Problem: Nave Bayes Classifier for SPAM

You have been provided the SMS Spam Collection file which contains spam messages (labeled as spam) and non-spam messages (labeled as ham). Your task is to develop a classifier that best predicts whether a message is a spam or not spam; i.e. ham. You will need to prepare the data so that can create a set of words for each record by eliminating punctuation, convert text into lowercase, and split up the words from the text string. Split your data set into a training and testing set. Analyze the results of using Nave Bayes classification. Follow the process outlined in class. Turn in your Jupyter Notebook (JN) file do not turn in your data. Make sure you include data visualizations. I will run your JN file, so be sure to only alter your data through Jupyter Notebook.

SMSSpamCollection - Notepad File Edit Format View Help ham Go until jurong point, crazy.. Available only in bugis n grea ^ ham Ok lar... Joking wif u oni... spam Free entry in 2 a wkly comp to win FA Cup final tkts 21st May ham U dun say so early hor... U c already then say... ham Nah I don't think he goes to usf, he lives around here though spam FreeMsg Hey there darling it's been 3 week's now and no word ham Even my brother is not like to speak with me. They treat me 1: ham As per your request 'Melle Melle (Oru Minnaminunginte Nurungu spam WINNER!! As a valued network customer you have been selected spam Had your mobile 11 months or more? U R entitled to update to ham I'm gonna be home soon and i don't want to talk about this sti spam SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 spam URGENT! You have won a 1 week FREE membership in our 100,000 ham I've been searching for the right words to thank you for this ham I HAVE A DATE ON SUNDAY WITH WILL!! spam XXXMobileMovieClub: To use your credit, click the WAP link in ham Oh k...i'm watching here:) ham Eh u remember how 2 spell his name... Yes i did. He v naughty ham Fine if thats the way u feel. Thats the way its gota b spam England v Macedonia - dont miss the goals/team news. Txt ur ni ham Is that seriously how you spell his name? > Ln 1, Col 1 100% Unix (LF) UTF-8 SMSSpamCollection - Notepad File Edit Format View Help ham Go until jurong point, crazy.. Available only in bugis n grea ^ ham Ok lar... Joking wif u oni... spam Free entry in 2 a wkly comp to win FA Cup final tkts 21st May ham U dun say so early hor... U c already then say... ham Nah I don't think he goes to usf, he lives around here though spam FreeMsg Hey there darling it's been 3 week's now and no word ham Even my brother is not like to speak with me. They treat me 1: ham As per your request 'Melle Melle (Oru Minnaminunginte Nurungu spam WINNER!! As a valued network customer you have been selected spam Had your mobile 11 months or more? U R entitled to update to ham I'm gonna be home soon and i don't want to talk about this sti spam SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 spam URGENT! You have won a 1 week FREE membership in our 100,000 ham I've been searching for the right words to thank you for this ham I HAVE A DATE ON SUNDAY WITH WILL!! spam XXXMobileMovieClub: To use your credit, click the WAP link in ham Oh k...i'm watching here:) ham Eh u remember how 2 spell his name... Yes i did. He v naughty ham Fine if thats the way u feel. Thats the way its gota b spam England v Macedonia - dont miss the goals/team news. Txt ur ni ham Is that seriously how you spell his name? > Ln 1, Col 1 100% Unix (LF) UTF-8