daughter 6
secret 6
marriage 4
one 78
much 25
beneath 9
her 272
station 1
stranger 1
said 171
wonderful 11
magic 2
lute-playing 1
made 57
princess 8
love 41
while 13
others 12
spoke 5
an 47
artist 1
rimini 1
whom 18
shown 6
perhaps 5
too 18
honour 3
suddenly 5
disappeared 3
city 58
leaving 1
work 6
cathedral 6
unfinished 1
been 60
when 144
week 1
stolen 2
away 61
mother 27
side 27
she 204
slept 2
given 17
into 92
charge 1
common 1
peasant 1
wife 8
were 130
without 8
children 33
own 27
lived 4
remote 2
part 7
more 31
than 51
ride 4
town 5
grief 3
plague 3
court 11
physician 2
stated 1
suggested 1
swift 1
italian 3
poison 2
administered 1
cup 12
spiced 1
wine 10
slew 1
within 7
hour 4
wakening 1
white 56
girl 2
birth 3
trusty 1
messenger 1
bare 8
across 18
saddle-bow 1
stooped 2
weary 7
horse 6
knocked 6
rude 2
door 18
hut 2
body 24
lowered 1
open 9
that 399
dug 3
deserted 1
churchyard 1
beyond 3
gates 7
where 30
another 17
also 22
man 39
marvellous 12
foreign 2
beauty 14
hands 37
tied 3
behind 19
knotted 1
cord 4
breast 7
stabbed 2
many 23
red 34
wounds 3
such 14
least 2
story 1
men 18
whispered 7
each 33
other 32
certain 3
deathbed 1
whether 1
moved 13
remorse 1
sin 6
merely 2
desiring 2
kingdom 1
should 29
pass 4
line 1
sent 8
presence 3
council 1
acknowledged 2
heir 1
seems 1
first 8
moment 4
recognition 1
signs 4
strange 22
passion 3
destined 1
have 118
so 123
influence 1
over 64
life 10
those 18
accompanied 3
suite 1
rooms 2
set 36
apart 1
service 5
often 9
cry 17
pleasure 12
broke 5
lips 29
saw 59
delicate 5
raiment 13
rich 11
jewels 3
prepared 2
fierce 3
joy 18
aside 7
rough 6
leathern 3
tunic 4
coarse 4
sheepskin 2
cloak 15
missed 2
times 7
fine 13
freedom 4
apt 1
chafe 1
tedious 1
ceremonies 2
occupied 3
joyeuse 1
they 226
called 32
now 22
lord 16
seemed 27
new 5
world 43
fresh-fashioned 1
delight 6
soon 4
could 37
escape 3
council-board 1
audience-chamber 1
would 64
run 5
down 76
staircase 2
its 55
lions 3
gilt 9
bronze 6
steps 7
bright 15
porphyry 3
wander 5
room 16
corridor 4
seeking 8
find 19
anodyne 1
pain 12
sort 2
restoration 1
sickness 1
these 16
journeys 1
discovery 1
call 15
real 8
voyages 1
through 80
land 7
sometimes 7
slim 3
fair-haired 1
pages 4
floating 2
mantles 1
gay 4
fluttering 3
ribands 2
feeling 2
quick 2
instinct 1
divination 1
secrets 1
art 35
are 66
best 6
learned 3
wisdom 9
loves 4
lonely 4
worshipper 1
curious 10
stories 1
related 1
about 25
this 98
period 1
stout 1
burgo-master 1
come 50
deliver 1
florid 2
oratorical 1
address 2
behalf 1
citizens 2
caught 11
sight 7
kneeling 2
adoration 1
picture 4
just 15
venice 1
herald 1
worship 4
gods 2
occasion 7
several 3
hours 4
after 40
lengthened 1
search 3
discovered 3
little 118
northern 1
turrets 1
gazing 1
trance 1
greek 1
gem 1
carved 10
figure 4
adonis 1
seen 21
tale 3
ran 30
pressing 2
warm 3
marble 5
brow 2
antique 1
statue 2
bed 8
river 8
building 1
stone 7
bridge 1
inscribed 1
name 12
bithynian 1
slave 12
hadrian 1
passed 29
whole 17
noting 1
effect 2
moonlight 2
silver 39
image 5
endymion 1
rare 1
costly 1
materials 1
certainly 11
fascination 1
eagerness 1
procure 1
merchants 12
traffic 3
amber 11
fisher-folk 1
north 2
seas 2
egypt 3
look 21
green 24
turquoise 2
tombs 2
kings 8
possess 4
magical 2
properties 1
persia 1
silken 3
carpets 6
painted 16
pottery 1
india 2
buy 5
gauze 4
stained 3
ivory 13
moonstones 2
bracelets 2
jade 5
sandal-wood 1
blue 15
enamel 3
shawls 1
wool 2
what 63
most 11
robe 16
wear 5
tissued 3
gold 75
ruby-studded 1
crown 15
sceptre 10
rows 3
rings 4
pearls 11
thinking 2
to-night 5
lay 23
luxurious 1
watching 6
pinewood 1
log 1
burning 3
itself 3
out 115
hearth 2
designs 1
famous 3
artists 2
time 19
submitted 1
months 2
orders 3
artificers 1
toil 5
carry 4
searched 3
worthy 2
fancy 3
standing 6
high 11
altar 9
fair 12
smile 8
played 5
lingered 1
boyish 1
lit 5
lustre 1
dark 4
eyes 45
rose 47
seat 1
leaning 3
against 9
penthouse 1
chimney 1
looked 39
round 54
dimly-lit 1
walls 11
hung 14
tapestries 1
representing 2
triumph 1
large 7
press 2
inlaid 4
agate 2
lapis- 1
lazuli 1
filled 18
corner 7
facing 2
window 9
stood 44
curiously 5
wrought 11
cabinet 2
lacquer 3
panels 1
powdered 4
mosaiced 1
placed 9
goblets 1
venetian 1
glass 4
dark-veined 1
onyx 3
pale 16
poppies 3
broidered 5
silk 8
coverlet 1
though 22
fallen 4
tired 4
sleep 7
tall 6
reeds 3
fluted 1
velvet 7
canopy 4
tufts 1
ostrich 2
plumes 3
sprang 2
foam 7
pallid 3
fretted 1
ceiling 3
laughing 9
narcissus 2
held 17
polished 6
mirror 13
above 6
head 34
table 4
flat 5
bowl 5
amethyst 1
outside 4
see 24
huge 13
dome 2
looming 1
bubble 1
shadowy 2
houses 3
sentinels 1
pacing 1
misty 1
terrace 7
far 6
orchard 3
nightingale 3
singing 6
faint 2
perfume 2
jasmine 1
came 95
brushed 4
curls 3
forehead 6
taking 6
lute 3
let 32
fingers 7
stray 1
cords 2
heavy 15
eyelids 4
drooped 3
languor 1
never 21
felt 9
keenly 1
exquisite 1
mystery 1
things 35
midnight 2
sounded 1
clock-tower 1
touched 14
bell 2
entered 18
disrobed 1
ceremony 2
pouring 1
rose-water 2
strewing 1
flowers 16
pillow 1
moments 5
left 14
fell 21
asleep 11
dreamed 3
dream 7
thought 17
long 31
low 7
attic 1
amidst 2
whir 1
clatter 1
looms 1
meagre 1
daylight 1
peered 6
grated 2
windows 6
showed 7
gaunt 2
figures 4
weavers 2
bending 2
cases 1
sickly-looking 1
crouched 3
crossbeams 1
shuttles 2
dashed 2
warp 1
lifted 2
battens 2
stopped 9
fall 3
pressed 4
threads 3
together 8
faces 6
pinched 1
famine 4
thin 10
shook 5
trembled 10
haggard 2
women 5
seated 6
sewing 1
horrible 4
odour 6
place 27
air 18
foul 9
dripped 2
streamed 1
damp 1
went 65
watched 13
weaver 5
angrily 3
'why 14
thou 164
me 236
? 159
spy 1
us 62
our 25
master 20
' 464
'who 6
thy 76
asked 19
'our 3
! 58
cried 65
bitterly 5
'he 12
myself 5
difference 2
between 6
wears 1
clothes 1
go 47
rags 3
am 33
weak 2
hunger 4
suffers 2
overfeeding 1
'the 15
free 6
'and 35
no 80
man's 2
'in 6
war 4
answered 82
strong 3
make 24
slaves 9
peace 11
we 73
must 19
live 8
give 31
mean 2
wages 1
die 8
heap 1
coffers 2
fade 1
become 1
hard 13
evil 31
tread 1
grapes 2
drinks 1
sow 1
corn 7
board 3
empty 6
chains 2
eye 2
beholds 1
'is 6
'it 18
'with 2
well 9
stricken 1
grind 1
needs 2
do 41
bidding 6
priest 23
rides 1
tells 1
beads 3
has 30
care 7
sunless 1
lanes 1
creeps 1
poverty 2
hungry 1
sodden 1
face 40
follows 1
close 12
misery 4
wakes 1
morning 16
shame 5
