In [1]:
# Import all of the things you need to import!
import pandas as pd
from sklearn.feature_extraction.text import CountVectorizer
from sklearn.feature_extraction.text import TfidfVectorizer
import re
from nltk.stem.porter import PorterStemmer
pd.options.display.max_columns = 30
%matplotlib inline
The Congressional Record is more or less what happened in Congress every single day. Speeches and all that. A good large source of text data, maybe?
Let's pretend it's totally secret but we just got it leaked to us in a data dump, and we need to check it out. It was leaked from this page here.
In [ ]:
# If you'd like to download it through the command line...
#!curl -O http://www.cs.cornell.edu/home/llee/data/convote/convote_v1.1.tar.gz
'curl' is not recognized as an internal or external command,
operable program or batch file.
In [ ]:
# And then extract it through the command line...
#!tar -zxf convote_v1.1.tar.gz
You can explore the files if you'd like, but we're going to get the ones from convote_v1.1/data_stage_one/development_set/. It's a bunch of text files.
In [2]:
# glob finds files matching a certain filename pattern
import glob
# Give me all the text files
paths = glob.glob('convote_v1.1/data_stage_one/development_set/*')
paths[:5]
Out[2]:
['convote_v1.1/data_stage_one/development_set\\052_400011_0327014_DON.txt',
'convote_v1.1/data_stage_one/development_set\\052_400011_0327025_DON.txt',
'convote_v1.1/data_stage_one/development_set\\052_400011_0327044_DON.txt',
'convote_v1.1/data_stage_one/development_set\\052_400011_0327046_DON.txt',
'convote_v1.1/data_stage_one/development_set\\052_400011_1479036_DON.txt']
In [3]:
len(paths)
Out[3]:
702
So great, we have 702 of them. Now let's import them.
In [13]:
speeches = []
for path in paths:
with open(path) as speech_file:
speech = {
'pathname': path,
'filename': path.split('/')[-1],
'content': speech_file.read()
}
speeches.append(speech)
speeches_df = pd.DataFrame(speeches)
#speeches_df.head()
speeches_df['pathname'][0]
Out[13]:
'convote_v1.1/data_stage_one/development_set\\052_400011_0327014_DON.txt'
In class we had the texts variable. For the homework can just do speeches_df['content'] to get the same sort of list of stuff.
Take a look at the contents of the first 5 speeches
In [14]:
texts =speeches_df['content']
texts[:5]
Out[14]:
0 mr. chairman , i thank the gentlewoman for yie...
1 mr. chairman , i want to thank my good friend ...
2 mr. chairman , i rise to make two fundamental ...
3 mr. chairman , reclaiming my time , let me mak...
4 mr. chairman , i thank my distinguished collea...
Name: content, dtype: object
In [16]:
from sklearn.feature_extraction.text import CountVectorizer
count_vectorizer = CountVectorizer(stop_words='english')
In [17]:
Xc = count_vectorizer.fit_transform(texts)
In [18]:
Xc
Out[18]:
<702x9106 sparse matrix of type '<class 'numpy.int64'>'
with 56106 stored elements in Compressed Sparse Row format>
In [19]:
Xc.toarray()
Out[19]:
array([[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
...,
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0],
[0, 0, 0, ..., 0, 0, 0]], dtype=int64)
In [21]:
pd.DataFrame(Xc.toarray()).head(3)
Out[21]:
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
...
9091
9092
9093
9094
9095
9096
9097
9098
9099
9100
9101
9102
9103
9104
9105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
...
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3 rows × 9106 columns
In [23]:
Xc_feature= pd.DataFrame(Xc.toarray(), columns=count_vectorizer.get_feature_names())
Xc_feature.head(3)
Out[23]:
000
00007
018
050
092
10
100
106
107
108
108th
109th
10th
11
110
...
yields
york
yorkers
young
younger
youngsters
youth
yuan
zero
zeroing
zeros
zigler
zirkin
zoe
zoellick
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
...
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3 rows × 9106 columns
Okay, it's far too big to even look at. Let's try to get a list of features from a new CountVectorizer that only takes the top 100 words.
In [24]:
from nltk.stem.porter import PorterStemmer
porter_stemmer = PorterStemmer()
In [25]:
porter_stemmer = PorterStemmer()
def stemming_tokenizer(str_input):
words = re.sub(r"[^A-Za-z]", " ", str_input).lower().split()
words = [porter_stemmer.stem(word) for word in words]
#print(words)
return words
In [27]:
count_vectorizer = CountVectorizer(stop_words='english', tokenizer=stemming_tokenizer, max_features=100)
Xc100 = count_vectorizer.fit_transform(texts)
print(count_vectorizer.get_feature_names())
['act', 'allow', 'amend', 'american', 'amp', 'ani', 'appropri', 'associ', 'balanc', 'base', 'becaus', 'believ', 'chairman', 'children', 'china', 'civil', 'colleagu', 'committe', 'congress', 'continu', 'countri', 'court', 'day', 'debat', 'discrimin', 'doe', 'educ', 'elect', 'faith', 'feder', 'fund', 'gentleman', 'good', 'govern', 'gt', 'h', 'ha', 'head', 'help', 'hous', 'import', 'includ', 'issu', 'just', 'know', 'law', 'lawsuit', 'legisl', 'like', 'make', 'mani', 'member', 'million', 'mr', 'nation', 'nbsp', 'need', 'new', 'offer', 'onli', 'organ', 'peopl', 'polici', 'program', 'protect', 'provid', 'provis', 'r', 'religi', 'repres', 'requir', 'right', 'rule', 's', 'say', 'school', 'servic', 'speaker', 'start', 'state', 'support', 'teacher', 'thank', 'thi', 'think', 'time', 'today', 'trade', 'unit', 'urg', 'use', 'veri', 'vote', 'wa', 'want', 'way', 'work', 'xz', 'year', 'yield']
In [ ]:
#count_vectorizer.get_feature_names()
Now let's push all of that into a dataframe with nicely named columns.
In [31]:
df_Xc = pd.DataFrame(Xc100.toarray(), columns=count_vectorizer.get_feature_names())
df_Xc.head(3)
Out[31]:
act
allow
amend
american
amp
ani
appropri
associ
balanc
base
becaus
believ
chairman
children
china
...
time
today
trade
unit
urg
use
veri
vote
wa
want
way
work
xz
year
yield
0
3
1
2
3
0
0
0
0
4
0
1
1
3
0
0
...
3
2
0
1
0
0
2
1
1
1
2
0
1
0
2
1
1
1
1
0
0
0
0
0
2
0
1
0
2
0
0
...
2
2
0
0
0
0
1
1
0
1
3
0
3
1
0
2
1
0
0
1
0
0
0
0
1
0
0
0
2
0
0
...
0
0
0
0
0
0
1
1
0
0
0
0
1
0
1
3 rows × 100 columns
Everyone seems to start their speeches with "mr chairman" - how many speeches are there total, and many don't mention "chairman" and how many mention neither "mr" nor "chairman"?
In [32]:
df_Xc['act'].count()
Out[32]:
702
In [38]:
df_Xc[df_Xc["chairman"]==0]['chairman'].count()
Out[38]:
250
In [43]:
df_Xc[df_Xc["mr"]==0]['mr'].count()
Out[43]:
78
In [48]:
total = df_Xc[df_Xc["mr"]==0]['mr'].count() + df_Xc[df_Xc["chairman"]==0]['chairman'].count()
print(total,"speaches in total do not mention neither 'mr' nor 'chairman'")
328 speaches in total do not mention neither 'mr' nor 'chairman'
What is the index of the speech thank is the most thankful, a.k.a. includes the word 'thank' the most times?
In [49]:
thank = df_Xc[df_Xc["thank"]!=0]
thank.head(3)
Out[49]:
act
allow
amend
american
amp
ani
appropri
associ
balanc
base
becaus
believ
chairman
children
china
...
time
today
trade
unit
urg
use
veri
vote
wa
want
way
work
xz
year
yield
0
3
1
2
3
0
0
0
0
4
0
1
1
3
0
0
...
3
2
0
1
0
0
2
1
1
1
2
0
1
0
2
1
1
1
1
0
0
0
0
0
2
0
1
0
2
0
0
...
2
2
0
0
0
0
1
1
0
1
3
0
3
1
0
4
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
...
1
0
0
0
0
0
1
2
0
0
0
0
1
0
2
3 rows × 100 columns
In [50]:
thank_column = thank['thank']
thank_column.sort(inplace=False, ascending=False).head(1)
c:\users\radhika\appdata\local\programs\python\python35-32\lib\site-packages\ipykernel\__main__.py:2: FutureWarning: sort is deprecated, use sort_values(inplace=True) for INPLACE sorting
from ipykernel import kernelapp as app
Out[50]:
577 9
Name: thank, dtype: int64
If I'm searching for China and trade, what are the top 3 speeches to read according to the CountVectoriser?
In [51]:
china_trade = df_Xc['china'] + df_Xc['trade']
In [52]:
china_trade.sort(inplace=False, ascending=False).head(3)
c:\users\radhika\appdata\local\programs\python\python35-32\lib\site-packages\ipykernel\__main__.py:1: FutureWarning: sort is deprecated, use sort_values(inplace=True) for INPLACE sorting
if __name__ == '__main__':
Out[52]:
379 93
399 37
367 27
dtype: int64
Now what if I'm using a TfidfVectorizer?
