In [1]:

import pandas as pd
import numpy as np

In [2]:

data = pd.read_csv('mail_data.csv')
data

Out[2]:

	Category	Message
0	ham	Go until jurong point, crazy.. Available only …
1	ham	Ok lar… Joking wif u oni…
2	spam	Free entry in 2 a wkly comp to win FA Cup fina…
3	ham	U dun say so early hor… U c already then say…
4	ham	Nah I don’t think he goes to usf, he lives aro…
…	…	…
5567	spam	This is the 2nd time we have tried 2 contact u…
5568	ham	Will ü b going to esplanade fr home?
5569	ham	Pity, * was in mood for that. So…any other s…
5570	ham	The guy did some bitching but I acted like i’d…
5571	ham	Rofl. Its true to its name

5572 rows × 2 columns

In [3]:

data.shape

Out[3]:

(5572, 2)

Steps to do:¶

1. Data cleaning
1. EDA
1. Text Preprocessing
1. Model Building
1. Evaluation
1. Improvement
1. Website
1. Deploy

1. Data Cleaning¶

In [4]:

data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 5572 entries, 0 to 5571
Data columns (total 2 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   Category  5572 non-null   object
 1   Message   5572 non-null   object
dtypes: object(2)
memory usage: 87.2+ KB

In [5]:

data.isnull().sum()

Out[5]:

Category    0
Message     0
dtype: int64

There is no null value in the data¶

In [6]:

data.sample(5)

Out[6]:

	Category	Message
4914	spam	Goal! Arsenal 4 (Henry, 7 v Liverpool 2 Henry …
4912	ham	Love that holiday Monday feeling even if I hav…
3676	ham	Whos this am in class:-)
3331	ham	Send me yetty’s number pls.
4175	ham	And pls pls drink plenty plenty water

Re-naming the columns name¶

In [7]:

data.rename(columns={'Category':'target','Message':'text'},inplace=True)

LabelEncoder¶

In [8]:

from sklearn.preprocessing import LabelEncoder

In [9]:

encoder = LabelEncoder()

In [10]:

data['target'] = encoder.fit_transform(data['target'])

In [11]:

data.head()

Out[11]:

	target	text
0	0	Go until jurong point, crazy.. Available only …
1	0	Ok lar… Joking wif u oni…
2	1	Free entry in 2 a wkly comp to win FA Cup fina…
3	0	U dun say so early hor… U c already then say…
4	0	Nah I don’t think he goes to usf, he lives aro…

Check missing values¶

In [12]:

data.isnull().sum()

Out[12]:

target    0
text      0
dtype: int64

Check duplicate values¶

In [13]:

data.duplicated().sum()

Out[13]:

In [14]:

data = data.drop_duplicates(keep='first')

In [15]:

data.duplicated().sum()

Out[15]:

In [16]:

data.shape

Out[16]:

(5157, 2)

2. EDA¶

In [17]:

data.head()

Out[17]:

	target	text
0	0	Go until jurong point, crazy.. Available only …
1	0	Ok lar… Joking wif u oni…
2	1	Free entry in 2 a wkly comp to win FA Cup fina…
3	0	U dun say so early hor… U c already then say…
4	0	Nah I don’t think he goes to usf, he lives aro…

In [18]:

data['target'].value_counts()

Out[18]:

target
0    4516
1     641
Name: count, dtype: int64

In [19]:

import matplotlib.pyplot as plt

In [20]:

data['target'].value_counts().plot(kind='pie',autopct='%.2f')
plt.show()

No description has been provided for this image

Data is imbalanced¶

In [21]:

import nltk

In [22]:

nltk.download('punkt')

[nltk_data] Downloading package punkt to
[nltk_data]     C:\Users\Mehak\AppData\Roaming\nltk_data...
[nltk_data]   Package punkt is already up-to-date!

Out[22]:

True

In [23]:

data['num_characters']=data['text'].apply(len) #it will count len of characters per line
data['num_characters']

C:\Users\Mehak\AppData\Local\Temp\ipykernel_16948\2449063349.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  data['num_characters']=data['text'].apply(len) #it will count len of characters per line

Out[23]:

0       111
1        29
2       155
3        49
4        61
       ... 
5567    160
5568     36
5569     57
5570    125
5571     26
Name: num_characters, Length: 5157, dtype: int64

In [24]:

data.head()

Out[24]:

	target	text	num_characters
0	0	Go until jurong point, crazy.. Available only …	111
1	0	Ok lar… Joking wif u oni…	29
2	1	Free entry in 2 a wkly comp to win FA Cup fina…	155
3	0	U dun say so early hor… U c already then say…	49
4	0	Nah I don’t think he goes to usf, he lives aro…	61

In [25]:

#num of words
data['text'].apply(lambda x: nltk.word_tokenize(x)) #word_tokenize break the sentence after a word

Out[25]:

0       [Go, until, jurong, point, ,, crazy, .., Avail...
1                [Ok, lar, ..., Joking, wif, u, oni, ...]
2       [Free, entry, in, 2, a, wkly, comp, to, win, F...
3       [U, dun, say, so, early, hor, ..., U, c, alrea...
4       [Nah, I, do, n't, think, he, goes, to, usf, ,,...
                              ...                        
5567    [This, is, the, 2nd, time, we, have, tried, 2,...
5568      [Will, ü, b, going, to, esplanade, fr, home, ?]
5569    [Pity, ,, *, was, in, mood, for, that, ., So, ...
5570    [The, guy, did, some, bitching, but, I, acted,...
5571                  [Rofl, ., Its, true, to, its, name]
Name: text, Length: 5157, dtype: object

In [26]:

#num of words
data['num_words']=data['text'].apply(lambda x: len(nltk.word_tokenize(x))) #count len of words
data['num_words']

C:\Users\Mehak\AppData\Local\Temp\ipykernel_16948\1744167564.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  data['num_words']=data['text'].apply(lambda x: len(nltk.word_tokenize(x))) #count len of words

Out[26]:

0       24
1        8
2       37
3       13
4       15
        ..
5567    35
5568     9
5569    15
5570    27
5571     7
Name: num_words, Length: 5157, dtype: int64

In [27]:

data.head()

Out[27]:

	target	text	num_characters	num_words
0	0	Go until jurong point, crazy.. Available only …	111	24
1	0	Ok lar… Joking wif u oni…	29	8
2	1	Free entry in 2 a wkly comp to win FA Cup fina…	155	37
3	0	U dun say so early hor… U c already then say…	49	13
4	0	Nah I don’t think he goes to usf, he lives aro…	61	15

In [28]:

#num of sentences
data['text'].apply(lambda x: nltk.sent_tokenize(x)) #sent_tokenize break the sentence

Out[28]:

0       [Go until jurong point, crazy.., Available onl...
1                        [Ok lar..., Joking wif u oni...]
2       [Free entry in 2 a wkly comp to win FA Cup fin...
3       [U dun say so early hor... U c already then sa...
4       [Nah I don't think he goes to usf, he lives ar...
                              ...                        
5567    [This is the 2nd time we have tried 2 contact ...
5568               [Will ü b going to esplanade fr home?]
5569    [Pity, * was in mood for that., So...any other...
5570    [The guy did some bitching but I acted like i'...
5571                        [Rofl., Its true to its name]
Name: text, Length: 5157, dtype: object

In [29]:

#num of sentence
data['num_sentences']=data['text'].apply(lambda x: len(nltk.sent_tokenize(x))) #count len of sentence
data['num_sentences']

C:\Users\Mehak\AppData\Local\Temp\ipykernel_16948\1791182575.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  data['num_sentences']=data['text'].apply(lambda x: len(nltk.sent_tokenize(x))) #count len of sentence

Out[29]:

0       2
1       2
2       2
3       1
4       1
       ..
5567    4
5568    1
5569    2
5570    1
5571    2
Name: num_sentences, Length: 5157, dtype: int64

In [30]:

data.head()

Out[30]:

	target	text	num_characters	num_words	num_sentences
0	0	Go until jurong point, crazy.. Available only …	111	24	2
1	0	Ok lar… Joking wif u oni…	29	8	2
2	1	Free entry in 2 a wkly comp to win FA Cup fina…	155	37	2
3	0	U dun say so early hor… U c already then say…	49	13	1
4	0	Nah I don’t think he goes to usf, he lives aro…	61	15	1

In [31]:

data[['num_characters','num_words','num_sentences']].describe()

Out[31]:

	num_characters	num_words	num_sentences
count	5157.000000	5157.000000	5157.000000
mean	79.103936	18.560403	1.969750
std	58.382922	13.405970	1.455526
min	2.000000	1.000000	1.000000
25%	36.000000	9.000000	1.000000
50%	61.000000	15.000000	1.000000
75%	118.000000	26.000000	2.000000
max	910.000000	220.000000	38.000000

In [32]:

data[data['target'] == 0][['num_characters','num_words','num_sentences']].describe()

Out[32]:

	num_characters	num_words	num_sentences
count	4516.000000	4516.000000	4516.000000
mean	70.869353	17.267715	1.827724
std	56.708301	13.588065	1.394338
min	2.000000	1.000000	1.000000
25%	34.000000	8.000000	1.000000
50%	53.000000	13.000000	1.000000
75%	91.000000	22.000000	2.000000
max	910.000000	220.000000	38.000000

In [33]:

 #spam
data[data['target'] == 1][['num_characters','num_words','num_sentences']].describe()

Out[33]:

	num_characters	num_words	num_sentences
count	641.000000	641.000000	641.000000
mean	137.118565	27.667707	2.970359
std	30.399707	7.103501	1.485575
min	7.000000	2.000000	1.000000
25%	130.000000	25.000000	2.000000
50%	148.000000	29.000000	3.000000
75%	157.000000	32.000000	4.000000
max	223.000000	46.000000	9.000000

In [34]:

import seaborn as sns

In [35]:

sns.histplot(data[data['target'] == 0]['num_characters'])
sns.histplot(data[data['target'] == 1]['num_characters'],color='red')