sits 2
thee 152
happy 5
turned 13
scowling 1
threw 13
shuttle 1
loom 2
threaded 1
thread 2
terror 8
seized 9
'what 22
weaving 1
gave 23
loud 4
woke 4
lo 14
honey-coloured 1
moon 24
hanging 3
dusky 2
again 36
deck 3
galley 7
rowed 1
hundred 6
carpet 5
black 30
ebony 3
turban 3
crimson 2
earrings 4
dragged 2
thick 5
lobes 1
ears 11
pair 3
scales 2
naked 5
ragged 2
loin-cloth 1
chained 1
neighbour 1
hot 6
sun 12
beat 12
brightly 4
negroes 11
gangway 1
lashed 1
whips 1
hide 8
stretched 5
lean 2
arms 22
pulled 1
oars 2
water 29
salt 5
spray 5
flew 8
blades 1
reached 15
bay 8
began 16
take 17
soundings 1
light 4
wind 15
blew 8
shore 17
covered 11
lateen 1
sail 4
dust 6
three 20
arabs 1
mounted 2
wild 20
asses 1
rode 5
spears 3
took 37
bow 4
shot 4
throat 3
heavily 3
surf 5
companions 7
galloped 4
woman 11
wrapped 4
yellow 27
veil 5
followed 13
slowly 7
camel 3
looking 6
then 25
dead 14
cast 4
anchor 2
hauled 1
hold 3
rope-ladder 1
weighted 1
lead 5
making 8
ends 1
fast 3
two 22
iron 4
stanchions 1
youngest 2
gyves 1
off 12
nostrils 8
wax 5
big 6
waist 3
crept 9
wearily 2
ladder 2
sea 41
bubbles 2
sank 5
prow 1
sat 17
shark-charmer 1
beating 4
monotonously 1
drum 1
diver 2
clung 2
panting 2
pearl 11
right 6
thrust 5
did 51
weighed 2
put 30
bag 1
leather 6
tried 6
speak 15
tongue 1
cleave 1
roof 4
mouth 4
refused 1
move 4
chattered 4
quarrel 1
string 1
cranes 1
vessel 2
fairer 5
ormuz 1
shaped 3
full 13
whiter 5
star 8
strangely 5
blood 5
gushed 1
quivered 1
shrugged 3
shoulders 6
overboard 1
laughed 30
reaching 1
bowed 10
shall 38
'for 8
sign 5
draw 3
heard 16
grey 8
dawn 9
clutching 1
fading 1
stars 7
wandering 3
dim 8
wood 15
fruits 2
poisonous 2
adders 1
hissed 1
parrots 2
screaming 3
branch 2
tortoises 2
mud 1
trees 12
apes 5
peacocks 7
till 17
outskirts 3
immense 2
multitude 4
toiling 1
dried-up 1
swarmed 1
crag 3
ants 1
pits 1
cleft 4
rocks 4
axes 1
grabbled 2
sand 9
tore 2
cactus 2
roots 3
trampled 4
scarlet 5
blossoms 4
hurried 4
calling 5
idle 2
darkness 1
cavern 3
death 15
avarice 8
third 14
'they 3
my 103
servants 6
hast 38
grains 1
'give 5
'to 1
plant 2
garden 18
will 93
anything 8
hid 8
fold 2
dipped 1
pool 4
ague 1
cold 16
mist 1
water-snakes 1
wept 9
barren 3
bosom 1
aloud 3
'thou 23
slain 5
'get 3
gone 15
mountains 4
tartary 2
afghans 1
ox 1
marching 1
battle 2
beaten 2
shields 3
helmets 1
valley 10
shouldst 9
tarry 8
get 15
here 16
'nay 24
'but 17
grain 2
shut 2
clenched 4
teeth 3
muttered 5
thicket 2
hemlock 3
fever 1
flame 1
died 7
grass 11
withered 3
feet 33
walked 8
shuddered 3
ashes 2
cruel 12
walled 2
cities 4
cisterns 1
samarcand 1
dry 6
locusts 1
desert 1
nile 2
overflowed 1
banks 2
priests 7
cursed 2
isis 1
osiris 1
whistled 3
flying 4
written 2
crowd 5
vultures 1
wheeled 2
wings 10
alive 1
fled 5
shrieking 1
leaped 1
galloping 3
faster 3
slime 1
bottom 4
dragons 3
jackals 2
trotting 1
along 4
sniffing 1
rubies 5
started 5
turning 2
habited 1
pilgrim 2
holding 2
grew 20
'look 2
shalt 14
seeing 8
sunlight 9
streaming 3
pleasaunce 1
birds 16
chamberlain 6
officers 3
state 4
obeisance 3
aught 4
ever 13
remembered 5
dreams 7
lords 1
'take 3
amazed 1
jesting 1
spake 13
sternly 1
sorrow 10
woven 2
heart 31
ruby 2
told 15
saying 10
'surely 9
mad 8
vision 2
heed 4
lives 3
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bread 11
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parted 1
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listening 1
sea-mists 1
'little 1
bridegroom 2
human 2
'if 7
wouldst 2
'of 4
gladness 3
mine 8
depth 1
dwell 3
sung 1
show 10
desirest 2
'tell 1
'alas 4
souls 1
wistfully 1
span 1
novice 1
wicket 2
latch 1
'enter 1
sweet- 1
smelling 2
'father 3
hindereth 1
value 3
'alack 2
alack 1
eaten 2
herb 1
noblest 1
nobly 1
precious 5
earthly 1
worth 4
forgiven 1
lost 10
beasts 2
field 8
words 6
fauns 3
sit 6
beseech 1
doth 4
profit 3
stand 6
vile 3
knitting 1
pagan 1
accursed 6
singers 1
night-time 5
lure 1
laugh 5
whisper 3
perilous 1
tempt 5
temptations 2
mouths 2
heaven 6
hell 2
neither 5
surrender 1
'away 1
'thy 2
leman 3
blessing 1
drove 2
clipped 2
piece 27
clothe 1
sea-purple 1
ring 9
minion 1
talk 1
nought 6
'how 6
telleth 1
ponder 1
noon 8
gatherer 1
samphire 1
witch 17
dwelt 6
witcheries 1
eager 2
cloud 2
sped 1
itching 1
palm 1
around 5
opening 1
blossoming 1
d 10
'ye 10
lack 13
steep 1
'fish 1
reed-pipe 1
mullet 1
sailing 1
storm 1
wreck 1
wash 2
chests 2
treasure 9
ashore 1
storms 1
serve 4
stronger 3
sieve 1
pail 1
grows 1
knows 2
i. 1
juice 1
milk 3
follow 3
rise 4
pound 1
toad 6
mortar 1
broth 2
stir 1
sprinkle 1
enemy 1
sleeps 1
viper 4
wheel 1
'yet 3
driven 3
denied 4
mantle 1
'pretty 1
'five 1
mockingly 1
weave 1
moonbeams 1
stroked 1
murmured 8
'nought 2
'then 3
sunset 7
danced 2
'when 12
nest 1
circled 2
dunes 1
rustled 1
fretting 1
pebbles 1
'to-night 1
mountain 4
sabbath 1
speakest 2
matters 3
'go 2
hornbeam 3
dog 3
strike 1
rod 3
willow 2
owl 2
swear 2
question 2
rippled 1
'by 1
hoofs 1
goat 2
witches 4
hadst 5
cap 2
box 2
cedarwood 1
frame 1
vervain 1
charcoal 2
coils 1
risen 1
targe 1
metal 3
fishing-boats 1
sulphurous 1
snarled 2
whining 1
bats 1
'phew 1
'there 3
sniffed 2
shrieked 1
jumped 1
heels 1
shoes 1
dancers 2
'faster 2
spin 1
brain 1
troubled 4
aware 1
rock 2
suit 1
cut 4
toying 1
listless 1
riding-gloves 1
gauntleted 1
sewn 1
seed-pearls 2
device 1
lined 1
sables 1
hang 1
shoulder 2
gemmed 1
spell 2
met 3
wherever 4
bayed 1
bird's 1
wing 1
touches 1
'come 5
besought 7
knowing 1
cross 2
sooner 1
spasm 1
jennet 1
trappings 1
saddle 1
fly 4
'loose 1
named 2
wrestling 1
cat 2
biting 1
foam-flecked 1
grass-green 1
'ask 1
daughters 2
comely 2
waters 3
fawned 1
frowning 2
keepest 1
madest 1
false 3
judas 1
tree 4
'be 4
girdle 2
knife 5
handle 3
skin 4
wondering 2
sea-shore 1
true 3
edge 1
belt 4
climb 1
'lo 2
servant 5
twilight 2
lies 2
trouble 5
piteously 1
sure-footed 1
level 1
bronze-limbed 1
well-knit 1
grecian 1
beckoned 1
forms 1
honey- 1
merciful 1
'therefore 1
'should 1
flute-like 1
depths 1
'once 1
horns 5
beach 1
sunk 1
marshes 3
couched 4
shallow 4
east 2
journeyed 7
seventh 2
tartars 5
shade 1
tamarisk 1
shelter 2
burnt 3
flies 1
crawling 1
disk 1
copper 6
rim 1
strung 1
waggons 2
'at 5
five 4
missing 1
harnessed 1
trotted 1
opposite 2
direction 1
camp-fire 1
company 5
picketed 1
pitching 1
tents 1
pear 1
'as 3
business 3
escaped 1
