1. AAPL20 Position 2-Level pTrees Index by (Term,Document) Predicate= npz; Stride=5 DOC1 AAPL helping her hype iwatch moments sensitive T# Lev1 Lev0 20010000102001000010 19 0 1 0 1 0 20 0 1 0 1 0 33 0 1 0 1 0 36 0 1 0 1 46 0 1 0 1 0 1 68 1 0 DOC2 https://t.co/gbgTQasq22 check course custom out peeps trade $AAPL $FB $TWTR 13 1 0 1 0 14 0 1 0 1 0 15 1 0 1 0 23 0 1 0 1 0 56 0 1 0 1 0 79 1 0 1 87 0 1 0 1 0 15 1 0 1 0 90 0 1 0 1 96 0 1 0 1 0 DOC3 https://t.co/JCchDkM3kZ course info more visit $AAPL $FB $TWTR 14 0 1 0 1 0 34 1 0 1 0 48 1 0 1 0 87 0 1 0 1 0 90 0 1 0 1 0 96 0 1 0 1 0 83 0 1 0 1 0 24 0 1 0 1 DOC5 https://t.co/XRD1mBpDdE course custom peeps trade $AAPL $FB $TWTR 14 1 0 1 0 28 0 1 0 1 0 79 1 0 1 0 90 0 1 0 1 0 96 0 1 0 1 0 87 0 1 0 1 0 15 1 0 1 0 56 0 1 0 1 DOC6 all happy new peeps prosperous safe year $AAPL $FB $TWTR 51000000015100000001 50 1 0 1 0 1 0 61 0 1 0 1 86 1 0 1 0 1 0 87 0 1 0 1 0 65 0 1 0 1 0 18 1 0 1 0 56 0 1 0 1 0 90 0 1 0 96 0 1 0 1 0 0100001000 1000010000 DOC7 https://t.co/DOTIjn3zTh Course peeps take trade $AAPL $FB $TWTR 14 1 0 1 0 56 0 1 0 1 0 79 1 0 1 0 90 0 1 0 1 0 96 0 1 0 1 87 0 1 0 1 0 22 0 1 0 1 0 76 1 0 1 0 DOC8 https://t.co/ZcZhF2AWSE alerts multi-day peeps runners stock $AAPL $FB $TWTR 41000001004100000100 29 0 1 0 1 0 64 0 1 0 1 0 87 0 1 0 90 0 1 0 72 1 0 1 0 49 1 0 1 56 0 1 0 1 0 96 0 1 0 DOC9 https://t.co/5rssX3gnPY alerts day pass trade $AAPL $FB $TWTR 40100100004010010000 16 1 0 1 0 21 0 1 0 1 0 54 1 0 1 0 79 1 0 1 87 0 1 0 1 90 0 1 0 1 0 96 0 1 0 1 0 DOC10 https://t.co/5rssX3gnPY alerts day pass trade $AAPL $FB $TWTR 40100100004010010000 16 1 0 1 0 21 0 1 0 1 0 54 1 0 1 0 79 1 0 1 87 0 1 0 1 90 0 1 0 1 0 96 0 1 0 1 0 DOC11 https://t.co/jGJNzj6I5i course mentor online street trade $AAPL $FB $TWTR 14 1 0 1 0 25 0 1 0 1 0 44 0 1 0 1 0 52 1 0 1 0 73 1 0 79 1 0 1 0 87 0 1 0 1 0 90 0 1 0 1 0 96 0 1 0 1 DOC12 http://t.co/oZKXEI87ZK 2015 might reasons shares Starbucks three $AAPL $DNKN $GMCR $GOOG 10100000011010000001 30 0 1 0 1 0 45 0 1 0 1 0 62 1 0 1 0 69 1 0 1 71 1 0 1 0 77 1 0 1 0 87 0 1 0 89 0 1 0 1 0 91 0 1 0 1 0 92 0 1 0 1 0 DOC13 https://t.co/ZcZhF2AWSE alerts big peeps sign trade up week winners $AAPL $BAC $FB $TWTR 40100100004010010000 80100001008010000100 29 0 1 0 1 0 56 0 1 0 70 1 0 1 0 79 1 0 1 80 1 0 1 0 84 0 1 0 1 0 85 0 1 0 1 0 87 0 1 0 1 0 88 0 90 0 1 0 1 0 96 0 1 0 1 DOC14 https://t.co/ZcZhF2AWSE Alerts join list out sign stock today up $AAPL $FB $TWTR 40010010004001001000 29 0 1 0 1 0 37 0 1 0 1 0 40 1 0 1 0 53 1 0 1 70 0 1 0 1 0 72 1 0 1 0 78 0 1 0 1 0 80 0 1 0 1 0 87 0 1 0 90 0 1 0 1 96 0 1 0 1 0 DOC15 http://t.co/u8VxUQotTw chart looking nice peeps play swing trade value $AAPL $FB $JAKK $TWTR 12 1 0 1 0 41 1 0 1 0 32 0 1 0 1 0 51 1 0 1 0 56 0 1 0 1 58 0 1 0 1 0 75 0 1 0 1 0 79 0 1 0 1 81 0 1 0 87 0 1 0 1 0 90 0 1 0 1 0 94 0 1 0 1 0 96 0 1 0 1 0 DOC16 https://t.co/vvdQfCSmj5 day pay run subs trade $AAPL $BAC $FB $TWTR 2.7 3.77 16 0 1 0 27 0 1 0 1 55 0 1 0 1 0 96 0 1 0 98 0 1 0 1 0 100 0 1 0 1 0 90 0 1 0 1 0 88 0 1 0 1 0 87 0 1 0 1 0 79 0 1 0 1 0 74 0 1 0 1 0 63 1 0 1 0 DOC17 https://t.co/ZcZhF2AWSE Alerts lessons peeps sign trade up video week $AAPL $FB $TWTR 40100010004010001000 29 0 1 0 1 0 39 0 1 0 1 0 84 0 1 0 1 0 87 0 1 0 1 90 0 1 0 1 0 