Out[35]:

<Axes: xlabel='num_characters', ylabel='Count'>

In [36]:

sns.histplot(data[data['target'] == 0]['num_words'])
sns.histplot(data[data['target'] == 1]['num_words'],color='red')

Out[36]:

<Axes: xlabel='num_words', ylabel='Count'>

In [37]:

sns.pairplot(data,hue='target')

Out[37]:

<seaborn.axisgrid.PairGrid at 0x19202cc30b0>

In [38]:

data.info()

<class 'pandas.core.frame.DataFrame'>
Index: 5157 entries, 0 to 5571
Data columns (total 5 columns):
 #   Column          Non-Null Count  Dtype 
---  ------          --------------  ----- 
 0   target          5157 non-null   int32 
 1   text            5157 non-null   object
 2   num_characters  5157 non-null   int64 
 3   num_words       5157 non-null   int64 
 4   num_sentences   5157 non-null   int64 
dtypes: int32(1), int64(3), object(1)
memory usage: 221.6+ KB

In [39]:

#data.corr()
#sns.heatmap(data.corr(),annot=True)

3. Data Preprocessing¶

Lower Case
Tokenization
Removing Special Characters
Removing Stopwords and Punctuation
Stemming

In [40]:

def transform_text(text):
    text = text.lower()
    text = nltk.word_tokenize(text)

    y = []
    for i in text:
        if i.isalnum():
            y.append(i)   
    return y

In [41]:

transform_text('Hi how Are You 20%% eg')

Out[41]:

['hi', 'how', 'are', 'you', '20', 'eg']

In [42]:

transform_text('Hi how Are You 20 eg')

Out[42]:

['hi', 'how', 'are', 'you', '20', 'eg']

In [43]:

data['text'][45]

Out[43]:

'No calls..messages..missed calls'

In [44]:

from nltk.corpus import stopwords
stopwords.words('english')

Out[44]:

['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 [45]:

import string
string.punctuation

Out[45]:

'!"#$%&\'()*+,-./:;<=>?@[\\]^_`{|}~'

In [46]:

def transform_text(text):
    text = text.lower()
    text = nltk.word_tokenize(text)

    y = []
    for i in text:
        if i.isalnum():
            y.append(i)  


    text = y[:]
    y.clear()

    for i in text:
        if i not in stopwords.words('english') and i not in string.punctuation:
            y.append(i)
    return y

In [47]:

transform_text('Hi how Are You Sham?')

Out[47]:

['hi', 'sham']

In [48]:

transform_text('Did you like to Travel?')

Out[48]:

['like', 'travel']

In [49]:

from nltk.stem.porter import PorterStemmer
ps = PorterStemmer()

In [50]:

ps.stem('dancing')

Out[50]:

'danc'

In [51]:

ps.stem('loving')

Out[51]:

'love'

In [52]:

ps.stem('travelling')

Out[52]:

'travel'

In [53]:

def transform_text(text):
    text = text.lower()
    text = nltk.word_tokenize(text)

    y = []
    for i in text:
        if i.isalnum():
            y.append(i)  


    text = y[:]
    y.clear()

    for i in text:
        if i not in stopwords.words('english') and i not in string.punctuation:
            y.append(i)

    text = y[:]
    y.clear()

    for i in text:
        y.append(ps.stem(i))

    
    return " ".join(y)

In [54]:

transform_text('Did you like to Travel?')

Out[54]:

'like travel'

In [55]:

transform_text('I loved to use some scenes of videos in faceboook')

Out[55]:

'love use scene video faceboook'

In [56]:

transform_text('Do you love Travelling?')

Out[56]:

'love travel'

In [57]:

transform_text('Go until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...')

Out[57]:

'go jurong point crazi avail bugi n great world la e buffet cine got amor wat'

In [58]:

data['text'][10]

Out[58]:

"I'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today."

In [59]:

transform_text("I'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today."
)

Out[59]:

'gon na home soon want talk stuff anymor tonight k cri enough today'

Make a new column¶

In [60]:

data['transformed_text'] = data['text'].apply(transform_text)
data['transformed_text']

C:\Users\Mehak\AppData\Local\Temp\ipykernel_16948\3521414896.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  data['transformed_text'] = data['text'].apply(transform_text)

Out[60]:

0       go jurong point crazi avail bugi n great world...
1                                   ok lar joke wif u oni
2       free entri 2 wkli comp win fa cup final tkt 21...
3                     u dun say earli hor u c alreadi say
4                    nah think goe usf live around though
                              ...                        
5567    2nd time tri 2 contact u pound prize 2 claim e...
5568                              ü b go esplanad fr home
5569                                    piti mood suggest
5570    guy bitch act like interest buy someth els nex...
5571                                       rofl true name
Name: transformed_text, Length: 5157, dtype: object

In [61]:

data.head()