prophet 4
mohammed 1
negro 1
mare 1
dish 2
lamb 1
flesh 2
roasted 2
daybreak 1
journey 9
red-haired 1
runner 1
mules 2
merchandise 2
forty 2
caravan 2
number 1
curse 1
gryphons 1
guarding 1
scaled 1
snows 1
valleys 2
pygmies 1
arrows 1
hollows 1
drums 1
tower 3
serpents 1
howls 1
brass 8
oxus 1
crossed 1
rafts 1
bladders 1
blown 1
river-horses 1
raged 1
levied 1
tolls 1
maize-cakes 1
baked 1
honey 3
cakes 1
flour 1
dates 2
bead 1
dwellers 1
villages 2
wells 2
hill-summits 1
magadae 1
laktroi 1
sons 1
tigers 2
paint 1
aurantes 1
bury 2
tops 2
caverns 1
krimnians 1
crocodile 1
butter 1
fresh 1
fowls 1
agazonbae 1
dog-faced 1
sibans 1
fortune 3
adder 6
sicken 1
fourth 1
illel 1
night- 1
grove 1
sultry 1
travelling 1
scorpion 1
ripe 3
brake 3
drank 2
juices 1
waited 2
gate 12
sea-dragons 1
guards 5
battlements 1
interpreter 1
island 1
syria 1
hostages 1
crowding 1
crier 1
crying 1
shell 1
uncorded 1
bales 2
figured 3
cloths 1
sycamore 1
ended 1
task 1
wares 1
waxed 1
ethiops 1
sponges 1
tyre 1
sidon 1
cups 5
clay 2
mask 1
gilded 2
bartered 1
craftsmen 1
custom 1
tarried 1
waning 1
wearied 1
streets 7
robes 2
silently 1
rose-red 1
dwelling 2
doors 3
bulls 1
tilted 1
porcelain 1
jutting 1
eaves 1
bells 4
doves 1
tinkle 2
temple 2
paved 1
veined 1
broad 1
serpent-skin 1
plumage 1
mitre 1
decorated 1
crescents 1
yellows 1
frizzed 1
antimony 1
'after 2
slanting 1
combed 1
fringes 1
idol 3
bordered 1
orient 1
stature 4
thighs 1
newly-slain 1
kid 2
loins 1
girt 1
beryls 2
heal 2
'so 2
breathed 2
lotus 1
emeralds 2
chrysolite 1
smeared 1
myrrh 2
cinnamon 1
ware 1
buskins 1
selenites 1
blind 2
seest 1
reflecteth 2
looketh 2
mirrors 2
opinion 1
hidden 5
'love 5
south 2
highways 3
ashter 1
red-dyed 1
pilgrims 1
wont 4
nine 5
stands 2
neighs 1
bedouins 1
cased 1
watch- 1
roofed 1
archer 1
sunrise 2
strikes 1
arrow 2
gong 1
blows 2
dervish 1
mecca 1
koran 1
letters 1
angels 1
entreated 3
'inside 1
bazaar 2
narrow 1
lanterns 1
paper 1
flutter 1
roofs 1
booths 3
turbans 1
golden 3
sequins 1
strings 3
peach-stones 1
glide 1
galbanum 1
nard 1
perfumes 1
islands 1
indian 1
nail-shaped 1
cloves 1
stops 1
pinches 1
frankincense 1
brazier 1
syrian 1
almond 1
embossed 1
creamy 1
anklets 1
wire 2
claws 3
leopard 1
pierced 4
finger-rings 1
hollowed 2
tea-houses 1
guitar 1
opium-smokers 1
passers-by 1
wine-sellers 1
elbow 1
schiraz 1
strew 1
fruitsellers 1
figs 1
bruised 1
melons 2
musk 1
topazes 1
citrons 1
rose-apples 1
red-gold 1
oranges 2
oval 3
elephant 1
trunk 1
vermilion 2
turmeric 1
eating 1
bird-sellers 1
caged 1
scourge 1
'one 1
palanquin 2
poles 1
muslin 1
beetles 1
pale-faced 1
circassian 1
curiosity 1
square 2
tomb 1
hammer 1
armenian 1
caftan 1
spread 2
mosque 1
beard 2
dyed 3
rose-leaves 1
palms 1
saffron 1
stall 1
eyebrows 1
marvelled 1
boldness 1
counselled 1
flee 3
sellers 2
abominated 1
tea-house 1
inside 2
arcade 1
alabaster 1
tiles 1
pillars 2
peach-blossom 1
veiled 3
hastened 2
butts 1
lances 1
rang 1
watered 1
terraces 1
planted 1
tulip-cups 1
moonflowers 1
silver-studded 1
aloes 1
cypress-trees 1
burnt-out 1
torches 2
approached 1
eunuchs 3
fat 1
swayed 1
yellow-lidded 1
captain 4
guard 5
munching 1
pastilles 1
gesture 1
dismissed 1
plucking 1
mulberries 1
elder 1
motioned 1
drawing 1
gerfalcon 1
perched 1
wrist 1
brass- 1
turbaned 1
nubian 3
mighty 1
scimitar 2
blade 1
whizzed 1
hurt 3
lance 1
flight 1
shaft 1
mid-air 1
dishonour 1
writhed 1
snake 1
bubbled 1
wiped 1
sweat 1
napkin 1
purfled 1
half 5
wondered 1
eight 1
brass-sealed 1
lamps 1
wine-jars 1
brim 1
spoken 3
granite 1
swung 1
dazzled 1
couldst 1
believe 2
tortoise-shells 1
size 1
piled 1
stored 2
elephant-hide 1
gold-dust 1
bottles 1
opals 1
sapphires 1
former 1
latter 1
ranged 1
bags 1
turquoise-stones 1
heaped 1
amethysts 1
chalcedonies 1
sards 1
cedar 1
lynx-stones 1
carbuncles 1
both 1
wine-coloured 1
tithe 1
promised 1
drivers 1
share 2
wearest 1
nay 1
leaden 1
riches 5
waits 1
world's 1
inn 3
standeth 1
different-coloured 1
wines 1
ate 2
barley 1
served 1
vinegar 1
laid 4
quill 1
pigeons 1
'let 2
hence 7
sea-gods 1
jealous 1
monsters 1
haste 1
didst 11
nevertheless 2
jewellers 1
booth 1
hurriedly 2
league 3
jar 1
'smite 1
smote 1
smite 1
nowhere 3
rested 1
merchant 12
corded 1
kinsman 1
kinsmen 1
guest-chamber 1
quench 2
thirst 1
rice 1
guest- 1
goat's-hair 1
covering 1
lamb's- 1
waked 1
'rise 3
sleepeth 1
tray 1
purses 4
awoke 1
'dost 1
shedding 1
kindness 2
'strike 1
swooned 1
hate 2
gavest 3
thyself 3
forget 1
tempted 5
ways 1
anywhere 4
strove 1
stirred 4
avails 1
mayest 2
receiveth 1
punishment 2
reward 2
'she 1
worships 1
abide 2
bind 2
dancing-girls 1
samaris 1
henna 1
pleasant 1
eater 1
tulip-trees 1
tails 1
disks 2
feeds 1
stibium 1
swallow 1
hook 1
hangs 1
laughs 1
ankles 1
tight 1
bound 3
wickedness 1
power 3
loosed 1
pours 1
givest 1
wattles 1
abode 1
space 4
pools 1
tide 1
prevail 2
deaf 1
hearken 1
escapes 1
widows 2
fens 1
wallets 1
mend 1
store 2
rivers 1
compassed 1
hurrying 1
received 1
smitten 1
toyed 1
tasted 1
confession 1
shells 1
moaned 1
sea-king 1
hoarsely 1
'flee 1
nigher 1
tarriest 1
greatness 1
safety 1
fires 1
destroy 1
evilly 3
cover 1
fulness 1
break 2
bless 2
musicians 2
candle-bearers 2
swingers 2
censers 2
sake 1
forsook 1
lieth 1
judgment 1
fullers 3
resting 1
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commanded 1
herbs 1
pit 1
wrath 3
robed 1
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tabernacle 1
incensed 1
veils 1
sacristy 1
deacons 1
unrobe 1
alb 1
maniple 1
unrobed 1
whence 1
blessed 3
bright-eyed 1
peer 1
fullers' 1
remained 1
margot 1
tennant 1
asquith 1
woodcutters 2
pine-forest 1
snow 7
frost 1
snapping 1
twigs 1
mountain- 1
torrent 1
motionless 1
ice-king 1
animals 2
'ugh 1
wolf 3
limped 1
brushwood 1
perfectly 1
monstrous 1
government 2
'weet 1
weet 2
twittered 1
linnets 1
shroud 1
bridal 1
turtle-doves 1
frost-bitten 1
duty 1
romantic 1
view 1
situation 1
'nonsense 1
growled 1
fault 1
thoroughly 1
practical 1
loss 1
argument 1
'well 1
woodpecker 1
philosopher 1
atomic 1
theory 1
explanations 1
fir-tree 2
rubbing 1
holes 1
venture 1
enjoy 1
owls 1
rime 1
rolled 1
'tu-whit 1
tu-whoo 2
tu-whit 1
blowing 1
lustily 1
stamping 1
iron-shod 1
boots 2
caked 1
drift 1
millers 1
grinding 1
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faggots 2
bundles 1
pick 1
trust 1
saint 1
martin 1
watches 1