In [56]:
tfidf_vectorizer = TfidfVectorizer(stop_words='english', tokenizer=stemming_tokenizer, use_idf=False, norm='l1', max_features=100)
Xt = tfidf_vectorizer.fit_transform(texts)
pd.DataFrame(Xt.toarray(), columns=tfidf_vectorizer.get_feature_names()).head(3)
print(tfidf_vectorizer.get_feature_names())
['act', 'allow', 'amend', 'american', 'amp', 'ani', 'appropri', 'associ', 'balanc', 'base', 'becaus', 'believ', 'chairman', 'children', 'china', 'civil', 'colleagu', 'committe', 'congress', 'continu', 'countri', 'court', 'day', 'debat', 'discrimin', 'doe', 'educ', 'elect', 'faith', 'feder', 'fund', 'gentleman', 'good', 'govern', 'gt', 'h', 'ha', 'head', 'help', 'hous', 'import', 'includ', 'issu', 'just', 'know', 'law', 'lawsuit', 'legisl', 'like', 'make', 'mani', 'member', 'million', 'mr', 'nation', 'nbsp', 'need', 'new', 'offer', 'onli', 'organ', 'peopl', 'polici', 'program', 'protect', 'provid', 'provis', 'r', 'religi', 'repres', 'requir', 'right', 'rule', 's', 'say', 'school', 'servic', 'speaker', 'start', 'state', 'support', 'teacher', 'thank', 'thi', 'think', 'time', 'today', 'trade', 'unit', 'urg', 'use', 'veri', 'vote', 'wa', 'want', 'way', 'work', 'xz', 'year', 'yield']
In [78]:
# checking inverse term_vectorizer.get_feature_names()
l2_vectorizer = TfidfVectorizer(stop_words='english', tokenizer=stemming_tokenizer, use_idf=True, max_features=100)
Xl2 = l2_vectorizer.fit_transform(texts)
l2_df = pd.DataFrame(Xl2.toarray(), columns=l2_vectorizer.get_feature_names())
print(l2_vectorizer.get_feature_names())
['act', 'allow', 'amend', 'american', 'amp', 'ani', 'appropri', 'associ', 'balanc', 'base', 'becaus', 'believ', 'chairman', 'children', 'china', 'civil', 'colleagu', 'committe', 'congress', 'continu', 'countri', 'court', 'day', 'debat', 'discrimin', 'doe', 'educ', 'elect', 'faith', 'feder', 'fund', 'gentleman', 'good', 'govern', 'gt', 'h', 'ha', 'head', 'help', 'hous', 'import', 'includ', 'issu', 'just', 'know', 'law', 'lawsuit', 'legisl', 'like', 'make', 'mani', 'member', 'million', 'mr', 'nation', 'nbsp', 'need', 'new', 'offer', 'onli', 'organ', 'peopl', 'polici', 'program', 'protect', 'provid', 'provis', 'r', 'religi', 'repres', 'requir', 'right', 'rule', 's', 'say', 'school', 'servic', 'speaker', 'start', 'state', 'support', 'teacher', 'thank', 'thi', 'think', 'time', 'today', 'trade', 'unit', 'urg', 'use', 'veri', 'vote', 'wa', 'want', 'way', 'work', 'xz', 'year', 'yield']
What's the content of the speeches? Here's a way to get them:
In [59]:
# index 0 is the first speech, which was the first one imported.
paths[0]
Out[59]:
'convote_v1.1/data_stage_one/development_set\\052_400011_0327014_DON.txt'
In [ ]:
# Pass that into 'cat' using { } which lets you put variables in shell commands
# that way you can pass the path to cat
!echo {paths[0]}
!type a.text
Now search for something else! Another two terms that might show up. elections and chaos? Whatever you thnik might be interesting.
In [62]:
df_Xc.columns
Out[62]:
Index(['act', 'allow', 'amend', 'american', 'amp', 'ani', 'appropri', 'associ',
'balanc', 'base', 'becaus', 'believ', 'chairman', 'children', 'china',
'civil', 'colleagu', 'committe', 'congress', 'continu', 'countri',
'court', 'day', 'debat', 'discrimin', 'doe', 'educ', 'elect', 'faith',
'feder', 'fund', 'gentleman', 'good', 'govern', 'gt', 'h', 'ha', 'head',
'help', 'hous', 'import', 'includ', 'issu', 'just', 'know', 'law',
'lawsuit', 'legisl', 'like', 'make', 'mani', 'member', 'million', 'mr',
'nation', 'nbsp', 'need', 'new', 'offer', 'onli', 'organ', 'peopl',
'polici', 'program', 'protect', 'provid', 'provis', 'r', 'religi',
'repres', 'requir', 'right', 'rule', 's', 'say', 'school', 'servic',
'speaker', 'start', 'state', 'support', 'teacher', 'thank', 'thi',
'think', 'time', 'today', 'trade', 'unit', 'urg', 'use', 'veri', 'vote',
'wa', 'want', 'way', 'work', 'xz', 'year', 'yield'],
dtype='object')
In [66]:
congress_lawsuit = df_Xc['lawsuit'] + df_Xc['congress']
In [67]:
congress_lawsuit.sort(inplace=False, ascending=False).head(5)
c:\users\radhika\appdata\local\programs\python\python35-32\lib\site-packages\ipykernel\__main__.py:1: FutureWarning: sort is deprecated, use sort_values(inplace=True) for INPLACE sorting
if __name__ == '__main__':
Out[67]:
577 20
692 18
686 17
652 14
645 14
dtype: int64
In [70]:
pd.DataFrame([df_Xc['lawsuit'], df_Xc['congress'], df_Xc['lawsuit'] + df_Xc['congress']], index=["congress", "lawsuit", "congress + lawsuit"]).T
Out[70]:
congress
lawsuit
congress + lawsuit
0
0
4
4
1
0
1
1
2
0
1
1
3
0
1
1
4
0
0
0
5
0
0
0
6
0
1
1
7
0
0
0
8
0
0
0
9
0
1
1
10
0
0
0
11
0
0
0
12
0
12
12
13
0
0
0
14
0
0
0
15
0
7
7
16
0
2
2
17
0
2
2
18
0
0
0
19
0
0
0
20
0
4
4
21
0
0
0
22
0
1
1
23
0
0
0
24
0
0
0
25
0
0
0
26
0
0
0
27
0
0
0
28
0
0
0
29
0
0
0
...
...
...
...
672
5
0
5
673
0
0
0
674
0
0
0
675
0
0
0
676
0
0
0
677
0
0
0
678
0
0
0
679
0
2
2
680
0
0
0
681
4
0
4
682
11
0
11
683
0
0
0
684
0
0
0
685
0
0
0
686
16
1
17
687
0
0
0
688
0
0
0
689
9
1
10
690
0
0
0
691
0
0
0
692
18
0
18
693
0
0
0
694
5
0
5
695
0
0
0
696
2
1
3
697
4
0
4
698
5
1
6
699
0
0
0
700
9
0
9
701
0
0
0
702 rows × 3 columns
Using a simple counting vectorizer, cluster the documents into eight categories, telling me what the top terms are per category.
Using a term frequency vectorizer, cluster the documents into eight categories, telling me what the top terms are per category.
Using a term frequency inverse document frequency vectorizer, cluster the documents into eight categories, telling me what the top terms are per category.
In [72]:
from sklearn.cluster import KMeans
#count vectorization Xc100 is a set of normalized for 100 top words
number_of_clusters = 8
km = KMeans(n_clusters=number_of_clusters)
km.fit(Xc100)
Out[72]:
KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,
n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,
verbose=0)
In [73]:
#count vectorization
print("Top terms per cluster:")
order_centroids = km.cluster_centers_.argsort()[:, ::-1]
terms = count_vectorizer.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: thi mr amend s ha
Cluster 1: start head program discrimin religi
Cluster 2: amp nbsp gt trade s
Cluster 3: associ nation amp american new
Cluster 4: start head program children thi
Cluster 5: mr chairman thi yield gentleman
Cluster 6: rule state feder court r
Cluster 7: thi elect state mr s
In [ ]:
#texts
In [ ]:
results = pd.DataFrame()
results['text'] = texts
results['category'] = km.labels_
results
In [76]:
#term vectorization Xc100 is a set of l1 term vect. for 100 top words
number_of_clusters = 8
kmt = KMeans(n_clusters=number_of_clusters)
kmt.fit(Xt)
Out[76]:
KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,
n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,
verbose=0)
In [77]:
print("Top terms per cluster:")
order_centroids = kmt.cluster_centers_.argsort()[:, ::-1]
terms_t = tfidf_vectorizer.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms_t[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: thi mr amend chairman time
Cluster 1: mr speaker yield gentleman xz
Cluster 2: mr chairman yield gentleman xz
Cluster 3: time mr chairman balanc yield
Cluster 4: speaker vote mr make wa
Cluster 5: chairman mr vote amend offer
Cluster 6: yield gentleman time h educ
Cluster 7: speaker mr time offer yield
In [79]:
#inverse term vectorization
number_of_clusters = 8
kml2 = KMeans(n_clusters=number_of_clusters)
kml2.fit(Xl2)
Out[79]:
KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,
n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,
verbose=0)
In [80]:
print("Top terms per cluster:")
order_centroids = km.cluster_centers_.argsort()[:, ::-1]
terms_r = l2_vectorizer.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms_r[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: thi mr amend s ha
Cluster 1: start head program discrimin religi
Cluster 2: amp nbsp gt trade s
Cluster 3: associ nation amp american new
Cluster 4: start head program children thi
Cluster 5: mr chairman thi yield gentleman
Cluster 6: rule state feder court r
Cluster 7: thi elect state mr s
In [ ]:
Which one do you think works the best?
In [ ]:
I have a scraped collection of Harry Potter fanfiction at https://github.com/ledeprogram/courses/raw/master/algorithms/data/hp.zip.
I want you to read them in, vectorize them and cluster them. Use this process to find out the two types of Harry Potter fanfiction. What is your hypothesis?