Out[61]:

	target	text	num_characters	num_words	num_sentences	transformed_text
0	0	Go until jurong point, crazy.. Available only …	111	24	2	go jurong point crazi avail bugi n great world…
1	0	Ok lar… Joking wif u oni…	29	8	2	ok lar joke wif u oni
2	1	Free entry in 2 a wkly comp to win FA Cup fina…	155	37	2	free entri 2 wkli comp win fa cup final tkt 21…
3	0	U dun say so early hor… U c already then say…	49	13	1	u dun say earli hor u c alreadi say
4	0	Nah I don’t think he goes to usf, he lives aro…	61	15	1	nah think goe usf live around though

how to make word cloud of spam messages¶

pip install wordcloud

In [62]:

from wordcloud import WordCloud
wc =  WordCloud(width = 500, height = 500, min_font_size = 10, background_color='white')

In [63]:

spam_wc = wc.generate(data[data['target'] == 1]['transformed_text'].str.cat(sep = ' '))

In [64]:

plt.figure(figsize=(15,6))
plt.imshow(spam_wc)

Out[64]:

<matplotlib.image.AxesImage at 0x19202ddae10>

In [65]:

ham_wc = wc.generate(data[data['target'] == 0]['transformed_text'].str.cat(sep = ' '))

In [66]:

plt.figure(figsize=(15,6))
plt.imshow(ham_wc)

Out[66]:

<matplotlib.image.AxesImage at 0x192065b7560>

top 30 words which are mostly used in both ham and spam¶

In [67]:

data.head()

Out[67]:

	target	text	num_characters	num_words	num_sentences	transformed_text
0	0	Go until jurong point, crazy.. Available only …	111	24	2	go jurong point crazi avail bugi n great world…
1	0	Ok lar… Joking wif u oni…	29	8	2	ok lar joke wif u oni
2	1	Free entry in 2 a wkly comp to win FA Cup fina…	155	37	2	free entri 2 wkli comp win fa cup final tkt 21…
3	0	U dun say so early hor… U c already then say…	49	13	1	u dun say earli hor u c alreadi say
4	0	Nah I don’t think he goes to usf, he lives aro…	61	15	1	nah think goe usf live around though

In [68]:

data[data['target'] == 1]['transformed_text'].tolist()

Out[68]:

['free entri 2 wkli comp win fa cup final tkt 21st may text fa 87121 receiv entri question std txt rate c appli 08452810075over18',
 'freemsg hey darl 3 week word back like fun still tb ok xxx std chg send rcv',
 'winner valu network custom select receivea prize reward claim call claim code kl341 valid 12 hour',
 'mobil 11 month u r entitl updat latest colour mobil camera free call mobil updat co free 08002986030',
 'six chanc win cash 100 pound txt csh11 send cost 6day tsandc appli repli hl 4 info',
 'urgent 1 week free membership prize jackpot txt word claim 81010 c lccltd pobox 4403ldnw1a7rw18',
 'xxxmobilemovieclub use credit click wap link next txt messag click http',
 'england v macedonia dont miss news txt ur nation team 87077 eg england 87077 tri wale scotland poboxox36504w45wq',
 'thank subscript rington uk mobil charg pleas confirm repli ye repli charg',
 '07732584351 rodger burn msg tri call repli sm free nokia mobil free camcord pleas call 08000930705 deliveri tomorrow',
 'sm ac sptv new jersey devil detroit red wing play ice hockey correct incorrect end repli end sptv',
 'congrat 1 year special cinema pass 2 call 09061209465 c suprman v matrix3 starwars3 etc 4 free 150pm dont miss',
 'valu custom pleas advis follow recent review mob award bonu prize call 09066364589',
 'urgent ur award complimentari trip eurodisinc trav aco entry41 claim txt di 87121 morefrmmob shracomorsglsuplt 10 ls1 3aj',
 'hear new divorc barbi come ken stuff',
 'pleas call custom servic repres 0800 169 6031 guarante cash prize',
 'free rington wait collect simpli text password mix 85069 verifi get usher britney fml po box 5249 mk17 92h 450ppw 16',
 'gent tri contact last weekend draw show prize guarante call claim code k52 valid 12hr 150ppm',
 'winner u special select 2 receiv 4 holiday flight inc speak live oper 2 claim',
 'privat 2004 account statement 07742676969 show 786 unredeem bonu point claim call 08719180248 identifi code 45239 expir',
 'urgent mobil award bonu caller prize final tri contact u call landlin 09064019788 box42wr29c 150ppm',
 'today voda number end 7548 select receiv 350 award match pleas call 08712300220 quot claim code 4041 standard rate app',
 'sunshin quiz wkli q win top soni dvd player u know countri algarv txt ansr 82277 sp tyron',
 'want 2 get laid tonight want real dog locat sent direct 2 ur mob join uk largest dog network bt txting gravel 69888 nt ec2a 150p',
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In [69]:

for msg in data[data['target'] == 1]['transformed_text'].tolist():
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urgent pleas call 09061213237 landlin cash 4 holiday await collect cs sae po box 177 m227xi
urgent mobil number award prize guarante call 09061790126 land line claim valid 12hr 150ppm
urgent pleas call 09061213237 landlin cash luxuri 4 canari island holiday await collect cs sae po box m227xi 150ppm
xma iscom ur award either cd gift voucher free entri 2 r weekli draw txt music 87066 tnc
u r subscrib 2 textcomp 250 wkli comp 1st wk free question follow subsequ wk charg unsubscrib txt stop 2 84128 custcar 08712405020
call 09095350301 send girl erot ecstaci stop text call 08712460324 nat rate
import messag final contact attempt import messag wait custom claim dept expir call 08717507382
date two start sent text talk sport radio last week connect think coincid
current lead bid paus auction send custom care 08718726270
free entri gr8prize wkli comp 4 chanc win latest nokia 8800 psp cash everi great 80878 08715705022
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santa call would littl one like call santa xma eve call 09058094583 book time
guarante 32000 award mayb even cash claim ur award call free 0800 legitimat efreefon number wat u think
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sparkl shop break 45 per person call 0121 2025050 visit
txt call 86888 claim reward 3 hour talk time use phone inc 3hr 16 stop txtstop
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urgent last weekend draw show cash spanish holiday call 09050000332 claim c rstm sw7 3ss 150ppm
urgent tri contact last weekend draw show u prize guarante call 09064017295 claim code k52 valid 12hr 150p pm
2p per min call germani 08448350055 bt line 2p per min check info c text stop opt
marvel mobil play offici ultim game ur mobil right text spider 83338 game send u free 8ball wallpap
privat 2003 account statement 07808247860 show 800 point call 08719899229 identifi code 40411 expir
privat 2003 account statement show 800 point call 08718738001 identifi code 49557 expir
want explicit sex 30 sec ring 02073162414 cost gsex pobox 2667 wc1n 3xx
ask 3mobil 0870 chatlin inclu free min india cust serv sed ye l8er got mega bill 3 dont giv shit bailiff due day 3 want
contract mobil 11 mnth latest motorola nokia etc free doubl min text orang tariff text ye callback remov record
remind o2 get pound free call credit detail great offer pl repli 2 text valid name hous postcod
2nd time tri 2 contact u pound prize 2 claim easi call 087187272008 now1 10p per minut

In [70]:

spam_corpus = []
for msg in data[data['target'] == 1]['transformed_text'].tolist():
    for word in msg.split():
        spam_corpus.append(word)

In [71]:

len(spam_corpus)

Out[71]:

In [72]:

spam_corpus

Out[72]:

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 ...]

In [73]:

from collections import Counter
Counter(spam_corpus)

Out[73]:

Counter({'call': 311,
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         'moon': 3,
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         'fa': 2,
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         'arrang': 2,
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         'fix': 2,
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         'prepay': 2,
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         'shag': 2,
         'avail': 2,
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         'mobilesdirect': 2,
         '08000938767': 2,
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         'true': 2,
         'box334sk38ch': 2,
         '80086': 2,
         'lover': 2,
         'name1': 2,
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         'mobno': 2,
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         '07123456789': 2,
         'yahoo': 2,
         'txtno': 2,
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         'tenant': 2,
         'refus': 2,
         '0207': 2,
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         'dave': 2,
         '09061743806': 2,
         'box326': 2,
         'error': 2,
         'cha': 2,
         '08717898035': 2,
         '24hr': 2,
         '08718738001': 2,
         'web': 2,
         'call09050000327': 2,
         '2000': 2,
         '08712402050': 2,
         '10ppm': 2,
         'ag': 2,
         'promo': 2,
         'kept': 2,
         'result': 2,
         '83222': 2,
         'textbuddi': 2,
         'search': 2,
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         'sue': 2,
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         'email': 2,
         'nokia6650': 2,
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         'helplin': 2,
         '08706091795': 2,
         '40': 2,
         'around': 2,
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         'tscs087147403231winawk': 2,
         '0578': 2,
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         'm263uz': 2,
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         '08000407165': 2,
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         'php': 2,
         '08002888812': 2,
         'wed': 2,
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         'sk3': 2,
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         'world': 2,
         'discreet': 2,
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         'till': 2,
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         'remind': 2,
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         'filthi': 2,
         'valid12hr': 2,
         '09063458130': 2,
         'polyph': 2,
         'somebodi': 2,
         'secretli': 2,
         'datebox1282essexcm61xn': 2,
         'ls15hb': 2,
         'euro': 2,
         'flower': 2,
         '84025': 2,
         'lot': 2,
         '09050003091': 2,
         'c52': 2,
         'p': 2,
         '09061790121': 2,
         'speedchat': 2,
         '08000776320': 2,
         'wish': 2,
         'forget': 2,
         'request': 2,
         '4fil': 2,
         'ralli': 2,
         'energi': 2,
         'celeb': 2,
         'voicemail': 2,
         'choic': 2,
         '87021': 2,
         'txtin': 2,
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         'hungri': 2,
         'feel': 2,
         'lion': 2,
         'lionm': 2,
         'lionp': 2,
         'potter': 2,
         'phoenix': 2,
         'among': 2,
         'reader': 2,
         'balanc': 2,
         'sauci': 2,
         'bear': 2,
         'upload': 2,
         '08718730666': 2,
         'textpod': 2,
         'clair': 2,
         'luci': 2,
         'hubbi': 2,
         'fri': 2,
         'leav': 2,
         '80488': 2,
         'jsco': 2,
         'sing': 2,
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         '7250': 2,
         'british': 2,
         'sw73ss': 2,
         'respons': 2,
         'sell': 2,
         'g': 2,
         'cam': 2,
         'msg150p': 2,
         '2rcv': 2,
         'hlp': 2,
         '08712317606': 2,
         '08712405022': 2,
         'wiv': 2,
         'marri': 2,
         '81303': 2,
         'hard': 2,
         '121': 2,
         'biggest': 2,
         'wow': 2,
         'boy': 2,
         '2007': 2,
         'tour': 2,
         'chosen': 2,
         'bahama': 2,
         'buy': 2,
         'press': 2,
         '0': 2,
         'purchas': 2,
         'big': 2,
         'excit': 2,
         '3100': 2,
         'straight': 2,
         'wet': 2,
         '89555': 2,
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         'pm': 2,
         'upto': 2,
         '12mth': 2,
         '18yr': 2,
         '326': 2,
         'total': 2,
         '80182': 2,
         '08452810073': 2,
         '09066358152': 2,
         'prompt': 2,
         'mind': 2,
         'done': 2,
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         'yo': 2,
         'tsc': 2,
         'aom': 2,
         'gender': 2,
         'yer': 2,
         'eng': 2,
         'box39822': 2,
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         'med': 2,
         'satisfi': 2,
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         'ref': 2,
         'respond': 2,
         '300p': 2,
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         'mailbox': 2,
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         'retriev': 2,
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         '69696': 2,
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         'sinc': 2,
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         'drive': 2,
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         'fromm': 2,
         'pobox45w2tg150p': 2,
         'truli': 2,
         'wo': 2,
         'movi': 2,
         'bank': 2,
         'granit': 2,
         'issu': 2,
         'explos': 2,
         'nasdaq': 2,
         'symbol': 2,
         'cdgt': 2,
         'thur': 2,
         'sat': 2,
         'unabl': 2,
         'class': 2,
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         'blu': 2,
         'wml': 2,
         'spanish': 2,
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         '2find': 2,
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         'sec': 2,
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         'mnth': 2,
         '86888': 2,
         '3hr': 2,
         'txtstop': 2,
         'support': 2,
         '08718726270': 2,
         'warner': 2,
         'villag': 2,
         'henri': 2,
         'donat': 2,
         'wallpap': 2,
         'due': 2,
         'mayb': 2,
         '09061213237': 2,
         'm227xi': 2,
         '2p': 2,
         '21st': 1,
         '08452810075over18': 1,
         'tb': 1,
         'receivea': 1,
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         'csh11': 1,
         '6day': 1,
         'tsandc': 1,
         ...})

In [74]:

from collections import Counter
Counter(spam_corpus).most_common(30)

Out[74]:

[('call', 311),
 ('free', 186),
 ('2', 154),
 ('txt', 139),
 ('text', 122),
 ('ur', 119),
 ('u', 115),
 ('mobil', 110),
 ('stop', 108),
 ('repli', 103),
 ('claim', 96),
 ('4', 95),
 ('prize', 78),
 ('get', 73),
 ('new', 64),
 ('servic', 64),
 ('send', 60),
 ('tone', 59),
 ('urgent', 56),
 ('award', 55),
 ('nokia', 54),
 ('contact', 53),
 ('phone', 52),
 ('cash', 50),
 ('pleas', 50),
 ('week', 48),
 ('win', 46),
 ('min', 45),
 ('c', 43),
 ('guarante', 42)]

In [75]:

from collections import Counter
pd.DataFrame(Counter(spam_corpus).most_common(30))

Out[75]:

	0	1
0	call	311
1	free	186
2	2	154
3	txt	139
4	text	122
5	ur	119
6	u	115
7	mobil	110
8	stop	108
9	repli	103
10	claim	96
11	4	95
12	prize	78
13	get	73
14	new	64
15	servic	64
16	send	60
17	tone	59
18	urgent	56
19	award	55
20	nokia	54
21	contact	53
22	phone	52
23	cash	50
24	pleas	50
25	week	48
26	win	46
27	min	45
28	c	43
29	guarante	42

In [76]:

from collections import Counter
import seaborn as sns
import matplotlib.pyplot as plt
import pandas as pd

# Assuming spam_corpus is a list of words
spam_counter = Counter(spam_corpus)
most_common_30 = pd.DataFrame(spam_counter.most_common(30), columns=['word', 'count'])

# Plotting the barplot with keyword arguments for x and y
sns.barplot(x='word', y='count', data=most_common_30)
plt.xticks(rotation='vertical')
plt.show()

In [77]:

ham_corpus = []
for msg in data[data['target'] == 0]['transformed_text'].tolist():
    for word in msg.split():
        ham_corpus.append(word)

In [78]:

len(ham_corpus)