retraced 1
warily 1
village 7
overjoyed 1
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beast 2
'truly 2
'much 1
injustice 1
parcelled 1
equal 1
division 1
bewailing 1
sky 2
passing 2
clump 1
willow-trees 1
sheepfold 1
stone's-throw 1
crook 1
whoever 1
finds 1
mate 1
outstripped 1
forced 1
willows 1
stooping 1
folds 2
comrade 4
divide 1
alas 1
hope 1
perish 1
pot 1
tenderly 1
shield 3
marvelling 1
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softness 1
godspeed 1
husband 1
safe 1
bundle 1
threshold 2
'show 1
goodman 1
'have 1
changeling 1
bad 1
tend 1
finding 1
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careth 2
giveth 1
sparrows 2
feedeth 1
'do 1
tremble 1
shivered 1
'into 1
closer 1
morrow 4
woodcutter 13
black-haired 1
sawn 1
daffodil 1
pure 1
mower 1
selfish 1
despised 1
parentage 1
maimed 1
afflicted 1
highway 1
beg 1
elsewhere 1
outlaws 1
alms 1
weakly 1
ill-favoured 2
summer 1
winds 1
fairness 1
chide 1
dealest 1
desolate 1
succour 1
teach 1
living 1
roam 1
snare 1
blind-worm 1
mole 4
frown 1
flout 1
fleet 1
ruled 4
beggar-woman 9
garments 1
torn 1
travelled 1
plight 1
chestnut-tree 1
'see 1
sitteth 1
green-leaved 1
ill- 1
favoured 1
gaze 1
cleaving 1
rebuked 1
treat 1
truly 1
swoon 2
meat 1
comfort 1
'didst 1
ten 2
'yea 1
'bare 1
star- 3
scornfully 1
recognised 2
tellest 1
playmates 1
drave 3
sealed 1
comeliness 2
forgiveness 5
sorely 1
inquiry 2
perchance 1
blinded 1
linnet 2
clipt 1
squirrel 2
carlots 1
byres 1
mildew 1
hired 1
flints 1
bleed 1
overtake 1
deny 1
sport 1
loving-kindness 2
charity 2
pride 2
strong-walled 1
footsore 1
dropped 1
roughly 1
ye 4
wagged 1
sees 1
marsh 1
crawls 1
fen 1
dwells 1
banner 1
tarrieth 1
pricked 1
helmet 2
evil-visaged 1
pomegranate 1
jars 1
scarf 3
dungeon 3
mouldy 1
trencher 2
'eat 2
brackish 1
'drink 2
drunk 1
locking 1
fastening 1
subtlest 1
magicians 1
libya 1
giaours 1
bringest 5
stripes 2
ill 1
bought 1
magician 11
sweet-scented 1
gladly 1
briars 1
encompassed 1
nettles 1
stung 1
thistle 1
daggers 1
sore 2
distress 1
morn 1
fate 2
forgetting 1
trap 2
hunter 1
released 1
rendered 1
repaid 1
hundred-fold 1
dealt 1
cowl 1
eyelets 1
gleamed 1
coals 1
clattered 1
money 4
wallet 4
'hast 2
rescued 1
'follow 1
thank 1
succoured 3
loaded 1
seekest 1
farthest 1
awaited 1
concourse 1
abased 1
saith 1
prophesied 1
'mother 2
accept 1
humility 1
hatred 1
rejected 1
'thrice 1
sobbed 1
suffering 2
washed 1
clothed 1
banished 1
gifts 1
plenty 1
testing 1
In [23]:
stopwords = """
i
me
my
myself
we
our
ours
ourselves
you
you're
you've
you'll
you'd
your
yours
yourself
yourselves
he
him
his
himself
she
she's
her
hers
herself
it
it's
its
itself
they
them
their
theirs
themselves
what
which
who
whom
this
that
that'll
these
those
am
is
are
was
were
be
been
being
have
has
had
having
do
does
did
doing
a
an
the
and
but
if
or
because
as
until
while
of
at
by
for
with
about
against
between
into
through
during
before
after
above
below
to
from
up
down
in
out
on
off
over
under
again
further
then
once
here
there
when
where
why
how
all
any
both
each
few
more
most
other
some
such
no
nor
not
only
own
same
so
than
too
very
s
t
can
will
just
don
don't
should
should've
now
d
ll
m
o
re
ve
y
ain
aren
aren't
couldn
couldn't
didn
didn't
doesn
doesn't
hadn
hadn't
hasn
hasn't
haven
haven't
isn
isn't
ma
mightn
mightn't
mustn
mustn't
needn
needn't
shan
shan't
shouldn
shouldn't
wasn
wasn't
weren
weren't
won
won't
wouldn
wouldn't
"""
In [24]:
for x in stopwords.split():
del myTokenFD[x]
print(list(myTokenFD))
['house', 'pomegranates', 'contents', ':', 'young', 'king', 'birthday', 'infanta', 'fisherman', 'soul', 'star-child', '[', 'margaret', 'lady', 'brooke', '--', 'ranee', 'sarawak', ']', 'night', 'day', 'fixed', 'coronation', ',', 'sitting', 'alone', 'beautiful', 'chamber', '.', 'courtiers', 'taken', 'leave', 'bowing', 'heads', 'ground', 'according', 'ceremonious', 'usage', 'retired', 'great', 'hall', 'palace', 'receive', 'last', 'lessons', 'professor', 'etiquette', ';', 'still', 'quite', 'natural', 'manners', 'courtier', 'need', 'hardly', 'say', 'grave', 'offence', 'lad', 'sixteen', 'years', 'age', 'sorry', 'departure', 'flung', 'back', 'deep', 'sigh', 'relief', 'soft', 'cushions', 'embroidered', 'couch', 'lying', 'wild-eyed', 'open-mouthed', 'like', 'brown', 'woodland', 'faun', 'animal', 'forest', 'newly', 'snared', 'hunters', 'indeed', 'found', 'coming', 'upon', 'almost', 'chance', 'bare-limbed', 'pipe', 'hand', 'following', 'flock', 'poor', 'goatherd', 'brought', 'whose', 'son', 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In [ ]:
In [25]:
myTokenBigrams = nltk.ngrams(tokens, 2)
To store the bigrams in a list that we want to process and analyze further, we convert the Python generator object myTokenBigrams to a list:
In [26]:
bigrams = list(myTokenBigrams)
Let us verify that the resulting data structure is indeed a list of string tuples. We will print out the first 20 tuples from the bigram list:
In [27]:
print(bigrams[:20])
[('a', 'house'), ('house', 'of'), ('of', 'pomegranates'), ('pomegranates', 'contents'), ('contents', ':'), (':', 'the'), ('the', 'young'), ('young', 'king'), ('king', 'the'), ('the', 'birthday'), ('birthday', 'of'), ('of', 'the'), ('the', 'infanta'), ('infanta', 'the'), ('the', 'fisherman'), ('fisherman', 'and'), ('and', 'his'), ('his', 'soul'), ('soul', 'the'), ('the', 'star-child')]
We can now verify the number of bigrams and check that there are exactly number of tokens - 1 = number of bigrams in the resulting list:
In [28]:
print(len(bigrams))
print(len(tokens))
38126
38127
The frequency profile from these bigrams is generated in exactly the same way as from the token list in the examples above:
In [29]:
myBigramFD = nltk.FreqDist(bigrams)
print(myBigramFD)
<FreqDist with 17766 samples and 38126 outcomes>
If we would want to know some more general properties of the frequency distribution, we can print out information about it. The print statement for this bigram frequency distribution tells us that we have 17,766 types and 38,126 tokens:
In [30]:
print(myBigramFD)
<FreqDist with 17766 samples and 38126 outcomes>
The bigrams and their corresponding frequencies can be printed using a for loop. We restrict the number of printed items to 20, just to keep this list reasonably long. If you would like to see the full frequency profile, remove the [:20] restrictor.