82 0 1 0 1 80 1 0 1 0 79 0 1 0 1 0 70 1 0 1 0 56 0 1 0 1 0 96 0 1 0 DOC18 course email send trade $AAPL $FB $TWTR 0.75 14 0 1 0 1 17 1 0 1 0 67 1 0 1 0 97 0 1 0 1 0 96 0 1 0 1 0 90 0 1 0 1 0 87 0 1 0 1 0 79 0 1 0 1 0 DOC19 area breakout nice run today $AAPL $FB $IDRA $TWTR 3.5 70100010007010001000 10 0 1 0 1 51 0 1 0 1 0 96 0 1 0 1 0 99 0 1 0 1 0 93 1 0 1 0 90 0 1 0 1 0 87 0 1 0 1 0 78 0 1 0 1 0 63 1 0 1 0 DOC20 http://t.co/SkOpaK2vQS AAPL ahead bond call investor plans potential sale $AAPL 21000010002100001000 30100100003010010000 90100000019010000001 59 0 1 0 1 0 66 0 1 0 1 0 57 1 0 1 0 35 1 0 1 0 31 0 1 0 1 0 11 1 0 1 87 1 0 1 0 Kphrase (in sequence) and Kset pTrees : Ksets are created by OR-ing the kTerm pTrees. Note 2PhraseStartPos pTrees would involve #docs*#Words*#Words*#Pos cells so it could be too massive even for pTree technology! Terms=1Terms. Use downward closure (of ARM) to facilitate fast pTree creation for kPhrases from. 1.We’ll select “content” kPhrases and create Position pTrees for them (with start positions). Since tweets are short and the vocab is long, it might be best to do this by just scanning the tweets by hand? I selected the following content 2phrases from AAPL20: custom trade; losing money; stock alert; multi-day runners; trade alerts; online trade; street mentor; daily chart; nice run; investor call; big winners; trade courses; nice breakout; customer trade; bond sale; trade mentorship; new year; daily alerts; value play. Each word in a content kphrase must be a content Term and be selected as a content kphrase (ALA, ARM downward closure). At the kth step we construct candidate content kphrases from pairs of content (k-1) pairs that coincide on (k-2) terms. Then delete all such kphrases that are non- content and/or have zero count. Wds 87,88 (@APPL #BAC) in doc16, pos=17,18 DOC4 https://t.co/OSDAgXzNFf custom keep losing market money program sign today trade up $AAPL$FB $TWTR 15 0 1 0 1 38 1 0 1 0 42 1 0 1 0 47 1 0 1 0 60 0 1 0 1 0 70 0 1 0 1 0 43 0 1 0 1 0 26 0 1 0 1 0 78 0 1 0 80 0 1 0 1 0 87 0 1 0 1 0 90 0 1 0 1 0 79 0 1 0 1 0 96 0 1 0

2. AAPL20 Kphrases (in sequence) : KSets (OR ofTerm pTrees) used like keyword lists (create on the fly?). For kphrases, use downward closure to facilitate fast pTree creation for kPhrases Select “content” kPhrases (StartPosition pTree = 1 st Term SP) I selected these from AAPL20 by hand: sensitive moments, iwatch helping, helping hype, hype AAPL, custom trade; losing money; stock alert; multi-day runners; trade alerts; online trade; street mentor; daily chart; nice run; investor call; big winners; trade courses; nice breakout; customer trade; bond sale; trade mentorship; new year; daily alerts; value play. DOC1 Sensitive moment her iwatch helping hype AAPL sensitive-moments iwatch-helping hype-AAPL T# Lev1 Lev0 20010000102001000010 19 0 1 0 1 0 20 0 1 0 1 0 33 0 1 0 1 0 36 0 1 0 1 46 0 1 0 1 0 68 1 0 1 68  0 1 0 1 0 &46= 0 1 0 1 0 1 0 1 0 So we might just indicate in the header if a Term launches a Content2Phrase, Content3Phrase, … as follows: Phrases: 2 2 2 DOC1 Sensitive moment her iwatch helping hype AAPL T# Lev1 Lev0 20010000102001000010 19 0 1 0 1 0 20 0 1 0 1 0 33 0 1 0 1 0 36 0 1 0 1 46 0 1 0 1 0 68 1 0 1 13 1 0 1 0 53 1 0 1 0 Phrases: 3 DOC2 Check out custom trade course $AAPL $TWTR peeps T# Lev1 Lev0 15 1 0 1 0 79 1 0 1 14 0 1 0 1 0 87 0 1 0 1 0 96 0 1 0 1 0 56 0 1 0 1 0 1. At one of those sensitive moments 2. Check out my custom trading mentorship 3. For more info on our courses 4. Keep losing money in the market? 