In [81]:
import glob
paths = glob.glob('hp/hp/*')
paths[:5]
Out[81]:
['hp/hp\\10001898.txt',
'hp/hp\\10004131.txt',
'hp/hp\\10004927.txt',
'hp/hp\\10007980.txt',
'hp/hp\\10010343.txt']
In [82]:
len(paths)
Out[82]:
1328
In [86]:
reviews = []
for path in paths:
with open(path) as review_file:
review = {
'pathname': path,
'filename': path.split('/')[-1],
'content': review_file.read()
}
reviews.append(review)
reviews_df = pd.DataFrame(reviews)
reviews_df.head()
Out[86]:
content
filename
pathname
0
Prologue: The MissionDisclaimer: All character...
hp\10001898.txt
hp/hp\10001898.txt
1
BlackDisclaimer: I do not own Harry PotterAuth...
hp\10004131.txt
hp/hp\10004131.txt
2
Chapter 1"I'm pregnant.""""Mum please say some...
hp\10004927.txt
hp/hp\10004927.txt
3
Author's Note: Hey, just so you know, this is ...
hp\10007980.txt
hp/hp\10007980.txt
4
Disclaimer: I do not own Harry Potter and frie...
hp\10010343.txt
hp/hp\10010343.txt
In [87]:
texts =reviews_df['content']
texts
Out[87]:
0 Prologue: The MissionDisclaimer: All character...
1 BlackDisclaimer: I do not own Harry PotterAuth...
2 Chapter 1"I'm pregnant.""""Mum please say some...
3 Author's Note: Hey, just so you know, this is ...
4 Disclaimer: I do not own Harry Potter and frie...
5 Disclaimer: I don't own any character in the H...
6 DISCLAIMER: I don't own Harry Potter and its c...
7 Katherine Rose-TylerChapter One: the Introduct...
8 I am no longer that shy little boy anymore.I w...
9 Happy New year! *throws confetti*I've really b...
10 2014"It's ridiculous." The red-headed boy shoo...
11 Disclaimer: Did you really think I was J.K. Ro...
12 This is my first story on fanfic and I'm nervo...
13 DISCLAIMER: I don't own anything here that loo...
14 A/N: So, this is my second ongoing story, and ...
15 Disclaimer: I do not own Harry Potter. Enjoy t...
16 For my friend, constant cheerleader and talent...
17 Disclaimer: Harry Potter's not mineA/N:Another...
18 Lily Potter was quite happy. Her favourite bro...
19 A/N: This story follows all of canon besides f...
20 It's 8th year at Hogwarts. Voldemort is dead. ...
21 Hey everybody this is my first fic and will en...
22 Prologue: The Puzzle That Wasn't Meant To Be S...
23 Prologue REWRITTENA/N: This is a rewritten ver...
24 I stood at the top of the Astronomy Tower thin...
25 Title: Twin Dragon Heartstring Cores.Author: L...
26 Chapter 1Walking down the corridor to potions,...
27 These characters belong to J.K. Rowling, not m...
28 A/N: Everyone needs their own version of a Sly...
29 June 20th, 1992This was it. Dumbledore was sur...
...
1298 Summary: Gryffindor isn't what Slytherin sees ...
1299 Okay. Lumox. The title will be explained much ...
1300 Normal Pov(A/N: Story takes place in Harry Pot...
1301 (A/N: Rated M for mature content and language....
1302 Hey you guys, I'm back!I wasn't planning on wr...
1303 Truly, Madly, Deeply, Crazily In Love#Chapter ...
1304 She took a deep breath as she lay in her hospi...
1305 Chapter 1Beta Read by optimisticrealist72Thoug...
1306 "Now begin", Dumbledore's voice boomed over th...
1307 Hermione's POVShe grabbed another handful of r...
1308 I thought it would be fun to make one of these...
1309 Harry`s POVHarry Potter, boy who lived, chosen...
1310 Okay, so I've been wanting to write a George/H...
1311 A/N: Adopted from unwrittenlegacy. This will h...
1312 . . . Sorry . . . Introduction . . . Not the F...
1313 "Why are we doing this again," Sirius asks gro...
1314 I do not own any of the characters. You may ho...
1315 Harry Potter, the Boy-Who-Lived, had always be...
1316 Original Title: Dipping into the Dark SideOrig...
1317 A/N: So I woke up the other day with this idea...
1318 Author's Notes: In my own, happy little world,...
1319 Title: Fighting For TomorrowRating: TSummary: ...
1320 Bella Luna, beautiful moon. She wondered if he...
1321 Authors note: Welcome to all the lovely reader...
1322 AUTHOR'S NOTEHi everybody! This is my first fa...
1323 I do not own Harry Potter and I only write for...
1324 Hi everybody!Im so happy you clicked on this s...
1325 I fell in love with this pairing and never loo...
1326 Prologue: A Surrey StartEaster Saturday was pl...
1327 "Okay, who's going first?" someone shouted ove...
Name: content, dtype: object
In [88]:
from sklearn.feature_extraction.text import CountVectorizer
In [89]:
from nltk.stem.porter import PorterStemmer
porter_stemmer = PorterStemmer()
In [90]:
def stemming_tokenizer(str_input):
words = re.sub(r"[^A-Za-z]", " ", str_input).lower().split()
words = [porter_stemmer.stem(word) for word in words]
#print(words)
return words
In [95]:
count_vectorizer = CountVectorizer(stop_words="english", tokenizer=stemming_tokenizer, max_features = 1000)
Zc1000 = count_vectorizer.fit_transform(texts)
#print(count_vectorizer.get_feature_names())
In [97]:
from sklearn.cluster import KMeans
#count vectorization Zc100 is a set of normalized for 100 top words
number_of_clusters = 8
kmzc = KMeans(n_clusters=number_of_clusters)
kmzc.fit(Zc1000)
Out[97]:
KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,
n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,
verbose=0)
In [99]:
#count vectorization
print("Top terms per cluster:")
order_centroids = kmzc.cluster_centers_.argsort()[:, ::-1]
terms_zc = count_vectorizer.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms_zc[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: wa hi s t thi
Cluster 1: wa s t hi said
Cluster 2: harri hi wa s t
Cluster 3: harri hi wa s t
Cluster 4: wa hi s t harri
Cluster 5: wa t s hi thi
Cluster 6: hi wa s t look
Cluster 7: hi wa s t harri
In [ ]:
#pd.DataFrame(Z.toarray(), columns=count_vectorizer.get_feature_names()).head(3)
In [100]:
tfidf_vectorizer = TfidfVectorizer(stop_words='english', tokenizer=stemming_tokenizer, use_idf=False, norm='l2')
Zt = tfidf_vectorizer.fit_transform(texts)
print(tfidf_vectorizer.get_feature_names())
#pd.DataFrame(Z.toarray(), columns=tfidf_vectorizer.get_feature_names()).head(3)