In [31]:
for bigram in list(myBigramFD.items())[:20]:
print(bigram[0], bigram[1])
print("...")
('a', 'house') 4
('house', 'of') 5
('of', 'pomegranates') 4
('pomegranates', 'contents') 1
('contents', ':') 1
(':', 'the') 2
('the', 'young') 107
('young', 'king') 24
('king', 'the') 1
('the', 'birthday') 3
('birthday', 'of') 3
('of', 'the') 354
('the', 'infanta') 33
('infanta', 'the') 1
('the', 'fisherman') 5
('fisherman', 'and') 3
('and', 'his') 53
('his', 'soul') 51
('soul', 'the') 1
('the', 'star-child') 41
...
Pretty printing the bigrams is possible as well:
In [32]:
for ngram in list(myBigramFD.items()):
print(" ".join(ngram[0]), ngram[1])
print("...")
a house 4
house of 5
of pomegranates 4
pomegranates contents 1
contents : 1
: the 2
the young 107
young king 24
king the 1
the birthday 3
birthday of 3
of the 354
the infanta 33
infanta the 1
the fisherman 5
fisherman and 3
and his 53
his soul 51
soul the 1
the star-child 41
star-child the 1
king [ 1
[ to 4
to margaret 1
margaret lady 1
lady brooke 1
brooke -- 1
-- the 4
the ranee 1
ranee of 1
of sarawak 1
sarawak ] 1
] it 2
it was 52
was the 20
the night 3
night before 1
before the 8
the day 7
day fixed 1
fixed for 1
for his 7
his coronation 2
coronation , 3
, and 1271
and the 287
king was 1
was sitting 1
sitting alone 1
alone in 1
in his 31
his beautiful 1
beautiful chamber 1
chamber . 1
. his 8
his courtiers 1
courtiers had 1
had all 2
all taken 1
taken their 1
their leave 1
leave of 1
of him 8
him , 146
, bowing 1
bowing their 1
their heads 5
heads to 1
to the 149
the ground 15
ground , 6
, according 1
according to 1
the ceremonious 1
ceremonious usage 1
usage of 1
day , 3
and had 9
had retired 2
retired to 2
the great 25
great hall 2
hall of 1
the palace 18
palace , 5
, to 6
to receive 1
receive a 1
a few 9
few last 1
last lessons 1
lessons from 1
from the 69
the professor 1
professor of 1
of etiquette 1
etiquette ; 1
; there 2
there being 1
being some 1
some of 10
of them 28
them who 1
who had 13
had still 1
still quite 1
quite natural 1
natural manners 1
manners , 1
, which 15
which in 1
in a 46
a courtier 1
courtier is 1
is , 1
, i 20
i need 1
need hardly 1
hardly say 1
say , 1
, a 12
a very 2
very grave 1
grave offence 1
offence . 1
. the 112
the lad 2
lad -- 1
-- for 1
for he 8
he was 43
was only 4
only a 6
a lad 2
lad , 1
, being 5
being but 2
but sixteen 1
sixteen years 1
years of 5
of age 4
age -- 1
-- was 1
was not 6
not sorry 1
sorry at 1
at their 5
their departure 1
departure , 1
had flung 1
flung himself 6
himself back 1
back with 2
with a 43
a deep 3
deep sigh 1
sigh of 1
of relief 1
relief on 1
on the 80
the soft 3
soft cushions 1
cushions of 1
of his 41
his embroidered 2
embroidered couch 1
couch , 3
, lying 1
lying there 1
there , 4
, wild-eyed 1
wild-eyed and 1
and open-mouthed 1
open-mouthed , 1
, like 9
like a 17
a brown 2
brown woodland 1
woodland faun 1
faun , 1
, or 27
or some 2
some young 1
young animal 1
animal of 1
the forest 30
forest newly 1
newly snared 1
snared by 1
by the 36
the hunters 2
hunters . 1
. and 205
and , 18
, indeed 6
indeed , 9
, it 9
hunters who 1
had found 2
found him 2
, coming 2
coming upon 1
upon him 7
him almost 1
almost by 1
by chance 1
chance as 1
as , 1
, bare-limbed 1
bare-limbed and 1
and pipe 2
pipe in 1
in hand 1
hand , 17
, he 73
was following 1
following the 1
the flock 1
flock of 1
the poor 6
poor goatherd 1
goatherd who 1
had brought 3
brought him 6
him up 3
up , 13
and whose 4
whose son 1
son he 1
he had 63
had always 3
always fancied 1
fancied himself 1
himself to 1
to be 17
be . 3
the child 15
child of 5
the old 13
old king 2
king 's 13
's only 2
only daughter 2
daughter by 1
by a 13
a secret 2
secret marriage 1
marriage with 1
with one 2
one much 1
much beneath 1
beneath her 3
her in 8
in station 1
station -- 1
-- a 2
a stranger 1
stranger , 1
, some 8
some said 2
said , 49
, who 30
who , 1
, by 2
the wonderful 3
wonderful magic 1
magic of 1
his lute-playing 1
lute-playing , 1
, had 10
had made 2
made the 4
young princess 1
princess love 1
love him 1
him ; 1
; while 1
while others 1
others spoke 1
spoke of 2
of an 5
an artist 1
artist from 1
from rimini 1
rimini , 1
to whom 1
whom the 2
the princess 2
princess had 1
had shown 2
shown much 2
much , 2
, perhaps 2
perhaps too 1
too much 2
much honour 1
honour , 1
and who 4
had suddenly 1
suddenly disappeared 1
disappeared from 1
the city 34
city , 15
, leaving 1
leaving his 1
his work 1
work in 1
in the 158
the cathedral 5
cathedral unfinished 1
unfinished -- 1
-- he 1
had been 38
been , 2
, when 15
when but 1
but a 14
a week 1
week old 1
old , 3
, stolen 1
stolen away 1
away from 8
from his 28
his mother 6
mother 's 2
's side 1
side , 7
, as 29
as she 13
she slept 1
slept , 1
and given 1
given into 1
into the 55
the charge 1
charge of 1
of a 48
a common 1
common peasant 1
peasant and 1
his wife 7
wife , 1
who were 5
were without 1
without children 1
children of 10
of their 15
their own 2
own , 4
and lived 1
lived in 3
a remote 2
remote part 2
part of 6
forest , 17
, more 1
more than 4
than a 3
a day 9
day 's 6
's ride 1
ride from 1
the town 4
town . 1
. grief 1
grief , 2
or the 6
the plague 2
plague , 1
as the 20
the court 4
court physician 1
physician stated 1
stated , 1
or , 1
as some 1
some suggested 1
suggested , 1
a swift 1
swift italian 1
italian poison 1
poison administered 1
administered in 1
a cup 5
cup of 3
of spiced 1
spiced wine 1
wine , 2
, slew 1
slew , 1
, within 1
within an 1
an hour 1
hour of 4
of her 17
her wakening 1
wakening , 1
, the 70
the white 16
white girl 1
girl who 1
had given 6
given him 2
him birth 1
birth , 1
and as 27
the trusty 1
trusty messenger 1
messenger who 1
who bare 2
bare the 1
child across 1
across his 1
his saddle-bow 1
saddle-bow stooped 1
stooped from 1
his weary 1
weary horse 1
horse and 2
and knocked 6
knocked at 2
at the 55
the rude 1
rude door 1
door of 3
the goatherd 2
goatherd 's 2
's hut 1
hut , 1
the body 14
body of 8
princess was 1
was being 2
being lowered 1
lowered into 1
into an 1
an open 1
open grave 1
grave that 1
that had 16
been dug 1
dug in 1
a deserted 1
deserted churchyard 1
churchyard , 1
, beyond 1
beyond the 2
city gates 1
gates , 1
a grave 1
grave where 1
where it 2
was said 2
said that 3
that another 1
another body 1
body was 4
was also 1
also lying 1
lying , 1
, that 26
that of 1
a young 1
young man 1
man of 1
of marvellous 1
marvellous and 2
and foreign 1
foreign beauty 1
beauty , 4
, whose 3
whose hands 1
hands were 3
were tied 1
tied behind 1
behind him 6
him with 12
a knotted 1
knotted cord 1
cord , 1
whose breast 1
breast was 1
was stabbed 1
stabbed with 1
with many 2
many red 1
red wounds 1
wounds . 1
. such 1
such , 1
, at 5
at least 2
least , 1
, was 6
the story 1
story that 1
that men 2
men whispered 1
whispered to 3
to each 12
each other 15
other . 4
. certain 1
certain it 1
was that 1
that the 36
king , 17
when on 1
on his 19
his deathbed 1
deathbed , 1
, whether 1
whether moved 1
moved by 1
by remorse 1
remorse for 1
his great 2
great sin 1
sin , 1
or merely 1
merely desiring 1
desiring that 1
the kingdom 1
kingdom should 1
should not 2
not pass 1
pass away 1
his line 1
line , 1
had had 2
had the 4
lad sent 1
sent for 2
for , 3
, in 14
the presence 2
presence of 2
the council 1
council , 1
had acknowledged 1
acknowledged him 1
him as 5
as his 3
his heir 1
heir . 1
and it 34
it seems 1
seems that 1
that from 1
the very 2
very first 1
first moment 1
moment of 1
his recognition 1
recognition he 1
shown signs 1
signs of 1
of that 3
that strange 1
strange passion 1
passion for 2
for beauty 1
beauty that 1
that was 23
was destined 1
destined to 1
to have 9
have so 1
so great 7
great an 1
an influence 1
influence over 1
over his 5
his life 3
life . 1
. those 1
those who 13
who accompanied 1
accompanied him 1
him to 8
the suite 1
suite of 1
