DATA MINING ON /R/NBA ALEX CHENGELIS AND ANDREW YU

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1 DATA MINING ON /R/NBA ALEX CHENGELIS AND ANDREW YU

2 INTRODUCTION Raw data processing using an API Data Processing and Storage Comment heat maps Comment scores based on game action Word counting Naïve Bayes Classifier

3 TECHNOLOGIES USED Python NLTK PRAW Tableau CSV and a little Excel

4 DATA PREPROCESSING Gather data using PRAW Create an agent for use in Reddit s API Gather URL s to cycle through Write the comment, flair, and score to a CSV file

5 WHAT OUR DATA LOOKS LIKE

6 VISUALIZATION OF COMMENTS Team City State Count Score Avg Lakers Los AngelesCalifornia Hornets Charlotte North Caro Celtics Boston mass Nuggets Denver Colorado Nets Brooklyn new York Bucks MilwaukeeWisconsin Pelicans New OrleanLouisiana Bulls Chicago Illinois NBA Warriors Oakland California Pistons Detroit Michigan ers PhiladelphiPennsylvan Hawks Atlanta Georgia Suns Phoenix Arizona Huskies hartford Connecticu Grizzlies memphis Tennessee Wizards Washington, D.C West Mavericks Dallas Texas Heat Miami Florida Rockets Houston Texas Raptors Toronto Kings SacramentoCalifornia SupersonicsSeattle Washington Pacers IndianapoliIndiana USA Blazers Portland Oregon Thunder Oklahoma COklahoma C Clippers Los AngelesCalifornia Cavaliers Cleveland Ohio Spurs San AntonioTexas TimberwolvMinneapoliMinnesota Knicks New York New york East Bandwagon Jazz Salt Lake CiUtah Magic Orlando Florida

7 GAME 1COMMENTS

8 GAME 1 COMMENT SCORES

9 GAME 2 COMMENTS

10 GAME 2 COMMENT SCORES

11 GAME 3 COMMENTS

12 GAME 3 COMMENTS SCORE

13 GAME 4 COMMENTS

14 GAME 4 COMMENT SCORES

15 GAME 5 COMMENTS

16 GAME 5 COMMENT SCORES

17 GAME 6 COMMENTS

18 GAME 6 COMMENT SCORE

19 GAME 7 CLEVELAND CHAMPS

20 GAME 7 CLEVELAND CHAMPS

21 USING TIME VARIANT

22 DOING SOME TEXT MINING

23 WHAT WE DID WITH WORDS Tried inverted index but ran into some problems. 50 thousand + comments Took an easier term frequency while ignoring the 100 most used English words.

24 Word Count game 728 lebron 641 just 402 him 338 warriors 305 cavs 303 curry 287 com 254 team 253 love he's 222 finals 218 fuck 214 had 205 even 203 nba 203 think 199 shit 197 it's 195 win 190 got 188 i'm 184 best 184 http 176 's 174 don't series 171 cleveland 166 fucking 165 did 163 kyrie 163 good 162 after 158 back 158 player 157 ever 157 draymond 155 last 153 too 153

25 CLEVELAND WINS WORD CLOUD

26 GOLDEN STATE WINS WORD CLOUD

27 CAN YOU DETERMINE WHO WON BASED ON A COMMENT? NAÏVE BAYES CLASSIFIER - BASED ON GUIDE BY ANDY BROMBERG

28 HOW WE BUILT THE NAÏVE BAYES CLASSIFIER Used the same Cleveland Wins and Golden State Wins text files. A lot like negative and positive sentiment analysis but with wins. Take ¾ of comments for training and ¼ for the testing Strip all punctuation and escape characters

29 CONT. We call the classifier that is included with NLTK, initiate the reference and test Sets and populate the them. Before this we actually created a function that used a chi-square test to score each word. Finally we actually use the classifier for predictions

30 RESULTS Features Accuracy All Words % 10 best % 100 best % 1000 best % best % best %

31 INTERESTING RESULTS Shaun Livingston Bench player for the Warriors If he is in a comment % chance that the Warriors won

32 INTERESTING RESULTS Harrison Barnes Part time starter, part time bench players, full time punching bag If his name is in the comment % chance CLEVELAND won

33 INTERESTING RESULTS Kyrie and LeBron In game 5 both score 41 points If 41 is in the comments 93.24%

34 MOST TELLING WORDS FOR BOTH TEAMS Cleveland Most Useful Word Chance Harrison 94.48% 41' 93.24% Sunday 92.37% tweet 90.74% road 89.69% calls 90.29% mad 90.29% Warriors Most Useful Word Chance Shaun 95.28% fired 92.91% range 92.00% Thunder 91.80% healthy 91.67% talent 90.74% splash 89.25%

35 ADDING TIME TO THE EQUATION

36 HTML SOURCE CODE

37 CSV TABLE

38 DATA PREPROCESSING (PYTHON, EXCEL, R)

39 DATA VISUALIZATION (R) - GAME 1

40 DATA VISUALIZATION (R) - GAME 2

41 DATA VISUALIZATION (R) - GAME 3

42 DATA VISUALIZATION (R) - GAME 4

43 DATA VISUALIZATION (R) - GAME5

44 DATA VISUALIZATION (R) - GAME 6

45 DATA VISUALIZATION (R) - GAME 7

46 GAME 7 IN BROADCAST

47

48 REDDIT.COM/R/NBA GAMETHREAD COMMENT DENTSITY

49 COMMENT DENSITY: 10:28:20 10:31:40 ET

50 WOW I think ispeak for the free world when I say: go not GSW I LOVE YOU BRON BRON Holllllys*** HOLY s*** LEBRON Barnes scarred of the moment Every time KLovebricks a shot, an angel gets its wings. Im watching a really laggy stream bro and im behind Holy F*** Lebron NO REGARD FOR HUMAN LIFE HOLY F***ING s*** NAAAAAAAH GET THE F*** OUT! OH MY GOD HILY DUCK HOLY s*** THAT BLOCK Omfg... DAE RIGGED Where is the Love? The Love. The Loooove... Holy s*** this game. HOLY s*** Why is my heart pounding!? OH s*** ITS DAT BRON JAMES!! OH MY GOD WOW lebron!!! HOW THE F*** WOWOW this defense is so sexy Can anyone hit a shot

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