['aa', 'aaaaa', 'aaaaaaaaaaaaaaaaaaaaaaaaaaaaand', 'aaaaaaaaaaaaaaaaaaaaaaaaaaahhhhhhhhhhhh', 'aaaaaaaaaaaaaaand', 'aaaaaaaaaaand', 'aaaaah', 'aaaaand', 'aaaah', 'aaaalll', 'aaagh', 'aaah', 'aaand', 'aagh', 'aah', 'aahhhh', 'aaiiieeeahh', 'aal', 'aalbu', 'aali', 'aanmar', 'aardvark', 'aargh', 'aaron', 'aaway', 'ab', 'aback', 'abagail', 'abandon', 'abandonyourdefensesal', 'abaraxa', 'abash', 'abasi', 'abat', 'abbey', 'abbi', 'abbot', 'abbott', 'abbrevi', 'abc', 'abck', 'abdic', 'abdomen', 'abdomin', 'abduct', 'abducte', 'abe', 'aberanthia', 'aberforth', 'aberfoth', 'abernathi', 'aberoforth', 'abet', 'abhinc', 'abhor', 'abhorr', 'abi', 'abid', 'abigail', 'abil', 'abject', 'abl', 'ablaz', 'ablu', 'ablut', 'abneg', 'abnorm', 'abnormalugh', 'aboard', 'abod', 'abolish', 'abomin', 'aboot', 'aborigin', 'abort', 'abou', 'abound', 'abouta', 'aboutelement', 'abouthow', 'aboutit', 'aboutm', 'aboutthu', 'aboutwhat', 'abov', 'abovement', 'abrad', 'abras', 'abraxa', 'abraxiu', 'abraxu', 'abreast', 'abriel', 'abroad', 'abrupt', 'abruptli', 'abscond', 'absenc', 'absent', 'absentmindedli', 'absoloutley', 'absolut', 'absolutley', 'absolv', 'absorb', 'absorpt', 'abstain', 'abstract', 'absurd', 'absurdli', 'abtol', 'abu', 'abunch', 'abund', 'abundantli', 'abus', 'abusean', 'abusebut', 'abut', 'abuzz', 'abych', 'abysm', 'abyss', 'abyssinian', 'academ', 'academi', 'academyenjoy', 'accalia', 'acceler', 'accent', 'accentless', 'accentu', 'accept', 'acceptablecharm', 'acceptedal', 'acceptedcrossoversslashpureblood', 'acceptedemancip', 'acceptedforbidden', 'acceptedharri', 'acceptedseveritu', 'acceptedsmart', 'access', 'accessor', 'accessori', 'accid', 'accident', 'accidentalsummari', 'accio', 'acclam', 'acclimatis', 'accolad', 'accommod', 'accomod', 'accompani', 'accomplic', 'accomplish', 'accord', 'accordingli', 'accost', 'account', 'accountin', 'accru', 'accrual', 'acctual', 'accumul', 'accur', 'accuraci', 'accuratether', 'accurs', 'accus', 'accusatori', 'accusingli', 'accustom', 'ace', 'acenturi', 'acerb', 'ach', 'achesooth', 'achi', 'achiev', 'achil', 'achingli', 'achkan', 'achoo', 'achtera', 'acid', 'acidica', 'acidli', 'aciti', 'ack', 'acker', 'ackerli', 'ackerman', 'acknowledg', 'acn', 'aconit', 'acorn', 'acoust', 'acquaint', 'acquiesc', 'acquir', 'acquisit', 'acquit', 'acr', 'acrid', 'acrobat', 'acromantula', 'acronym', 'act', 'actannelies', 'action', 'actiona', 'actionand', 'actionbetween', 'actionchapt', 'actionsi', 'activ', 'activevoldemort', 'activist', 'actmiss', 'actor', 'actress', 'actual', 'actuallybefor', 'actuallywa', 'acupunctur', 'acut', 'acuta', 'ad', 'adalb', 'adalbert', 'adam', 'adamantli', 'adandon', 'adapt', 'adar', 'add', 'addi', 'addict', 'addictionprologu', 'addictlol', 'addison', 'addit', 'addl', 'address', 'addressther', 'addto', 'adel', 'adela', 'adelaid', 'adelain', 'adelbrecht', 'adelin', 'adelina', 'adept', 'adequ', 'adfectu', 'adher', 'adhes', 'adi', 'adieu', 'adina', 'adjac', 'adject', 'adjoin', 'adjorn', 'adjourn', 'adjust', 'admin', 'administ', 'administr', 'admir', 'admiringnev', 'admiss', 'admist', 'admit', 'admitt', 'admittedli', 'admonish', 'admonitori', 'adn', 'ado', 'adob', 'adodisclaim', 'adolesc', 'adolf', 'adoni', 'adopt', 'adoptionssiriu', 'ador', 'adoringli', 'adorn', 'adragon', 'adrenalin', 'adrenn', 'adrian', 'adrianmani', 'adrianxblaisefandom', 'adrien', 'adrienn', 'adrift', 'adrinalin', 'adromeda', 'adul', 'adult', 'adulter', 'adulteri', 'adulthood', 'advanc', 'advantag', 'adventuour', 'adventur', 'adventuresa', 'adventuresi', 'advers', 'adversari', 'advert', 'advertis', 'advic', 'advis', 'advisedli', 'advisor', 'advisori', 'advoc', 'ae', 'aegi', 'aereal', 'aerial', 'aeroplan', 'aesthet', 'afar', 'afeafeafdraco', 'afeafeahermion', 'aff', 'affair', 'affect', 'affection', 'affili', 'affin', 'affirm', 'affix', 'afflict', 'afford', 'affront', 'afir', 'afix', 'aflam', 'afloat', 'afoot', 'afor', 'aforement', 'aforethought', 'afraid', 'afresh', 'africa', 'african', 'afro', 'afteradrien', 'afteralmost', 'afterbirth', 'afterharri', 'afterhour', 'afterlif', 'aftermath', 'afternoon', 'afternoonat', 'afternoonharri', 'afterparti', 'aftershav', 'aftershock', 'afterth', 'afterthought', 'afterward', 'afterword', 'ag', 'againa', 'againand', 'againaugust', 'againchapt', 'againharri', 'againhmmlet', 'againno', 'againnot', 'againooo', 'againseveru', 'againther', 'agap', 'agatha', 'age', 'ageless', 'agenc', 'agenda', 'agent', 'agentsoal', 'agentsochapt', 'agew', 'agg', 'aggi', 'aggrav', 'aggress', 'aggriev', 'aggriv', 'agh', 'aghast', 'agiad', 'agian', 'agil', 'agin', 'agit', 'agitatedli', 'aglow', 'agneau', 'agneausi', 'ago', 'agoa', 'agocarolina', 'agog', 'agon', 'agoni', 'agonis', 'agonisingli', 'agonizingli', 'agre', 'agreat', 'agreeabl', 'agreement', 'agreementprakem', 'agu', 'aguamenti', 'aguenu', 'aguileravictoir', 'aguirr', 'aguish', 'ah', 'aha', 'ahahahahahahahahahahah', 'ahahh', 'ahead', 'ahelpinghand', 'ahem', 'ahh', 'ahha', 'ahhermion', 'ahhexpecto', 'ahhh', 'ahhhh', 'ahhhhhh', 'ahhhhhhhhh', 'ahhhhhhhhhh', 'ahof', 'ahogwart', 'ahold', 'ahora', 'ahow', 'ahperhap', 'ahveri', 'ahy', 'ahyou', 'ai', 'aid', 'aidan', 'aiden', 'aileen', 'ailment', 'aim', 'aime', 'aimless', 'aimlessli', 'aimon', 'ain', 'ainsley', 'aint', 'air', 'aira', 'airabout', 'airb', 'airborn', 'airbrush', 'airbu', 'airhead', 'airher', 'airi', 'airili', 'airplan', 'airport', 'airship', 'airstrik', 'airtight', 'airway', 'aisl', 'aiza', 'ajar', 'ak', 'aka', 'akin', 'akita', 'akram', 'akwardli', 'al', 'ala', 'alabast', 'aladdin', 'alaigh', 'alala', 'alan', 'alana', 'alannah', 'alarm', 'alarmingli', 'alastair', 'alastor', 'albania', 'albanian', 'albatross', 'albeit', 'albert', 'albi', 'albino', 'albion', 'albu', 'album', 'alburn', 'albusdo', 'albush', 'albusi', 'albut', 'alchemi', 'alchemist', 'alcina', 'alcohol', 'alcov', 'alday', 'alder', 'aldridg', 'ale', 'alea', 'aleandriamil', 'alec', 'alecto', 'alegria', 'alejandra', 'alejandro', 'alek', 'alem', 'alert', 'alertli', 'alessandra', 'aletha', 'alethea', 'alex', 'alexa', 'alexand', 'alexanderand', 'alexandor', 'alexandra', 'alexandria', 'alexandro', 'alexi', 'alexia', 'alf', 'alfi', 'alfons', 'alfr', 'algebra', 'algier', 'ali', 'alia', 'alias', 'alibi', 'alic', 'alica', 'alicedil', 'alicethi', 'alicia', 'alien', 'aliesha', 'alight', 'alightther', 'align', 'alik', 'alison', 'alistair', 'alistir', 'alistor', 'alit', 'alittl', 'aliv', 'aliveand', 'alivedark', 'aliveh', 'alivethank', 'alix', 'alkalin', 'alkyd', 'alla', 'allah', 'allal', 'allalli', 'allbut', 'alleg', 'allegedli', 'allegedlybut', 'allegi', 'allen', 'allerg', 'allergi', 'allero', 'allevi', 'alley', 'alleydraco', 'alleyway', 'allez', 'allfeel', 'alli', 'alliana', 'allianc', 'allig', 'allison', 'alliwannado', 'alllisten', 'alllost', 'allminerva', 'allnow', 'alloc', 'allon', 'allot', 'allow', 'alloy', 'allreadi', 'allright', 'allthi', 'allud', 'allum', 'allur', 'alluringli', 'allus', 'alm', 'alma', 'almendarez', 'almighti', 'almightili', 'almo', 'almond', 'almostw', 'aloft', 'alohamora', 'alohomora', 'alomohora', 'alon', 'alonebeep', 'aloneev', 'aloneit', 'alonesnap', 'alongsid', 'alonso', 'aloof', 'alot', 'aloud', 'alp', 'alpha', 'alphabet', 'alphalfa', 'alphard', 'alphonzu', 'alreadi', 'alreadyceridwen', 'alreadyharri', 'alrigh', 'alright', 'alrighta', 'alrightharri', 'alrighti', 'alstroemeria', 'altar', 'alter', 'alterc', 'altern', 'alternatesummari', 'altitud', 'altogeth', 'altruism', 'alum', 'alumni', 'alumnu', 'alvar', 'alway', 'alwayslik', 'alwayssnuffl', 'alwyn', 'alwynwho', 'alya', 'alyeska', 'alyssa', 'amach', 'amalantha', 'amalthea', 'amand', 'amanda', 'amarylli', 'amass', 'amata', 'amateur', 'amaz', 'amazin', 'amazingli', 'amazon', 'amb', 'ambassador', 'amber', 'amberson', 'ambianc', 'ambient', 'ambigu', 'ambit', 'ambiti', 'ambival', 'ambl', 'ambros', 'ambrosiu', 'ambul', 'ambush', 'ambushedh', 'amd', 'amel', 'amelia', 'amen', 'amend', 'america', 'americagryffindor', 'americai', 'american', 'americaslytherin', 'americath', 'amethyst', 'amh', 'ami', 'amiabl', 'amic', 'amid', 'amidst', 'amiss', 