of rooms 1
rooms set 1
set apart 1
apart for 1
his service 2
service , 2
, often 1
often spoke 1
the cry 4
cry of 9
of pleasure 3
pleasure that 3
that broke 2
broke from 4
his lips 11
lips when 1
when he 43
he saw 18
saw the 11
the delicate 1
delicate raiment 1
raiment and 1
and rich 1
rich jewels 1
jewels that 2
been prepared 1
prepared for 2
for him 8
and of 8
the almost 1
almost fierce 1
fierce joy 1
joy with 1
with which 3
which he 9
he flung 4
flung aside 1
aside his 1
his rough 2
rough leathern 1
leathern tunic 2
tunic and 2
and coarse 1
coarse sheepskin 1
sheepskin cloak 2
cloak . 1
. he 64
he missed 1
missed , 1
at times 1
times the 1
the fine 2
fine freedom 1
freedom of 1
his forest 1
forest life 1
life , 5
and was 12
was always 1
always apt 1
apt to 1
to chafe 1
chafe at 1
the tedious 1
tedious court 1
court ceremonies 1
ceremonies that 1
that occupied 1
occupied so 1
so much 4
much of 1
of each 5
each day 2
, but 96
but the 36
wonderful palace 1
palace -- 1
-- joyeuse 1
joyeuse , 1
as they 17
they called 1
called it 1
it -- 1
-- of 1
of which 4
he now 1
now found 1
found himself 4
himself lord 1
lord , 6
, seemed 6
seemed to 22
to him 77
be a 2
a new 1
new world 2
world fresh-fashioned 1
fresh-fashioned for 1
his delight 1
delight ; 1
; and 25
as soon 2
soon as 3
as he 30
he could 11
could escape 1
escape from 2
the council-board 1
council-board or 1
or audience-chamber 1
audience-chamber , 1
he would 21
would run 1
run down 1
down the 14
great staircase 1
staircase , 2
, with 20
with its 8
its lions 1
lions of 1
of gilt 2
gilt bronze 1
bronze and 1
and its 7
its steps 1
steps of 4
of bright 5
bright porphyry 2
porphyry , 2
and wander 2
wander from 1
from room 1
room to 1
to room 1
room , 6
and from 5
from corridor 1
corridor to 1
to corridor 1
corridor , 1
like one 2
one who 9
who was 21
was seeking 2
seeking to 1
to find 3
find in 1
in beauty 1
beauty an 1
an anodyne 1
anodyne from 1
from pain 1
pain , 3
a sort 2
sort of 2
of restoration 1
restoration from 1
from sickness 1
sickness . 1
. upon 1
upon these 1
these journeys 1
journeys of 1
of discovery 1
discovery , 1
would call 2
call them 1
them -- 1
-- and 1
, they 19
they were 9
were to 2
him real 1
real voyages 1
voyages through 1
through a 8
a marvellous 4
marvellous land 1
land , 2
would sometimes 1
sometimes be 1
be accompanied 1
accompanied by 1
the slim 1
slim , 1
, fair-haired 1
fair-haired court 1
court pages 1
pages , 1
with their 18
their floating 2
floating mantles 1
mantles , 1
and gay 1
gay fluttering 1
fluttering ribands 1
ribands ; 1
; but 1
but more 2
more often 1
often he 1
would be 5
be alone 1
alone , 5
, feeling 1
feeling through 1
a certain 2
certain quick 1
quick instinct 1
instinct , 1
which was 3
was almost 2
almost a 1
a divination 1
divination , 1
the secrets 1
secrets of 1
of art 1
art are 1
are best 1
best learned 1
learned in 1
in secret 1
secret , 1
and that 14
that beauty 1
like wisdom 1
wisdom , 4
, loves 1
loves the 1
the lonely 2
lonely worshipper 1
worshipper . 1
. many 2
many curious 1
curious stories 1
stories were 1
were related 1
related about 1
about him 2
him at 1
at this 2
this period 1
period . 1
. it 26
that a 2
a stout 1
stout burgo-master 1
burgo-master , 1
had come 8
come to 8
to deliver 1
deliver a 1
a florid 1
florid oratorical 1
oratorical address 1
address on 1
on behalf 1
behalf of 1
the citizens 1
citizens of 1
town , 2
had caught 1
caught sight 3
sight of 3
him kneeling 1
kneeling in 1
in real 1
real adoration 1
adoration before 1
before a 1
a great 29
great picture 1
picture that 1
had just 3
just been 1
been brought 2
brought from 1
from venice 1
venice , 1
that seemed 1
to herald 1
herald the 1
the worship 1
worship of 1
of some 8
some new 1
new gods 1
gods . 1
. on 13
on another 1
another occasion 1
occasion he 1
been missed 1
missed for 1
for several 1
several hours 1
hours , 1
and after 17
after a 9
a lengthened 1
lengthened search 1
search had 1
been discovered 3
discovered in 2
a little 32
little chamber 1
chamber in 2
in one 4
one of 25
the northern 1
northern turrets 1
turrets of 1
palace gazing 1
gazing , 1
as one 9
one in 3
a trance 1
trance , 1
at a 4
a greek 1
greek gem 1
gem carved 1
carved with 2
with the 45
the figure 2
figure of 1
of adonis 1
adonis . 1
been seen 3
seen , 2
, so 21
so the 10
the tale 2
tale ran 1
ran , 3
, pressing 1
pressing his 1
his warm 1
warm lips 1
lips to 1
the marble 1
marble brow 1
brow of 1
an antique 1
antique statue 1
statue that 1
the bed 4
bed of 4
the river 4
river on 1
the occasion 5
occasion of 4
the building 1
building of 1
the stone 2
stone bridge 1
bridge , 1
was inscribed 1
inscribed with 1
the name 3
name of 3
the bithynian 1
bithynian slave 1
slave of 1
of hadrian 1
hadrian . 1
had passed 3
passed a 1
a whole 1
whole night 1
night in 1
in noting 1
noting the 1
the effect 1
effect of 1
the moonlight 2
moonlight on 1
on a 18
a silver 1
silver image 1
image of 5
of endymion 1
endymion . 1
. all 4
all rare 1
rare and 1
and costly 1
costly materials 1
materials had 1
had certainly 1
certainly a 1
great fascination 1
fascination for 1
and in 34
his eagerness 1
eagerness to 1
to procure 1
procure them 1
them he 3
had sent 2
sent away 1
away many 1
many merchants 1
merchants , 1
some to 3
to traffic 1
traffic for 1
for amber 1
amber with 1
the rough 2
rough fisher-folk 1
fisher-folk of 1
the north 2
north seas 2
seas , 1
to egypt 1
egypt to 1
to look 13
look for 2
for that 2
that curious 1
curious green 1
green turquoise 1
turquoise which 1
which is 8
is found 1
found only 1
only in 1
the tombs 2
tombs of 2
of kings 2
kings , 2
and is 3
is said 1
said to 79
to possess 1
possess magical 1
magical properties 1
properties , 1
to persia 1
persia for 1
for silken 1
silken carpets 2
carpets and 1
and painted 1
painted pottery 1
pottery , 1
and others 5
others to 2
to india 1
india to 1
to buy 1
buy gauze 1
gauze and 1
and stained 1
stained ivory 1
ivory , 8
, moonstones 1
moonstones and 1
and bracelets 1
bracelets of 1
of jade 4
jade , 2
, sandal-wood 1
sandal-wood and 1
and blue 2
blue enamel 2
enamel and 1
and shawls 1
shawls of 1
of fine 4
fine wool 1
wool . 1
. but 44
but what 4
what had 1
had occupied 1
occupied him 1
him most 1
most was 1
the robe 5
robe he 1
was to 9
to wear 1
wear at 1
at his 8
robe of 5
of tissued 2
tissued gold 2
gold , 24
the ruby-studded 1
ruby-studded crown 1
crown , 4
the sceptre 6
sceptre with 1
its rows 1
rows and 1
and rings 1
rings of 2
of pearls 2
pearls . 5
. indeed 7
was of 8
of this 7
this that 4
that he 47
was thinking 1
thinking to-night 1
to-night , 4
he lay 2
lay back 1
back on 2
his luxurious 1
luxurious couch 1
, watching 2
watching the 2
great pinewood 1
pinewood log 1
log that 1
was burning 1
burning itself 1
itself out 1
out on 3
the open 5
open hearth 1
hearth . 1
the designs 1
designs , 1
which were 3
were from 1
the hands 2
hands of 5
the most 9
most famous 1
famous artists 1
artists of 1
the time 2
time , 4
been submitted 1
submitted to 1
him many 1
many months 1
months before 1
before , 5
and he 89
given orders 3
orders that 3
the artificers 1
artificers were 1
to toil 3
toil night 1
night and 1
and day 1
day to 2
to carry 1
carry them 1
them out 1
out , 8
the whole 12
whole world 8
world was 1
be searched 1
searched for 3
for jewels 1
that would 2
be worthy 1
worthy of 1
their work 1
work . 1
saw himself 1
himself in 5
in fancy 1
fancy standing 1
standing at 1
the high 6
high altar 3
altar of 3
cathedral in 1
the fair 4
fair raiment 3
raiment of 3
a king 16
and a 47
a smile 2
smile played 1
played and 2
and lingered 1
lingered about 1
about his 2
his boyish 1
boyish lips 1
lips , 9
and lit 1
lit up 2
up with 5
a bright 1
bright lustre 1
lustre his 1
his dark 1
dark woodland 1
woodland eyes 1
eyes . 8
. after 3
after some 3
some time 3
time he 1
he rose 11
