Sas Entrprise Miner And Predictive Modeling

Page 1/2 Data Mining and Knowledge discovery Classifying Fake news (10 marks) Submission format: • 2-page (ONLY) PPT (i.e., two PowerPoint slides) saved in one PDF file format. Any presentation styles. Objective: • To build a predictive model to classify if an online news is a fake (positive target) or real news (negative target). Brief background of data source: Part of the dataset is obtained from Twitter, combined with some derived attributes based on the original attributes from Twitter. The description of attributes in the dataset given is listed in Table 1. Further understanding of Twitter (if you are not familiar with Twitter’s social media platform), refer to the Twitter website. Dataset: fakenews_dataset20210819.xlsx Description of each attribute: Table 1. Attributes and Description Attribute Description id Unique identifier for a piece of news. news_url URL for a piece of news total_ids The total number of tweet_ids provided in the original dataset. binned_avail_ids The percentage of tweet_ids provided in the original dataset that is still available (i.e., tweets that have not been removed) are distributed into bins. binned_total_retweets The total number of retweets gathered from all tweet_ids sharing the news is distributed into bins. binned_total_favorites The total number of favorites gathered from all the tweet_ids sharing the news is distributed into bins. title_words Number of words in the title of the news. avg_sentence_length The average number of words in a sentence. noun_density The average number of nouns in a sentence. verb_density The average number of verbs in a sentence. adverb_density The average number of adverbs in a sentence. adjective_density The average number of adjectives in a sentence. preposition_density The average number of prepositions in a sentence. conjunction_density The average number of conjunctions in a sentence. binned_interjection_density The average number of interjections in a sentence distributed into bins. imageability The average imageability rating of all the words in the news text. polarity The measure of the sentiment of the news text ranging from -1 (most negative) to +1 (most positive). subjectivity The measure of the extent that a news text is objective information or a personal opinion. Its value ranges from 0 (objective information) to 1 (personal opinion). valence The average valence rating of all the words in the news text. arousal The average arousal rating of all the words in the news text. dominance The average dominance rating of all the words in the news text. target Labels 1 for fake news and 0 for real news. Page 2/2 Requirements and rules: • You can choose to use any software and testing parameters to build the models. • Predictive modelling techniques to choose: Regression and Decision Tree. • You can choose to perform many tasks in the data preparation phase, for example, transformation, dummy variables, derived variables, deletion, and grouping/aggregation. Coursework assessment criteria (total 10 marks): 1 mark: • For the best model chosen, present the data preparation methods you have performed. Explain the rationale for your decision in choosing the preparation methods. 3 marks: • For the best model chosen, interpret the model from the aspects of performance (1 mark), model presentation (1 mark), and complexity (1 mark). 5 marks: • Mark breakdown, i.e., how you can get the full 5 marks: Best model accuracy % achieved Marks earn >=70% 1 >85% 2 >90% 3 >95% 4 >98% 5 • That means, if the best model does not achieve an accuracy of 70%, you will get 0 marks out of 5 marks. 1 mark: • Screenshot the selected best model’s performance measurement result from the software you used. • Screenshot the diagram/process flow of your modelling from the software you used. id news_url target title_words avg_sentence_length noun_density verb_density adverb_density adjective_density preposition_density conjunction_density imageability valence arousal dominance polarity subjectivity total_ids binned_total_favorites binned_avail_ids binned_total_retweets binned_interjection_density gossipcop-3482407740 1037theq.iheart.com/content/2017-07-28-miranda-lambert-refuses-to-talk-politics-you-cant-win-anyway/ 1 10 2.844355521 1.868132448 1.530188541 0.693147181 0.619039208 1.299282984 0.287682072 329.6577947 5.7741 4.0403 4.0403 0.180393218 0.433255171 4.189654742 4 4 3 0 gossipcop-7863170653 929jackfm.com/tags/brad-pitt/ 1 3 2.674148649 1.791759469 1.32175584 1.011600912 0.810930216 0.916290732 0 324.0606061 6.261333333 3.796 3.796 0.058333333 0.317592593 4.787491743 4 5 3 0 gossipcop-1053862865 953bull.iheart.com/content/2017-09-02-no-zayn-is-not-desperate-to-defend-girlfriend-gigi-hadid/ 1 10 3.023131248 1.945910149 1.773067336 0.893817876 0.798507696 1.372308119 0.328504067 310.8438819 5.305420561 4.282056075 4.282056075 -0.029453263 0.58659612 4.110873864 4 4 3 0 gossipcop-3173304545 abc.go.com/shows/bachelor-in-paradise 1 6 2.833213344 1.791759469 1.386294361 0 0.693147181 1.386294361 0 324.8461538 6.195555556 3.951111111 3.951111111 0.136363636 0.454545455 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