'amlili', 'amm', 'ammo', 'amnesia', 'amnesti', 'amo', 'amor', 'amorph', 'amortentia', 'amoung', 'amour', 'ampl', 'amplifi', 'amput', 'amr', 'amsterdam', 'amtom', 'amulet', 'amus', 'amusedli', 'amusez', 'amusingli', 'amycu', 'ana', 'anagram', 'anal', 'analies', 'analog', 'analys', 'analysi', 'analyt', 'analyz', 'anank', 'ananya', 'anapneo', 'anarchi', 'anasta', 'anastasia', 'anastasiaok', 'anatom', 'anatomi', 'ancestor', 'ancestr', 'ancestri', 'anchor', 'ancient', 'anda', 'andaft', 'andallison', 'andand', 'andbegan', 'andclos', 'anddodg', 'anddon', 'anddraco', 'andembrac', 'ander', 'anderson', 'andget', 'andh', 'andharri', 'andhermion', 'andhi', 'andhold', 'andi', 'andifif', 'andignor', 'andit', 'andl', 'andmani', 'andoh', 'andormeda', 'andorra', 'andproceed', 'andr', 'andrea', 'andrella', 'andrew', 'andromeda', 'andso', 'andsometh', 'andth', 'andtravel', 'andwa', 'andwel', 'andwhoa', 'andwith', 'andwow', 'andyou', 'ane', 'anecdot', 'anesthetis', 'aneurysm', 'anew', 'ang', 'angana', 'angel', 'angela', 'angelhitomi', 'angelia', 'angelin', 'angelina', 'angelinafr', 'anger', 'angerh', 'angi', 'angl', 'anglia', 'anglo', 'angri', 'angrier', 'angrili', 'angrilyharri', 'angst', 'angsti', 'angstrat', 'angu', 'angua', 'angui', 'anguish', 'anguiu', 'angular', 'angwi', 'ani', 'anim', 'animag', 'animagi', 'animagu', 'animaguschapt', 'animaigu', 'animalist', 'animalsat', 'animatedli', 'animgu', 'animos', 'aniversari', 'anj', 'anjali', 'ankh', 'ankl', 'anklet', 'ann', 'anna', 'annabel', 'annabella', 'annaboleyna', 'annasophia', 'annelies', 'annesh', 'annett', 'annex', 'annharrisforev', 'anni', 'annicka', 'anniversair', 'anniversari', 'annnd', 'annnicka', 'annnnywho', 'annodit', 'annoucmentharri', 'announc', 'announcedth', 'annoy', 'annoyedwing', 'annoyingli', 'annual', 'annul', 'annunci', 'anomal', 'anomali', 'anonym', 'anorex', 'anorexia', 'anoth', 'anotherjilyshipp', 'anotherspoonybardprologu', 'anselmsohn', 'ansin', 'anso', 'answer', 'answeredlili', 'ant', 'antagon', 'antagonis', 'antagonist', 'antarctica', 'antechamb', 'antenna', 'antenucci', 'anteoculatia', 'anteroom', 'anthem', 'anther', 'antholog', 'anthoni', 'anti', 'antic', 'anticip', 'anticipatedharri', 'anticipationi', 'anticipatori', 'anticlimact', 'anticlockwis', 'antidot', 'antihero', 'antila', 'antinu', 'antioch', 'antiqu', 'antisept', 'antisoci', 'antiviru', 'antler', 'anton', 'antonia', 'antoniash', 'antonin', 'antoniu', 'antsi', 'anu', 'anvil', 'anwalt', 'anway', 'anwen', 'anxieti', 'anxiou', 'anxious', 'anxiousand', 'anybodi', 'anybodyor', 'anybodyy', 'anyhoo', 'anymor', 'anymorei', 'anymoreslam', 'anyon', 'anyth', 'anythin', 'anythingaft', 'anythingbut', 'anythingi', 'anythingjust', 'anythingthat', 'anytim', 'anyw', 'anywayblackbird', 'anywaydetermin', 'anywayi', 'anywayit', 'anywher', 'anywho', 'anywhooo', 'ao', 'aofhsdfhaodhfodhf', 'aojdhfoadsf', 'aon', 'aound', 'apar', 'apart', 'apathet', 'apathi', 'apatit', 'apatosauru', 'apc', 'ape', 'aper', 'aphrodisiac', 'aphrodit', 'apiec', 'aplenti', 'apocalyps', 'apolagis', 'apolig', 'apolin', 'apollin', 'apollo', 'apolog', 'apologet', 'apologis', 'apoplect', 'apoplexi', 'apothecari', 'appaer', 'appal', 'appalachian', 'appar', 'apparatedh', 'apparatu', 'apparel', 'apparentlytri', 'apparit', 'appart', 'appeal', 'appealingli', 'appeallik', 'appear', 'appeas', 'appel', 'appen', 'appendag', 'apper', 'appet', 'appetit', 'appi', 'appir', 'appl', 'applaud', 'applaus', 'applebay', 'applebi', 'appleg', 'appli', 'applianc', 'applic', 'appoint', 'appologis', 'appos', 'apppar', 'apprais', 'appraisingli', 'appreci', 'apprehend', 'apprehens', 'apprent', 'apprentic', 'apprenticeit', 'apprenticeship', 'apprici', 'approach', 'approachesborn', 'appropri', 'approri', 'approv', 'approvingli', 'approxim', 'apreciar', 'aprici', 'april', 'apron', 'apropo', 'apt', 'aptitud', 'aptli', 'apwbdhermion', 'aqua', 'aquamarin', 'aquariu', 'aquir', 'ar', 'arabella', 'arabian', 'arabicor', 'arachn', 'arachnesummari', 'arachnid', 'aragog', 'ararrang', 'arashi', 'arben', 'arbitrari', 'arbitrarili', 'arc', 'arcan', 'arch', 'archaeologist', 'archaic', 'archenemi', 'archeolog', 'archer', 'archeri', 'archetyp', 'archi', 'archimed', 'archipelago', 'architect', 'architectur', 'archiv', 'archli', 'archway', 'arco', 'arctic', 'arcturu', 'ard', 'arduou', 'area', 'areand', 'arear', 'arearethat', 'arebeastli', 'aredhel', 'areion', 'aren', 'arena', 'arenarrow', 'arent', 'areola', 'areor', 'arethey', 'areto', 'arewait', 'arey', 'argentin', 'argentina', 'argentinean', 'argggh', 'argh', 'arghhhhh', 'argu', 'arguabl', 'argueand', 'argument', 'arhahhhhhh', 'ari', 'aria', 'arial', 'ariana', 'arianna', 'aric', 'ariel', 'ariella', 'aris', 'ariseblackbird', 'arisen', 'aristid', 'aristocraci', 'aristocrat', 'arithm', 'arithmaci', 'arithmanc', 'arithmancyastronomi', 'arithmancyweek', 'arithmant', 'arithmet', 'arithmomania', 'arizona', 'arkel', 'arlina', 'arm', 'armand', 'armando', 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'worn', 'worri', 'worriedli', 'worrier', 'worriesi', 'worrisom', 'worryingli', 'worryingy', 'worryth', 'wors', 'worsehermion', 'worsen', 'worsesh', 'worship', 'worst', 'wort', 'worth', 'worthi', 'worthier', 'worthless', 'worthwhil', 'worthyh', 'wose', 'wot', 'wotcher', 'wothiut', 'wotter', 'wou', 'woudlnt', 'woulda', 'wouldb', 'wouldbut', 'wouldh', 'wouldn', 'wouldnt', 'wouldthat', 'wound', 'wove', 'woven', 'wow', 'wowsh', 'woz', 'wozzi', 'wp', 'wrack', 'wrackathingi', 'wrackspurt', 'wraith', 'wrangl', 'wrap', 'wrapper', 'wrath', 'wreak', 'wreath', 'wreck', 'wreckag', 'wrecker', 'wrench', 'wrest', 'wrestl', 'wretch', 'wretchedli', 'wri', 'wriggl', 'wriggli', 'wring', 'wrinkl', 'wrinkli', 'wrist', 'wristwatch', 'writ', 'write', 'writen', 'writer', 'writey', 'writh', 'written', 'wrli', 'wro', 'wrock', 'wrom', 'wrong', 'wronga', 'wrongdo', 'wrongdoer', 'wrongin', 'wrongit', 'wrongli', 'wrongroberto', 'wrongw', 'wronski', 'wrote', 'wrotemooneypadfoot', 'wrought', 'wrtzburg', 'wrung', 'wryli', 'wryness', 'wrzburg', 'ws', 'wtc', 'wth', 'wulfric', 'wulfur', 'wur', 'wurzel', 'wuss', 'wwn', 'www', 'wy', 'wygowm', 'wynnfrith', 'x', 'xa', 'xan', 'xander', 'xapril', 'xavier', 'xavior', 'xbox', 'xchapter', 'xd', 'xenophili', 'xenophiliu', 'xeryu', 'xeventu', 'xfate', 'xharri', 'xhermion', 'xian', 'xit', 'xleviosa', 'xmuch', 'xname', 'xo', 'xojam', 'xoooooxadrian', 'xoooooxh', 'xoooooxth', 'xoxo', 'xoxofirst', 'xoxoi', 'xoxoxoxo', 'xoxoxoxoth', 'xoxoxoxoxo', 'xoxoxoxoxoamid', 'xoxoxoxoxofind', 'xoxoxoxoxoit', 'xoxoxoxoxth', 'xoxoxoxxoxolat', 'xprologu', 'xpull', 'xseptemb', 'xseveru', 'xtdemon', 'xthe', 'xthi', 'xtwo', 'xwhen', 'xx', 'xxa', 'xxan', 'xxchapter', 'xxdearest', 'xxhannah', 'xxharri', 'xxmizz', 'xxmuch', 'xxscorpiu', 'xxx', 'xxxa', 'xxxbiirta', 'xxxemberjad', 'xxxhe', 'xxxhermion', 'xxxi', 'xxxjade', 'xxxoxxxth', 'xxxp', 'xxxprologueimagin', 'xxxsnape', 'xxxsummer', 'xxxthe', 'xxxulvik', 'xxxxx', 'xxxxxa', 'xxxxxalic', 'xxxxxchapter', 'xxxxxemmelin', 'xxxxxharri', 'xxxxxhe', 'xxxxxit', 'xxxxxjame', 