rose from 1
his seat 1
seat , 1
and leaning 2
leaning against 1
against the 1
the carved 2
carved penthouse 1
penthouse of 1
the chimney 1
chimney , 1
, looked 1
looked round 2
round at 2
the dimly-lit 1
dimly-lit room 1
room . 3
the walls 10
walls were 4
were hung 3
hung with 6
with rich 1
rich tapestries 1
tapestries representing 1
representing the 1
the triumph 1
triumph of 1
of beauty 3
beauty . 3
. a 20
a large 3
large press 1
press , 1
, inlaid 2
inlaid with 4
with agate 1
agate and 1
and lapis- 1
lapis- lazuli 1
lazuli , 1
, filled 2
filled one 1
one corner 2
corner , 1
and facing 1
facing the 2
the window 6
window stood 1
stood a 5
a curiously 1
curiously wrought 2
wrought cabinet 1
cabinet with 1
with lacquer 1
lacquer panels 1
panels of 1
of powdered 2
powdered and 1
and mosaiced 1
mosaiced gold 1
, on 5
on which 6
were placed 1
placed some 1
some delicate 1
delicate goblets 1
goblets of 1
of venetian 1
venetian glass 1
glass , 2
of dark-veined 1
dark-veined onyx 1
onyx . 2
. pale 2
pale poppies 1
poppies were 1
were broidered 2
broidered on 2
the silk 1
silk coverlet 1
coverlet of 1
bed , 2
as though 2
though they 2
they had 23
had fallen 4
fallen from 2
the tired 1
tired hands 1
of sleep 1
sleep , 1
and tall 1
tall reeds 1
reeds of 2
of fluted 1
fluted ivory 1
ivory bare 1
bare up 1
up the 15
the velvet 1
velvet canopy 1
canopy , 3
, from 1
from which 3
which great 1
great tufts 1
tufts of 1
of ostrich 2
ostrich plumes 1
plumes sprang 1
sprang , 1
like white 1
white foam 3
foam , 1
the pallid 2
pallid silver 1
silver of 1
the fretted 1
fretted ceiling 1
ceiling . 2
a laughing 1
laughing narcissus 1
narcissus in 1
in green 1
green bronze 1
bronze held 1
held a 3
a polished 1
polished mirror 1
mirror above 1
above its 1
its head 1
head . 9
the table 1
table stood 1
a flat 1
flat bowl 1
bowl of 4
of amethyst 1
amethyst . 1
. outside 1
outside he 1
could see 2
see the 5
the huge 4
huge dome 1
dome of 1
cathedral , 3
, looming 1
looming like 1
a bubble 1
bubble over 1
over the 28
the shadowy 1
shadowy houses 1
houses , 1
the weary 1
weary sentinels 1
sentinels pacing 1
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silk . 1
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the sea 38
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he came 12
came up 3
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he brought 2
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with him 16
him a 5
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beautiful pearl 1
pearl . 4
galley weighed 1
weighed them 1
and put 12
put them 1
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of green 9
green leather 2
leather . 2
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tried to 5
to speak 5
speak , 1
but his 8
his tongue 1
tongue seemed 1
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round and 8
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morning star 2
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face was 6
was strangely 2
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blood gushed 1
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with beautiful 1
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he went 10
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bright parrots 1
parrots flew 1
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of apes 2
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avarice shut 1
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master will 1
and keep 2
keep me 2
me as 2
' 'follow 1
'follow me 1
ran through 1
wood till 1
the pool 1
pool the 1
i thank 1
thank thee 1
'for lo 2
! this 2
that you 1
you have 1
have succoured 1
succoured me 2
hadst pity 2
me first 2
first , 2
swiftly . 2
star-child took 1
put it 2
his wallet 2
and hurried 2
hurried to 2
leper saw 1
money or 1
shall die 1
have in 1
wallet but 1
him sore 1
sore , 1
and loaded 1
loaded him 1
with chains 1
and cast 1
cast him 1
will set 1
set thee 1
thee free 1
but if 1
not i 1
at evening 1
hare . 1
'the piece 1
thou seekest 1
seekest is 1
the cavern 2
cavern that 1
is behind 1
behind thee 1
therefore weep 1
weep no 1
more but 1
be glad 1
' 'how 1
i reward 1
reward thee 1
third time 1
time thou 1
hast succoured 2
star-child entered 1
cavern , 1
its farthest 1
farthest corner 1
corner he 1
he found 1
leper seeing 1
seeing him 1
road , 1
red money 1
, 'thy 1
'thy need 1
need is 1
is greater 2
than mine 1
' yet 1
yet was 1
heart heavy 1
evil fate 1
fate awaited 1
awaited him 1
but lo 1
! as 1
guards bowed 1
bowed down 1
, 'how 2
'how beautiful 1
beautiful is 1
is our 1
our lord 3
lord ! 1
of citizens 1
citizens followed 1
'surely there 1
is none 1
none so 1
beautiful in 1
world ! 1
child wept 1
, 'they 1
are mocking 1
mocking me 1
making light 1
light of 1
my misery 1
misery . 1
so large 1
large was 1
the concourse 1
concourse of 1
he lost 1
lost the 1
himself at 1
last in 1
great square 1
square , 1
palace opened 1
priests and 2
city ran 1
ran forth 1
they abased 1
abased themselves 1
themselves before 1
art our 1
lord for 1
for whom 1
whom we 1
been waiting 1
waiting , 1
our king 2
no king 1
's son 1
how say 1
say ye 1
ye that 1
am beautiful 1
beautiful , 1
am evil 1
evil to 1
at ? 1
' then 1
helmet crouched 1
crouched a 1
, held 1
a shield 1
shield , 1
'how saith 1
saith my 1
lord that 1
not beautiful 1
beautiful ? 1
star-child looked 1
looked , 1
his comeliness 1
comeliness had 1
eyes which 1
not seen 1
seen there 1
officers knelt 1
was prophesied 1
prophesied of 1
of old 1
old that 1
that on 1
day should 1
should come 1
come he 1
let our 1
lord take 1
this sceptre 1
his justice 1
justice and 2
and mercy 2
mercy our 1
king over 1
am not 1
not worthy 1
worthy , 1
denied the 1
the mother 1
mother who 1
bare me 1
nor may 1
and known 1
known her 1
must wander 1
wander again 1
again over 1
and may 1
though ye 1
ye bring 1
sceptre . 1
spake he 1
face from 1
them towards 1
street that 1
that led 1
led to 1
! amongst 1
amongst the 1
crowd that 1
that pressed 1
pressed round 1
leper , 2
had sat 1
road . 1
ran over 1
and kneeling 1
kneeling down 1
down he 1
wounds on 1
's feet 1
and wet 1
wet them 1
the dust 1
dust , 1
and sobbing 1
sobbing , 1
whose heart 1
heart might 1
might break 1
her : 1
: 'mother 2
'mother , 2
i denied 1
denied thee 1
my pride 1
. accept 1
accept me 1
my humility 1
humility . 1
. mother 2
thee hatred 1
hatred . 1
do thou 1
me love 1
i rejected 1
rejected thee 1
. receive 1
receive thy 1
thy child 1
child now 1
beggar-woman answered 1
him not 2
clasped the 1
: 'thrice 1
'thrice did 1
my mercy 1
mercy . 1
. bid 1
bid my 1
mother speak 1
me once 1
once . 1
leper answered 1
he sobbed 1
sobbed again 1
my suffering 1
suffering is 1
can bear 1
bear . 1
thy forgiveness 1
beggar-woman put 1
hand on 2
'rise , 2
leper put 1
' also 1
! they 1
a queen 1
queen said 1
thy father 1
father whom 1
succoured . 1
king said 1
mother whose 1
whose feet 1
feet thou 1
hast washed 1
washed with 1
thy tears 1
and clothed 1
clothed him 1
in fair 1
sceptre in 1
river he 1
ruled , 1
was its 1
. much 1
much justice 1
mercy did 1
he show 1
evil magician 1
magician he 1
he banished 1
banished , 1
wife he 1
he sent 1
sent many 1
many rich 1
rich gifts 1
gifts , 1
their children 1
children he 1
gave high 1
high honour 1
honour . 1
he suffer 1
suffer any 1
any to 1
to bird 1
bird or 1
or beast 1
beast , 1
but taught 1
taught love 1
love and 1
and loving-kindness 1
loving-kindness and 1
and charity 1
charity , 1
poor he 1
gave bread 1
the naked 1
naked he 1
gave raiment 1
was peace 1
peace and 1
and plenty 1
plenty in 1
yet ruled 1
ruled he 1
not long 1
his suffering 1
suffering , 1
so bitter 1
bitter the 1
fire of 1
his testing 1
testing , 1
for after 1
he died 1
who came 1
came after 1
after him 1
him ruled 1
ruled evilly 1
evilly . 1
...