5. Custom trading classes with us. https://t.co 6. Happy new year to all! Have 7. Take a trading course with us! 8. Get stock alerts here multi-day runners! 9. Day pass for our trading alerts 10. Day pass for our trading alerts 11. Online Trading Course's The Street Mentor 12. $SBUX Three Reasons Starbucks Shares Might 13. Sign up for our trading alerts 14. Hot list of stocks out today 15. Nice looking daily chart on $JAKK 16. Been a nice run for sub's 17. Sign up for our daily trading 18. Send me an email for the 19. $IDRA could run to the $3.50 20. $AAPL Apple plans investor call ahead give her a iwatch helping the courses here: https://t $AAPL $TWTRhttps://t visit us here: https $FB $AAPL Sign up for a custom trading $FB $AAPL $TWTR Peeps #investing #trading a safe and prosperous new year! https://t.cohttps://t.co $FB $AAPL $TWTR Peeps #stocks https://t.cohttps://t.co $FB $AAPL $TWTR peeps here: https://t.co$FB $AAPL $TWTR #stocks https://t.cohttps://t.co $FB $AAPL $TWTR Traders. Stay Hot In 2015 http: #IBDNews here Big winners this week. https: Sign up for our daily alerts for a swing trade here. $TWTR from $2.70 trade' at $3.77 AH_ alerts and weekly video lessons here! 75% off trading courses here $FB area today. Nice breakout here. $FB of a potential bond sale: WSJ hype AAPL peeps. $TWTR #stocks #trading mentorship program with today https $FB #stocks #trading #investig $FB $AAPL $TWTR #investing #daytrading via @IBDinvestor$SBUX $AAPL $GOOG $DNKN $FB $AAPL $TWTR Peeps here! https://t.co$FB $AAPL $TWTR Join $FB $AAPL Peeps value play. http: Nice pay day $TWTR $AAPL $BAC https $AAPL $TWTR Peeps $AAPL $TWTR Traders $AAPL $TWTR Traders. http @YahooFinance19. $AAPL $TWTR peeps. $GMCR us! u8V $FB https Pos 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Phrases: 2 DOC12 $SBUX three reasons starbucks shares might 2015 http://t.co/oZKXEI87ZK $SBUX $AAPL $GOOG $DKDN $$GMCRhttp://t.co/oZKXEI87ZK T# Lev1 Lev0 10000100001000010000 77 1 0 1 0 62 1 0 1 0 71 1 0 1 0 69 1 0 1 45 0 1 0 1 0 10100000011010000001 30 0 1 0 1 0 95 0 1 0 1 0 87 0 1 0 92 0 1 0 1 0 89 0 1 0 1 0 91 0 1 0 1 0 Phrases: 2 3 2 DOC13 sign up trade alerts course big winners week https://t.co/ZcZhF2AWSE $FB $AAPL $TWTR peepshttps://t.co/ZcZhF2AWSE T# Lev1 Lev0 70 1 0 1 0 80 1 0 1 0 79 1 0 1 40100100004010010000 14 0 1 0 1 0 80100001008010000100 85 0 1 0 1 0 84 0 1 0 1 0 29 0 1 0 1 0 90 0 1 0 1 0 87 0 1 0 1 0 96 0 1 0 1 56 0 1 0 Observations: On the previous page I sorted using a software that put the terms in a strange order (which is not a problem since we fully shuffle pTree placements anyway for our pTreeSet Security Mechanism anyway). However on this page I put them in position order so we could indicate phrases easily. If we shuffle, the phrase array can be as shown here and matched up to the Term list after retrieval. Also note that I discovered many errors on the previous page (sorry – too lazy to go through and correct them all).