'xxxxxlili', 'xxxxxmari', 'xxxxxmayb', 'xxxxxsometim', 'xxxxxsummari', 'xxxxxthi', 'xxxxxtom', 'xxxxxvoldemort', 'xxxxxwhen', 'xxxxxxx', 'xxxxxxxxat', 'xxxxxxxxunknown', 'xxxxxxxxx', 'xxxxxxxxxnext', 'xxxxxxxxxsnape', 'xxxxxxxxxthe', 'xxxxxxxxxxchapter', 'xxxxxxxxxxi', 'xxxxxxxxxxtwo', 'xxxxxxxxxxxdraco', 'xxxxxxxxxxxxxsix', 'xxxxxxxxxxxxxxharri', 'xxxxxxxxxxxxxxxsoon', 'xxxxxxxxxxxxxxxxa', 'xxxxxxxxxxxxxxxxthey', 'xxxxxxxxxxxxxxxxxxxxxron', 'xxxxxxxxxxxxxxxxxxxxxxxxxxharri', 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxdear', 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxthunder', 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxa', 'xxyellowmellowxx', 'y', 'ya', 'yaaassss', 'yack', 'yada', 'yadawelcom', 'yaga', 'yah', 'yahoo', 'yahtze', 'yalarad', 'yall', 'yamazaki', 'yammer', 'yank', 'yanno', 'yao', 'yaoi', 'yap', 'yard', 'yarn', 'yasmin', 'yasssssss', 'yauga', 'yawn', 'yawnh', 'yaxley', 'yay', 'yayi', 'ye', 'yea', 'yeah', 'yeahh', 'yeahit', 'yeahlast', 'yeahlik', 'yeahum', 'year', 'yeara', 'yearalic', 'yearand', 'yeararriv', 'yearat', 'yearh', 'yearharri', 'yearheart', 'yearif', 'yearl', 'yearli', 'yearlong', 'yearn', 'yearon', 'yearsa', 'yearsabrina', 'yearsar', 'yearsbefor', 'yearschapt', 'yearsnew', 'yearth', 'yearthey', 'yearto', 'yearw', 'yearwhen', 'yeast', 'yee', 'yeeeah', 'yeeeahhhh', 'yeesh', 'yeh', 'yehbett', 'yell', 'yelledvernon', 'yelledwhen', 'yellin', 'yellow', 'yellowborn', 'yellowi', 'yellowish', 'yellowwatch', 'yelp', 'yen', 'yep', 'yer', 'yerselv', 'yesdil', 'yese', 'yesfemal', 'yesh', 'yesi', 'yesido', 'yesss', 'yessss', 'yesterday', 'yesthi', 'yesto', 'yesy', 'yesyessss', 'yesyour', 'yeta', 'yeteveryth', 'yetfr', 'yeth', 'yeti', 'yetm', 'yetor', 'yetyeah', 'yew', 'yggdrasil', 'yiddish', 'yield', 'yiff', 'yike', 'yin', 'yit', 'yo', 'yoga', 'yoke', 'yokel', 'yol', 'yolk', 'yonder', 'yone', 'yool', 'yoooo', 'yor', 'york', 'yorkshir', 'yoska', 'youa', 'youabout', 'youagh', 'youahyou', 'youb', 'youbastard', 'youbut', 'youcan', 'youch', 'youchapt', 'youdid', 'youdo', 'youflan', 'youfor', 'youforeverbound', 'youh', 'youhow', 'youi', 'youif', 'youilovetoph', 'youjust', 'youkept', 'youlik', 'youlook', 'youlost', 'youmariotobl', 'younanni', 'youner', 'young', 'younger', 'youngerweakerfatt', 'youngest', 'youngimper', 'youngish', 'youngl', 'youngster', 'youngwhen', 'younow', 'youof', 'youonc', 'youpet', 'yourencount', 'yourimmun', 'youroh', 'yourselfseveru', 'yourselv', 'yourselvesunusu', 'yoursitu', 'yourughpar', 'yourul', 'yourwel', 'yourwhat', 'yoush', 'youth', 'youthat', 'youthbi', 'youthen', 'youthey', 'youto', 'youtub', 'youunderstand', 'youuuu', 'youuuuu', 'youuuuuuu', 'youv', 'youwher', 'youyou', 'yowl', 'yoyo', 'yr', 'yturn', 'yuck', 'yucki', 'yukikyo', 'yule', 'yulisa', 'yum', 'yummi', 'yumpi', 'yup', 'ywgthursday', 'z', 'za', 'zabani', 'zabini', 'zabinii', 'zacharia', 'zag', 'zahrt', 'zamora', 'zane', 'zani', 'zank', 'zap', 'zaplavat', 'zapoteb', 'zara', 'zarin', 'zat', 'zay', 'zayn', 'ze', 'zeal', 'zealand', 'zealou', 'zebra', 'zedd', 'zee', 'zeir', 'zelenko', 'zeller', 'zellerword', 'zen', 'zenonokyuubi', 'zephyr', 'zephyro', 'zeppelin', 'zere', 'zero', 'zeu', 'zey', 'zh', 'zhi', 'zhu', 'zi', 'ziad', 'zie', 'zig', 'zigzag', 'zing', 'zinger', 'zink', 'zinnia', 'zip', 'zipper', 'zisku', 'zister', 'zit', 'ziv', 'ziva', 'zjmu', 'zmrzlinu', 'zombi', 'zomg', 'zone', 'zonko', 'zoo', 'zoom', 'zose', 'zought', 'zp', 'zree', 'zrough', 'zroxann', 'zu', 'zul', 'zulianvenic', 'zulu', 'zuna', 'zusak', 'zuwuth', 'zven', 'zyiiedit', 'zzuna']
In [101]:
number_of_clusters = 8
kmt = KMeans(n_clusters=number_of_clusters)
kmt.fit(Zt)
Out[101]:
KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,
n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,
verbose=0)
In [103]:
#term vectorization
print("Top terms per cluster:")
order_centroids = kmt.cluster_centers_.argsort()[:, ::-1]
terms_zt = tfidf_vectorizer.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms_zt[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: wa s t hi said
Cluster 1: thi s wa stori hi
Cluster 2: harri hi wa s t
Cluster 3: wa hi jame t s
Cluster 4: wa hermion s t hi
Cluster 5: hi wa s t thi
Cluster 6: wa t hi s thi
Cluster 7: s t wa hi thi
In [104]:
#reverse
tfidf_vectorizer = TfidfVectorizer(stop_words='english', tokenizer=stemming_tokenizer, use_idf=False, norm='l2')
Ztr = tfidf_vectorizer.fit_transform(texts)
print(tfidf_vectorizer.get_feature_names())
['aa', 'aaaaa', 'aaaaaaaaaaaaaaaaaaaaaaaaaaaaand', 'aaaaaaaaaaaaaaaaaaaaaaaaaaahhhhhhhhhhhh', 'aaaaaaaaaaaaaaand', 'aaaaaaaaaaand', 'aaaaah', 'aaaaand', 'aaaah', 'aaaalll', 'aaagh', 'aaah', 'aaand', 'aagh', 'aah', 'aahhhh', 'aaiiieeeahh', 'aal', 'aalbu', 'aali', 'aanmar', 'aardvark', 'aargh', 'aaron', 'aaway', 'ab', 'aback', 'abagail', 'abandon', 'abandonyourdefensesal', 'abaraxa', 'abash', 'abasi', 'abat', 'abbey', 'abbi', 'abbot', 'abbott', 'abbrevi', 'abc', 'abck', 'abdic', 'abdomen', 'abdomin', 'abduct', 'abducte', 'abe', 'aberanthia', 'aberforth', 'aberfoth', 'abernathi', 'aberoforth', 'abet', 'abhinc', 'abhor', 'abhorr', 'abi', 'abid', 'abigail', 'abil', 'abject', 'abl', 'ablaz', 'ablu', 'ablut', 'abneg', 'abnorm', 'abnormalugh', 'aboard', 'abod', 'abolish', 'abomin', 'aboot', 'aborigin', 'abort', 'abou', 'abound', 'abouta', 'aboutelement', 'abouthow', 'aboutit', 'aboutm', 'aboutthu', 'aboutwhat', 'abov', 'abovement', 'abrad', 'abras', 'abraxa', 'abraxiu', 'abraxu', 'abreast', 'abriel', 'abroad', 'abrupt', 'abruptli', 'abscond', 'absenc', 'absent', 'absentmindedli', 'absoloutley', 'absolut', 'absolutley', 'absolv', 'absorb', 'absorpt', 'abstain', 'abstract', 'absurd', 'absurdli', 'abtol', 'abu', 'abunch', 'abund', 'abundantli', 'abus', 'abusean', 'abusebut', 'abut', 'abuzz', 'abych', 'abysm', 'abyss', 'abyssinian', 'academ', 'academi', 'academyenjoy', 'accalia', 'acceler', 'accent', 'accentless', 'accentu', 'accept', 'acceptablecharm', 'acceptedal', 'acceptedcrossoversslashpureblood', 'acceptedemancip', 'acceptedforbidden', 'acceptedharri', 'acceptedseveritu', 'acceptedsmart', 'access', 'accessor', 'accessori', 'accid', 'accident', 'accidentalsummari', 'accio', 'acclam', 'acclimatis', 'accolad', 'accommod', 'accomod', 'accompani', 'accomplic', 'accomplish', 'accord', 'accordingli', 'accost', 'account', 'accountin', 'accru', 'accrual', 'acctual', 'accumul', 'accur', 'accuraci', 'accuratether', 'accurs', 'accus', 'accusatori', 'accusingli', 'accustom', 'ace', 'acenturi', 'acerb', 'ach', 'achesooth', 'achi', 'achiev', 'achil', 'achingli', 'achkan', 'achoo', 'achtera', 'acid', 'acidica', 'acidli', 'aciti', 'ack', 'acker', 'ackerli', 'ackerman', 'acknowledg', 'acn', 'aconit', 'acorn', 'acoust', 'acquaint', 'acquiesc', 'acquir', 'acquisit', 'acquit', 'acr', 'acrid', 'acrobat', 'acromantula', 'acronym', 'act', 'actannelies', 'action', 'actiona', 'actionand', 'actionbetween', 'actionchapt', 'actionsi', 'activ', 'activevoldemort', 'activist', 'actmiss', 'actor', 'actress', 'actual', 'actuallybefor', 'actuallywa', 