Out[78]:

In [79]:

from collections import Counter
import seaborn as sns
import matplotlib.pyplot as plt
import pandas as pd

# Assuming spam_corpus is a list of words
ham_counter = Counter(ham_corpus)
most_common_30 = pd.DataFrame(ham_counter.most_common(30), columns=['word', 'count'])

# Plotting the barplot with keyword arguments for x and y
sns.barplot(x='word', y='count', data=most_common_30)
plt.xticks(rotation='vertical')
plt.show()

4. Model Building¶

convert text into vectors by using bag of words (CountVectorizer)

In [80]:

from sklearn.feature_extraction.text import CountVectorizer,TfidfVectorizer
tfidf = TfidfVectorizer(max_features = 3000)
cv = CountVectorizer()

In [ ]:

1. TF-IDF (Term Frequency-Inverse Document Frequency) is a technique that measures the importance of a word in a document relative to a collection of documents. It assigns higher scores to words that appear frequently in a document but are rare across other documents, highlighting important terms.
2. CountVectorizer turns text into numbers by counting how often each word appears in a document. This helps in analyzing and comparing text data in a structured way.

In [81]:

S = data['transformed_text']
S

Out[81]:

0       go jurong point crazi avail bugi n great world...
1                                   ok lar joke wif u oni
2       free entri 2 wkli comp win fa cup final tkt 21...
3                     u dun say earli hor u c alreadi say
4                    nah think goe usf live around though
                              ...                        
5567    2nd time tri 2 contact u pound prize 2 claim e...
5568                              ü b go esplanad fr home
5569                                    piti mood suggest
5570    guy bitch act like interest buy someth els nex...
5571                                       rofl true name
Name: transformed_text, Length: 5157, dtype: object

In [82]:

len(data['transformed_text'])

Out[82]:

In [83]:

Z = tfidf.fit_transform(data['transformed_text'])
Z

Out[83]:

<Compressed Sparse Row sparse matrix of dtype 'float64'
	with 36874 stored elements and shape (5157, 3000)>

This description is of a sparse matrix in the Compressed Sparse Row (CSR) format:

<Compressed Sparse Row sparse matrix of dtype 'float64'>: This indicates that the matrix is stored in a format that saves space by only storing non-zero elements and their positions. The values are of type float64, which means they are floating-point numbers with double precision.
with 36874 stored elements: The matrix contains 36,874 non-zero values. The rest of the entries are zeroes and are not stored to save memory.
shape (5157, 3000): The matrix has 5,157 rows and 3,000 columns. Each row represents a document, and each column represents a word from the vocabulary.

In simple terms, this matrix efficiently represents text data with a lot of zeroes, storing only the important (non-zero) parts.

In [84]:

R = X = tfidf.fit_transform(data['transformed_text']).toarray() 
R

Out[84]:

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.]])

toarray() converts a sparse matrix (which stores only non-zero values to save memory) into a regular 2D array that contains all values, including zeros. This makes the data easier to read and work with for further analysis.

In [85]:

R.shape

Out[85]:

(5157, 3000)

In [86]:

S.shape

Out[86]:

(5157,)

In [87]:

Z.shape

Out[87]:

(5157, 3000)

In [88]:

X = tfidf.fit_transform(data['transformed_text']).toarray()

In [89]:

Out[89]:

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.]])

Here’s a step-by-step breakdown of the code X = tfidf.fit_transform(data['transformed_text']).toarray() in simple language:

data['transformed_text']:
- This is a column in your dataset that contains the text data you want to analyze. Each entry is a document (which could be a sentence, paragraph, or longer text).
tfidf.fit_transform():
- tfidf is an instance of the TfidfVectorizer, a tool used to convert text data into numerical form based on word importance.
- fit: First, it reads through all the documents and learns the vocabulary (all unique words) and computes the IDF (Inverse Document Frequency) for each word.
- transform: It then calculates the TF (Term Frequency) for each word in every document and multiplies it by the IDF to get the final TF-IDF score for each word.
- The result is a matrix where each row represents a document, and each column represents a word. The values in the matrix are the TF-IDF scores.
.toarray():
- The fit_transform method returns a sparse matrix (to save memory), but toarray() converts this matrix into a regular 2D array (a grid of numbers), which is easier to work with.
X:
- The result, X, is a 2D array where:
  - Rows represent documents.
  - Columns represent words.
  - Each value in the array is the TF-IDF score, showing how important a word is in that document.

In short: The code is transforming your text data into a matrix where each word has a score indicating its importance in each document.

