Trained Spam Database:

Word                         Frequency

Bank                           1

Click                           2

Hello                          1

I                                   2

If                                 1

Nigeria                       3

The                             1

a                                  1

account                     2

am                              1

and                             1

bank                           3

be                               2

below                        2

claim                          1

click                            1

dollars                       1

for                              1

from                           2

link                             1

lots                             1

million                       1

money                       1

need                           1

number                     1

of                                3

on                               2

quickly                       1

refund                       1

rich                             2

send                           1

the                              1

this                             1

to                                5

want                          1

wants                         1

you                             3

your                           2

 

 

 

Trained Ham Database:

Word                         Frequency

                                    1

Horizons                   1

I                                   3

Lagos                         1

New                           1

Nigeria                       2

a                                  1

am                              1

at                                1

city                             1

divided                      1

eat                              1

every                         1

in                                 2

into                             1

is                                 2

largest                       1

like                              1

morning                    1

six                               1

states                         1

student                      1

sushi                           1

the                              2

thirty                          1

to                                1

walk                           1

week                          1

 

 

Spamicity for each word in test.txt

Word = Nigeria  Spam Frequency = 3

Word = Nigeria  Ham Frequency = 2

Word = Nigeria  Spamicity = 0.600

 

Word = is  Spam Frequency = 0

Word = is  Ham Frequency = 2

Word = is  Spamicity = 0.000

 

Word = a  Spam Frequency = 1

Word = a  Ham Frequency = 1

Word = a  Spamicity = 0.500

 

Word = country  Spam Frequency = 0

Word = country  Ham Frequency = 0

Word = country  Spamicity = 0.400

 

Word = in  Spam Frequency = 0

Word = in  Ham Frequency = 2

Word = in  Spamicity = 0.000

 

Word = West  Spam Frequency = 0

Word = West  Ham Frequency = 0

Word = West  Spamicity = 0.400

 

Word = Africa  Spam Frequency = 0

Word = Africa  Ham Frequency = 0

Word = Africa  Spamicity = 0.400

 

Spamicity for words in test.txt:

Word                         Spamicity

Africa                         0.400

Nigeria                       0.600

West                          0.400

a                                  0.500

country                     0.400

in                                 0.000

is                                 0.000

 

Sorted values of Spamicity

0.000  0.000  0.400  0.400  0.400  0.500  0.600 

Probability of test.txt being spam = 0.0