'acupunctur', 'acut', 'acuta', 'ad', 'adalb', 'adalbert', 'adam', 'adamantli', 'adandon', 'adapt', 'adar', 'add', 'addi', 'addict', 'addictionprologu', 'addictlol', 'addison', 'addit', 'addl', 'address', 'addressther', 'addto', 'adel', 'adela', 'adelaid', 'adelain', 'adelbrecht', 'adelin', 'adelina', 'adept', 'adequ', 'adfectu', 'adher', 'adhes', 'adi', 'adieu', 'adina', 'adjac', 'adject', 'adjoin', 'adjorn', 'adjourn', 'adjust', 'admin', 'administ', 'administr', 'admir', 'admiringnev', 'admiss', 'admist', 'admit', 'admitt', 'admittedli', 'admonish', 'admonitori', 'adn', 'ado', 'adob', 'adodisclaim', 'adolesc', 'adolf', 'adoni', 'adopt', 'adoptionssiriu', 'ador', 'adoringli', 'adorn', 'adragon', 'adrenalin', 'adrenn', 'adrian', 'adrianmani', 'adrianxblaisefandom', 'adrien', 'adrienn', 'adrift', 'adrinalin', 'adromeda', 'adul', 'adult', 'adulter', 'adulteri', 'adulthood', 'advanc', 'advantag', 'adventuour', 'adventur', 'adventuresa', 'adventuresi', 'advers', 'adversari', 'advert', 'advertis', 'advic', 'advis', 'advisedli', 'advisor', 'advisori', 'advoc', 'ae', 'aegi', 'aereal', 'aerial', 'aeroplan', 'aesthet', 'afar', 'afeafeafdraco', 'afeafeahermion', 'aff', 'affair', 'affect', 'affection', 'affili', 'affin', 'affirm', 'affix', 'afflict', 'afford', 'affront', 'afir', 'afix', 'aflam', 'afloat', 'afoot', 'afor', 'aforement', 'aforethought', 'afraid', 'afresh', 'africa', 'african', 'afro', 'afteradrien', 'afteralmost', 'afterbirth', 'afterharri', 'afterhour', 'afterlif', 'aftermath', 'afternoon', 'afternoonat', 'afternoonharri', 'afterparti', 'aftershav', 'aftershock', 'afterth', 'afterthought', 'afterward', 'afterword', 'ag', 'againa', 'againand', 'againaugust', 'againchapt', 'againharri', 'againhmmlet', 'againno', 'againnot', 'againooo', 'againseveru', 'againther', 'agap', 'agatha', 'age', 'ageless', 'agenc', 'agenda', 'agent', 'agentsoal', 'agentsochapt', 'agew', 'agg', 'aggi', 'aggrav', 'aggress', 'aggriev', 'aggriv', 'agh', 'aghast', 'agiad', 'agian', 'agil', 'agin', 'agit', 'agitatedli', 'aglow', 'agneau', 'agneausi', 'ago', 'agoa', 'agocarolina', 'agog', 'agon', 'agoni', 'agonis', 'agonisingli', 'agonizingli', 'agre', 'agreat', 'agreeabl', 'agreement', 'agreementprakem', 'agu', 'aguamenti', 'aguenu', 'aguileravictoir', 'aguirr', 'aguish', 'ah', 'aha', 'ahahahahahahahahahahah', 'ahahh', 'ahead', 'ahelpinghand', 'ahem', 'ahh', 'ahha', 'ahhermion', 'ahhexpecto', 'ahhh', 'ahhhh', 'ahhhhhh', 'ahhhhhhhhh', 'ahhhhhhhhhh', 'ahof', 'ahogwart', 'ahold', 'ahora', 'ahow', 'ahperhap', 'ahveri', 'ahy', 'ahyou', 'ai', 'aid', 'aidan', 'aiden', 'aileen', 'ailment', 'aim', 'aime', 'aimless', 'aimlessli', 'aimon', 'ain', 'ainsley', 'aint', 'air', 'aira', 'airabout', 'airb', 'airborn', 'airbrush', 'airbu', 'airhead', 'airher', 'airi', 'airili', 'airplan', 'airport', 'airship', 'airstrik', 'airtight', 'airway', 'aisl', 'aiza', 'ajar', 'ak', 'aka', 'akin', 'akita', 'akram', 'akwardli', 'al', 'ala', 'alabast', 'aladdin', 'alaigh', 'alala', 'alan', 'alana', 'alannah', 'alarm', 'alarmingli', 'alastair', 'alastor', 'albania', 'albanian', 'albatross', 'albeit', 'albert', 'albi', 'albino', 'albion', 'albu', 'album', 'alburn', 'albusdo', 'albush', 'albusi', 'albut', 'alchemi', 'alchemist', 'alcina', 'alcohol', 'alcov', 'alday', 'alder', 'aldridg', 'ale', 'alea', 'aleandriamil', 'alec', 'alecto', 'alegria', 'alejandra', 'alejandro', 'alek', 'alem', 'alert', 'alertli', 'alessandra', 'aletha', 'alethea', 'alex', 'alexa', 'alexand', 'alexanderand', 'alexandor', 'alexandra', 'alexandria', 'alexandro', 'alexi', 'alexia', 'alf', 'alfi', 'alfons', 'alfr', 'algebra', 'algier', 'ali', 'alia', 'alias', 'alibi', 'alic', 'alica', 'alicedil', 'alicethi', 'alicia', 'alien', 'aliesha', 'alight', 'alightther', 'align', 'alik', 'alison', 'alistair', 'alistir', 'alistor', 'alit', 'alittl', 'aliv', 'aliveand', 'alivedark', 'aliveh', 'alivethank', 'alix', 'alkalin', 'alkyd', 'alla', 'allah', 'allal', 'allalli', 'allbut', 'alleg', 'allegedli', 'allegedlybut', 'allegi', 'allen', 'allerg', 'allergi', 'allero', 'allevi', 'alley', 'alleydraco', 'alleyway', 'allez', 'allfeel', 'alli', 'alliana', 'allianc', 'allig', 'allison', 'alliwannado', 'alllisten', 'alllost', 'allminerva', 'allnow', 'alloc', 'allon', 'allot', 'allow', 'alloy', 'allreadi', 'allright', 'allthi', 'allud', 'allum', 'allur', 'alluringli', 'allus', 'alm', 'alma', 'almendarez', 'almighti', 'almightili', 'almo', 'almond', 'almostw', 'aloft', 'alohamora', 'alohomora', 'alomohora', 'alon', 'alonebeep', 'aloneev', 'aloneit', 'alonesnap', 'alongsid', 'alonso', 'aloof', 'alot', 'aloud', 'alp', 'alpha', 'alphabet', 'alphalfa', 'alphard', 'alphonzu', 'alreadi', 'alreadyceridwen', 'alreadyharri', 'alrigh', 'alright', 'alrighta', 'alrightharri', 'alrighti', 'alstroemeria', 'altar', 'alter', 'alterc', 'altern', 'alternatesummari', 'altitud', 'altogeth', 'altruism', 'alum', 'alumni', 'alumnu', 'alvar', 'alway', 'alwayslik', 'alwayssnuffl', 'alwyn', 'alwynwho', 'alya', 'alyeska', 'alyssa', 'amach', 'amalantha', 'amalthea', 'amand', 'amanda', 'amarylli', 'amass', 'amata', 'amateur', 'amaz', 'amazin', 'amazingli', 'amazon', 'amb', 'ambassador', 'amber', 'amberson', 'ambianc', 'ambient', 'ambigu', 'ambit', 'ambiti', 'ambival', 'ambl', 'ambros', 'ambrosiu', 'ambul', 'ambush', 'ambushedh', 'amd', 'amel', 'amelia', 'amen', 'amend', 'america', 'americagryffindor', 'americai', 'american', 'americaslytherin', 'americath', 'amethyst', 'amh', 'ami', 'amiabl', 'amic', 'amid', 'amidst', 'amiss', 'amlili', 'amm', 'ammo', 'amnesia', 'amnesti', 'amo', 'amor', 'amorph', 'amortentia', 'amoung', 'amour', 'ampl', 'amplifi', 'amput', 'amr', 'amsterdam', 'amtom', 'amulet', 'amus', 'amusedli', 'amusez', 'amusingli', 'amycu', 'ana', 'anagram', 'anal', 'analies', 'analog', 'analys', 'analysi', 'analyt', 'analyz', 'anank', 'ananya', 'anapneo', 'anarchi', 'anasta', 'anastasia', 'anastasiaok', 'anatom', 'anatomi', 'ancestor', 'ancestr', 'ancestri', 'anchor', 'ancient', 'anda', 'andaft', 'andallison', 'andand', 'andbegan', 'andclos', 'anddodg', 'anddon', 'anddraco', 'andembrac', 'ander', 'anderson', 'andget', 'andh', 'andharri', 'andhermion', 'andhi', 'andhold', 'andi', 'andifif', 'andignor', 'andit', 'andl', 'andmani', 'andoh', 'andormeda', 'andorra', 'andproceed', 'andr', 'andrea', 'andrella', 'andrew', 'andromeda', 'andso', 'andsometh', 'andth', 'andtravel', 'andwa', 'andwel', 'andwhoa', 'andwith', 'andwow', 'andyou', 'ane', 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'wonderingli', 'wonderland', 'wondiana', 'wondr', 'wondrin', 'wondrou', 'wonki', 'wont', 'wonton', 'woo', 'wood', 'woodal', 'woodcarv', 'woodcutt', 'wooden', 'woodhous', 'woodi', 'woodland', 'woodsi', 'woodwork', 'woodxavi', 'woohoo', 'wool', 'woolen', 'woollen', 'woolli', 'woolwin', 'woooo', 'wooooo', 'woooord', 'woooow', 'woosh', 'woozi', 'wor', 'word', 'wordi', 'wordier', 'wordintellig', 'wordless', 'wordlessli', 'wordsat', 'wordsecho', 'wordsit', 'wordsmag', 'wordsmarri', 'wordsmr', 'wordssh', 'wordsthat', 'wordsthos', 'wore', 