In [90]:

X.shape

Out[90]:

(5157, 3000)

In [91]:

y = data['target'].values

In [92]:

Out[92]:

array([0, 0, 1, ..., 0, 0, 0])

In [93]:

from sklearn.model_selection import train_test_split
x_train,x_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=2)

We use these algorithms because they each have specific strengths depending on the nature of the data and the problem:

GaussianNB:
- This algorithm is used when the features are continuous and assumed to follow a Gaussian (normal) distribution. It calculates probabilities based on the mean and variance of each feature for each class, making it suitable for datasets where feature values vary continuously.
- Used when features are continuous and approximately follow a normal distribution. It’s simple and works well when you can assume that feature values vary in a predictable, bell-curve manner.
MultinomialNB:
- This algorithm is ideal for text classification where the features are counts or frequencies, such as the number of times a word appears in a document. It calculates probabilities based on the multinomial distribution, making it effective for problems where features are discrete and represent counts or occurrences.
- Ideal for text classification tasks where features are counts or frequencies. It performs well when features are discrete, like word counts in documents, and it handles large vocabularies efficiently.
BernoulliNB:
- This algorithm is used when the features are binary, indicating the presence or absence of something (e.g., whether a specific word is in a document or not). It calculates probabilities based on a Bernoulli distribution, which is useful for text classification tasks where you work with binary features (e.g., word presence/absence).
- Best for problems where features are binary, such as whether a word appears or not. It’s effective in scenarios where the presence or absence of features is more important than their frequency.

Each algorithm is chosen based on the type of features and the specific requirements of the classification problem, allowing for more accurate and efficient modeling.

In [94]:

from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB
from sklearn.metrics import accuracy_score, confusion_matrix, precision_score

In [95]:

gnb = GaussianNB()
mnb = MultinomialNB()
bnb = BernoulliNB()

In [96]:

gnb.fit(x_train,y_train)
y_pred1 = gnb.predict(x_test)
print(accuracy_score(y_test,y_pred1))
print(confusion_matrix(y_test,y_pred1))
print(precision_score(y_test,y_pred1))

0.8672480620155039
[[785 120]
 [ 17 110]]
0.4782608695652174

In [97]:

mnb.fit(x_train,y_train)
y_pred2 = mnb.predict(x_test)
print(accuracy_score(y_test,y_pred2))
print(confusion_matrix(y_test,y_pred2))
print(precision_score(y_test,y_pred2))

0.9709302325581395
[[905   0]
 [ 30  97]]
1.0

In [98]:

bnb.fit(x_train,y_train)
y_pred3 = bnb.predict(x_test)
print(accuracy_score(y_test,y_pred3))
print(confusion_matrix(y_test,y_pred3))
print(precision_score(y_test,y_pred3))

0.9835271317829457
[[903   2]
 [ 15 112]]
0.9824561403508771

We have two options:¶

one is go with mnb (tfidf)
second is bnb (CountVectorizer)

In [99]:

x_test

Out[99]:

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.]])

In [100]:

data['text'][100]

Out[100]:

"Please don't text me anymore. I have nothing else to say."

pip install nltk textblob

In [101]:

from textblob import TextBlob

In [102]:

# Sample text
#text = "The movie was amazing and the performances were fantastic! I loved it."

a = data['text'][100]

# Create a TextBlob object
blob = TextBlob(a)

# Perform sentiment analysis
sentiment = blob.sentiment
print(sentiment)

Sentiment(polarity=0.0, subjectivity=0.0)

pip install vaderSentiment

In [105]:

data['text'][100]

Out[105]:

"Please don't text me anymore. I have nothing else to say."

In [106]:

from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer

# Initialize VADER sentiment analyzer
analyzer = SentimentIntensityAnalyzer()

# Sample text

b = data['text'][100]

# Perform sentiment analysis
sentiment_scores = analyzer.polarity_scores(b)
print(sentiment_scores)

{'neg': 0.0, 'neu': 0.813, 'pos': 0.187, 'compound': 0.3182}

polarity_scores in sentiment analysis refers to the numerical output that measures the positivity, negativity, and neutrality of a text, often providing a compound score summarizing the overall sentiment.

The output will include:

Positive, Negative, Neutral Scores: Shows the relative sentiment breakdown. Compound: A single score that combines the overall sentiment from -1 (very negative) to +1 (very positive).

In [107]:

from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer

# Initialize VADER sentiment analyzer
analyzer = SentimentIntensityAnalyzer()

# Sample text
text = "Please don't text me anymore. I have nothing else to say."

# Perform sentiment analysis
sentiment_scores = analyzer.polarity_scores(text)
print(sentiment_scores)

{'neg': 0.0, 'neu': 0.813, 'pos': 0.187, 'compound': 0.3182}

Sentiment analysis identifies the emotional stance in text, labeling it as positive, negative, or neutral. It applies algorithms to gauge how the text conveys feelings or opinions.
VADER (Valence Aware Dictionary and sEntiment Reasoner) is a tool that analyzes text to determine its sentiment, providing scores for positive, negative, and neutral emotions. It uses a pre-built dictionary of words with sentiment values and adjusts for context like punctuation and capitalization.
TextBlob is a Python library for processing textual data that can perform tasks like sentiment analysis, text classification, and translation. It simplifies text manipulation with easy-to-use functions for analyzing and understanding text.
‘neg’: The proportion of negative sentiment in the text.
‘neu’: The proportion of neutral sentiment in the text.
‘pos’: The proportion of positive sentiment in the text.
‘compound’: The overall sentiment score, combining positive and negative sentiments into a single value.

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