You can remove the [:20] restrictor above and print out the entire frequency profile. If you select and copy the profile to your clipboard, you can paste it into your favorite spreadsheet software and sort, analyze, and study the distribution in many interesting ways.
Instead of running the frequency profile through a loop we can also use a list comprehension construction in Python to generate a list of tuples with the n-gram and its frequency:
In [33]:
ngrams = [ (" ".join(ngram), myBigramFD[ngram]) for ngram in myBigramFD ]
print(ngrams[:100])
[('a house', 4), ('house of', 5), ('of pomegranates', 4), ('pomegranates contents', 1), ('contents :', 1), (': the', 2), ('the young', 107), ('young king', 24), ('king the', 1), ('the birthday', 3), ('birthday of', 3), ('of the', 354), ('the infanta', 33), ('infanta the', 1), ('the fisherman', 5), ('fisherman and', 3), ('and his', 53), ('his soul', 51), ('soul the', 1), ('the star-child', 41), ('star-child the', 1), ('king [', 1), ('[ to', 4), ('to margaret', 1), ('margaret lady', 1), ('lady brooke', 1), ('brooke --', 1), ('-- the', 4), ('the ranee', 1), ('ranee of', 1), ('of sarawak', 1), ('sarawak ]', 1), ('] it', 2), ('it was', 52), ('was the', 20), ('the night', 3), ('night before', 1), ('before the', 8), ('the day', 7), ('day fixed', 1), ('fixed for', 1), ('for his', 7), ('his coronation', 2), ('coronation ,', 3), (', and', 1271), ('and the', 287), ('king was', 1), ('was sitting', 1), ('sitting alone', 1), ('alone in', 1), ('in his', 31), ('his beautiful', 1), ('beautiful chamber', 1), ('chamber .', 1), ('. his', 8), ('his courtiers', 1), ('courtiers had', 1), ('had all', 2), ('all taken', 1), ('taken their', 1), ('their leave', 1), ('leave of', 1), ('of him', 8), ('him ,', 146), (', bowing', 1), ('bowing their', 1), ('their heads', 5), ('heads to', 1), ('to the', 149), ('the ground', 15), ('ground ,', 6), (', according', 1), ('according to', 1), ('the ceremonious', 1), ('ceremonious usage', 1), ('usage of', 1), ('day ,', 3), ('and had', 9), ('had retired', 2), ('retired to', 2), ('the great', 25), ('great hall', 2), ('hall of', 1), ('the palace', 18), ('palace ,', 5), (', to', 6), ('to receive', 1), ('receive a', 1), ('a few', 9), ('few last', 1), ('last lessons', 1), ('lessons from', 1), ('from the', 69), ('the professor', 1), ('professor of', 1), ('of etiquette', 1), ('etiquette ;', 1), ('; there', 2), ('there being', 1), ('being some', 1)]
We can generate an increasing frequency profile using the sort function on the second element of the tuple list, that is on the frequency:
In [34]:
sortedngrams = sorted(ngrams, key=lambda x: x[1])
print(sortedngrams[:20])
print("...")
[('pomegranates contents', 1), ('contents :', 1), ('king the', 1), ('infanta the', 1), ('soul the', 1), ('star-child the', 1), ('king [', 1), ('to margaret', 1), ('margaret lady', 1), ('lady brooke', 1), ('brooke --', 1), ('the ranee', 1), ('ranee of', 1), ('of sarawak', 1), ('sarawak ]', 1), ('night before', 1), ('day fixed', 1), ('fixed for', 1), ('king was', 1), ('was sitting', 1)]
...
We can increase the speed of this sorted call by using the itemgetter() function in the operator module. Let us import this function:
In [35]:
from operator import itemgetter
We can now define the sort-key for sorted using the itemgetter function and selecting with 1 the second element in the tuple. Remember that the enumeration of elements in lists or tuples in Python starts at 0.
In [36]:
sortedngrams = sorted(ngrams, key=itemgetter(1))
print(sortedngrams[:20])
print("...")
[('pomegranates contents', 1), ('contents :', 1), ('king the', 1), ('infanta the', 1), ('soul the', 1), ('star-child the', 1), ('king [', 1), ('to margaret', 1), ('margaret lady', 1), ('lady brooke', 1), ('brooke --', 1), ('the ranee', 1), ('ranee of', 1), ('of sarawak', 1), ('sarawak ]', 1), ('night before', 1), ('day fixed', 1), ('fixed for', 1), ('king was', 1), ('was sitting', 1)]
...
A decreasing frequency profile can be generated using another parameter to sorted:
In [37]:
sortedngrams = sorted(ngrams, key=itemgetter(1), reverse=True)
print(sortedngrams[:20])
print("...")
[(', and', 1271), ('of the', 354), ('and the', 287), ('. and', 205), (". '", 193), ('in the', 158), (", '", 155), ('to the', 149), ('him ,', 146), ('. the', 112), ("' and", 108), ('the young', 107), (', but', 96), ('and he', 89), (', for', 85), ("? '", 84), ('on the', 80), ('said to', 79), ('to him', 77), ('and said', 77)]
...
We can pretty-print the decreasing frequency profile:
In [38]:
sortedngrams = sorted(ngrams, key=itemgetter(1), reverse=True)
for t in sortedngrams[:20]:
print(t[0], t[1])
print("...")
, and 1271
of the 354
and the 287
. and 205
. ' 193
in the 158
, ' 155
to the 149
him , 146
. the 112
' and 108
the young 107
, but 96
and he 89
, for 85
? ' 84
on the 80
said to 79
to him 77
and said 77
...
In [54]:
total = float(sum(myBigramFD.values()))
exceptions = ["]", "[", "--", ",", ".", "'s", "?", "!", "'", "'ye"]
myStopWords = stopwords.split()
results = []
for x in myBigramFD:
if x[0] in exceptions or x[1] in exceptions:
continue
if x[0] in myStopWords or x[1] in myStopWords:
continue
#print("%s\t%s\t%s" % (x[0], x[1], myBigramFD[x]/total))
results.append( (x[0], x[1], myBigramFD[x]/total) )
#print(results)
sortedresults = sorted(results, key=itemgetter(2), reverse=True)
for x in sortedresults[:20]:
print(x[0], x[1], x[2])
young fisherman 0.0018622462361642972
young king 0.0006294916854639878
thou hast 0.0005508052247809893
thou art 0.0005245764045533231
little dwarf 0.000498347584325657
thou shalt 0.00034097466295966006
little mermaid 0.0003147458427319939
soul answered 0.0003147458427319939
give thee 0.0002622882022766616
let us 0.0002622882022766616
get thee 0.00023605938204899544
soul said 0.00023605938204899544
yellow gold 0.00023605938204899544
whole world 0.00020983056182132927
art thou 0.00020983056182132927
day long 0.00020983056182132927
'thou hast 0.00020983056182132927
thee gone 0.00020983056182132927
white rose 0.00020983056182132927
white gold 0.00020983056182132927
To be continued...
(C) 2017-2019 by Damir Cavar <dcavar@iu.edu>
Content source: dcavar/python-tutorial-for-ipython
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