'wori', 'work', 'workabl', 'workahol', 'workbench', 'workbook', 'workday', 'worker', 'workforc', 'workin', 'workload', 'workman', 'workmen', 'workout', 'workplac', 'workroom', 'worksharri', 'workshop', 'workstat', 'worktabl', 'worktop', 'worktrust', 'workunderstood', 'world', 'worldacross', 'worldand', 'worlddic', 'worldin', 'worldli', 'worldpair', 'worldview', 'worldviewwa', 'worldwel', 'worldwid', 'worm', 'wormi', 'wormtail', 'wormtoungu', 'wormwood', 'worn', 'worri', 'worriedli', 'worrier', 'worriesi', 'worrisom', 'worryingli', 'worryingy', 'worryth', 'wors', 'worsehermion', 'worsen', 'worsesh', 'worship', 'worst', 'wort', 'worth', 'worthi', 'worthier', 'worthless', 'worthwhil', 'worthyh', 'wose', 'wot', 'wotcher', 'wothiut', 'wotter', 'wou', 'woudlnt', 'woulda', 'wouldb', 'wouldbut', 'wouldh', 'wouldn', 'wouldnt', 'wouldthat', 'wound', 'wove', 'woven', 'wow', 'wowsh', 'woz', 'wozzi', 'wp', 'wrack', 'wrackathingi', 'wrackspurt', 'wraith', 'wrangl', 'wrap', 'wrapper', 'wrath', 'wreak', 'wreath', 'wreck', 'wreckag', 'wrecker', 'wrench', 'wrest', 'wrestl', 'wretch', 'wretchedli', 'wri', 'wriggl', 'wriggli', 'wring', 'wrinkl', 'wrinkli', 'wrist', 'wristwatch', 'writ', 'write', 'writen', 'writer', 'writey', 'writh', 'written', 'wrli', 'wro', 'wrock', 'wrom', 'wrong', 'wronga', 'wrongdo', 'wrongdoer', 'wrongin', 'wrongit', 'wrongli', 'wrongroberto', 'wrongw', 'wronski', 'wrote', 'wrotemooneypadfoot', 'wrought', 'wrtzburg', 'wrung', 'wryli', 'wryness', 'wrzburg', 'ws', 'wtc', 'wth', 'wulfric', 'wulfur', 'wur', 'wurzel', 'wuss', 'wwn', 'www', 'wy', 'wygowm', 'wynnfrith', 'x', 'xa', 'xan', 'xander', 'xapril', 'xavier', 'xavior', 'xbox', 'xchapter', 'xd', 'xenophili', 'xenophiliu', 'xeryu', 'xeventu', 'xfate', 'xharri', 'xhermion', 'xian', 'xit', 'xleviosa', 'xmuch', 'xname', 'xo', 'xojam', 'xoooooxadrian', 'xoooooxh', 'xoooooxth', 'xoxo', 'xoxofirst', 'xoxoi', 'xoxoxoxo', 'xoxoxoxoth', 'xoxoxoxoxo', 'xoxoxoxoxoamid', 'xoxoxoxoxofind', 'xoxoxoxoxoit', 'xoxoxoxoxth', 'xoxoxoxxoxolat', 'xprologu', 'xpull', 'xseptemb', 'xseveru', 'xtdemon', 'xthe', 'xthi', 'xtwo', 'xwhen', 'xx', 'xxa', 'xxan', 'xxchapter', 'xxdearest', 'xxhannah', 'xxharri', 'xxmizz', 'xxmuch', 'xxscorpiu', 'xxx', 'xxxa', 'xxxbiirta', 'xxxemberjad', 'xxxhe', 'xxxhermion', 'xxxi', 'xxxjade', 'xxxoxxxth', 'xxxp', 'xxxprologueimagin', 'xxxsnape', 'xxxsummer', 'xxxthe', 'xxxulvik', 'xxxxx', 'xxxxxa', 'xxxxxalic', 'xxxxxchapter', 'xxxxxemmelin', 'xxxxxharri', 'xxxxxhe', 'xxxxxit', 'xxxxxjame', 'xxxxxlili', 'xxxxxmari', 'xxxxxmayb', 'xxxxxsometim', 'xxxxxsummari', 'xxxxxthi', 'xxxxxtom', 'xxxxxvoldemort', 'xxxxxwhen', 'xxxxxxx', 'xxxxxxxxat', 'xxxxxxxxunknown', 'xxxxxxxxx', 'xxxxxxxxxnext', 'xxxxxxxxxsnape', 'xxxxxxxxxthe', 'xxxxxxxxxxchapter', 'xxxxxxxxxxi', 'xxxxxxxxxxtwo', 'xxxxxxxxxxxdraco', 'xxxxxxxxxxxxxsix', 'xxxxxxxxxxxxxxharri', 'xxxxxxxxxxxxxxxsoon', 'xxxxxxxxxxxxxxxxa', 'xxxxxxxxxxxxxxxxthey', 'xxxxxxxxxxxxxxxxxxxxxron', 'xxxxxxxxxxxxxxxxxxxxxxxxxxharri', 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxdear', 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxthunder', 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxa', 'xxyellowmellowxx', 'y', 'ya', 'yaaassss', 'yack', 'yada', 'yadawelcom', 'yaga', 'yah', 'yahoo', 'yahtze', 'yalarad', 'yall', 'yamazaki', 'yammer', 'yank', 'yanno', 'yao', 'yaoi', 'yap', 'yard', 'yarn', 'yasmin', 'yasssssss', 'yauga', 'yawn', 'yawnh', 'yaxley', 'yay', 'yayi', 'ye', 'yea', 'yeah', 'yeahh', 'yeahit', 'yeahlast', 'yeahlik', 'yeahum', 'year', 'yeara', 'yearalic', 'yearand', 'yeararriv', 'yearat', 'yearh', 'yearharri', 'yearheart', 'yearif', 'yearl', 'yearli', 'yearlong', 'yearn', 'yearon', 'yearsa', 'yearsabrina', 'yearsar', 'yearsbefor', 'yearschapt', 'yearsnew', 'yearth', 'yearthey', 'yearto', 'yearw', 'yearwhen', 'yeast', 'yee', 'yeeeah', 'yeeeahhhh', 'yeesh', 'yeh', 'yehbett', 'yell', 'yelledvernon', 'yelledwhen', 'yellin', 'yellow', 'yellowborn', 'yellowi', 'yellowish', 'yellowwatch', 'yelp', 'yen', 'yep', 'yer', 'yerselv', 'yesdil', 'yese', 'yesfemal', 'yesh', 'yesi', 'yesido', 'yesss', 'yessss', 'yesterday', 'yesthi', 'yesto', 'yesy', 'yesyessss', 'yesyour', 'yeta', 'yeteveryth', 'yetfr', 'yeth', 'yeti', 'yetm', 'yetor', 'yetyeah', 'yew', 'yggdrasil', 'yiddish', 'yield', 'yiff', 'yike', 'yin', 'yit', 'yo', 'yoga', 'yoke', 'yokel', 'yol', 'yolk', 'yonder', 'yone', 'yool', 'yoooo', 'yor', 'york', 'yorkshir', 'yoska', 'youa', 'youabout', 'youagh', 'youahyou', 'youb', 'youbastard', 'youbut', 'youcan', 'youch', 'youchapt', 'youdid', 'youdo', 'youflan', 'youfor', 'youforeverbound', 'youh', 'youhow', 'youi', 'youif', 'youilovetoph', 'youjust', 'youkept', 'youlik', 'youlook', 'youlost', 'youmariotobl', 'younanni', 'youner', 'young', 'younger', 'youngerweakerfatt', 'youngest', 'youngimper', 'youngish', 'youngl', 'youngster', 'youngwhen', 'younow', 'youof', 'youonc', 'youpet', 'yourencount', 'yourimmun', 'youroh', 'yourselfseveru', 'yourselv', 'yourselvesunusu', 'yoursitu', 'yourughpar', 'yourul', 'yourwel', 'yourwhat', 'yoush', 'youth', 'youthat', 'youthbi', 'youthen', 'youthey', 'youto', 'youtub', 'youunderstand', 'youuuu', 'youuuuu', 'youuuuuuu', 'youv', 'youwher', 'youyou', 'yowl', 'yoyo', 'yr', 'yturn', 'yuck', 'yucki', 'yukikyo', 'yule', 'yulisa', 'yum', 'yummi', 'yumpi', 'yup', 'ywgthursday', 'z', 'za', 'zabani', 'zabini', 'zabinii', 'zacharia', 'zag', 'zahrt', 'zamora', 'zane', 'zani', 'zank', 'zap', 'zaplavat', 'zapoteb', 'zara', 'zarin', 'zat', 'zay', 'zayn', 'ze', 'zeal', 'zealand', 'zealou', 'zebra', 'zedd', 'zee', 'zeir', 'zelenko', 'zeller', 'zellerword', 'zen', 'zenonokyuubi', 'zephyr', 'zephyro', 'zeppelin', 'zere', 'zero', 'zeu', 'zey', 'zh', 'zhi', 'zhu', 'zi', 'ziad', 'zie', 'zig', 'zigzag', 'zing', 'zinger', 'zink', 'zinnia', 'zip', 'zipper', 'zisku', 'zister', 'zit', 'ziv', 'ziva', 'zjmu', 'zmrzlinu', 'zombi', 'zomg', 'zone', 'zonko', 'zoo', 'zoom', 'zose', 'zought', 'zp', 'zree', 'zrough', 'zroxann', 'zu', 'zul', 'zulianvenic', 'zulu', 'zuna', 'zusak', 'zuwuth', 'zven', 'zyiiedit', 'zzuna']
In [105]:
number_of_clusters = 8
kmtr = KMeans(n_clusters=number_of_clusters)
kmtr.fit(Ztr)
Out[105]:
KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,
n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,
verbose=0)
In [106]:
#term vectorization
print("Top terms per cluster:")
order_centroids = kmtr.cluster_centers_.argsort()[:, ::-1]
terms_ztr = tfidf_vectorizer.get_feature_names()
for i in range(number_of_clusters):
top_ten_words = [terms_ztr[ind] for ind in order_centroids[i, :5]]
print("Cluster {}: {}".format(i, ' '.join(top_ten_words)))
Top terms per cluster:
Cluster 0: s t thi wa hi
Cluster 1: wa s t hi said
Cluster 2: hi wa s t thi
Cluster 3: hi wa siriu jame s
Cluster 4: harri hi wa s t
Cluster 5: lili wa t s jame
Cluster 6: wa hermion s t hi
Cluster 7: wa t hi s thi
In [107]:
### genre it should be wa hermion s t hi and lili wa t s jame
In [ ]:
Content source: radhikapc/foundation-homework
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