AAPL 20 Position 2 Level p Trees Index

AAPL 20 Position 2 -Level p. Trees Index by (Term, Document) Predicate= npz; Stride=5 DOC 1 T# DOC 2 https: //t. co/gbg. TQasq 22 https: //t. co/JCch. Dk. M 3 k. Z out peeps trade $AAPL $FB $TWTR DOC 3 AAPL helping her hype iwatch moments sensitive check course custom course info more visit $AAPL 2 19 0 0 Lev 1 01 0 0 0 20 33 36 0 0 0 1 0 1 0 0 0 0 Lev 0 0 0 1 0 0 46 0 1 0 0 68 1 0 0 0 13 1 0 0 0 14 0 1 0 0 15 1 0 0 0 0 0 1 0 0 1 0 DOC 5 https: //t. co/XRD 1 m. Bp. Dd. E course custom peeps trade $AAPL $FB $TWTR 14 1 0 0 0 15 1 0 0 0 0 28 56 0 0 1 1 0 0 0 0 79 1 0 0 0 87 0 1 0 0 0 0 0 1 90 96 0 0 1 1 0 0 0 1 0 DOC 9 https: //t. co/5 rss. X 3 gn. PY alerts day pass trade $AAPL $FB $TWTR 16 21 54 1 0 1 0 0 0 0 4 0 1 0 0 0 1 0 0 DOC 13 alerts big 4 0 1 0 0 8 0 1 0 0 0 1 50 1 0 56 0 0 0 1 61 0 0 65 0 1 0 0 86 1 0 0 0 1 1 0 0 0 1 0 0 0 0 1 0 0 DOC 10 alerts day 96 0 0 1 0 4 0 1 0 0 16 1 0 0 0 0 1 0 0 0 0 1 0 0 0 87 0 1 0 0 90 0 1 0 0 96 0 0 1 0 0 0 1 0 0 0 0 1 0 0 79 80 84 1 1 0 0 0 0 1 0 0 85 0 1 0 0 87 0 0 1 0 0 0 0 1 0 88 90 0 0 1 0 0 0 0 1 0 87 0 0 0 1 88 90 96 0 0 0 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 98 100 0 1 1 0 0 0 0 DOC 20 http: //t. co/Sk. Opa. K 2 v. QS AAPL ahead bond call investor plans potential sale $AAPL 0 0 14 0 1 0 0 24 0 1 0 0 34 1 0 0 0 48 1 0 0 0 83 0 1 0 0 87 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 $FB $TWTR 90 96 0 0 1 1 0 0 0 0 1 0 0 DOC 7 https: //t. co/DOTIjn 3 z. Th Course peeps take trade $AAPL DOC 4 https: //t. co/OSDAg. Xz. NFf custom keep losing market money program sign today trade up $AAPL$FB $TWTR 15 0 1 0 0 26 0 0 0 1 38 1 0 0 0 42 1 0 0 0 43 0 1 0 0 47 1 0 0 0 60 0 0 1 0 0 0 1 0 0 0 1 0 0 29 0 0 1 0 39 0 0 1 0 56 0 0 0 1 0 0 0 0 0 1 0 0 0 0 $FB $TWTR DOC 8 https: //t. co/Zc. Zh. F 2 AWSE alerts multi-day peeps runners stock $AAPL 79 1 0 0 0 87 0 1 0 0 90 0 1 0 0 96 0 1 0 0 4 1 0 0 0 29 0 1 0 0 49 1 0 0 0 56 0 0 1 0 64 0 1 0 0 72 1 0 0 0 87 0 1 0 0 90 0 1 0 0 96 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 76 1 0 0 0 14 1 0 0 0 25 0 1 0 0 44 0 1 0 0 52 1 0 0 0 73 1 0 0 0 79 1 0 0 0 87 0 1 0 0 90 0 1 0 0 96 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 53 70 72 1 1 0 0 0 0 0 1 70 79 80 82 1 0 1 0 0 0 0 1 0 0 56 0 0 1 0 78 80 87 0 0 0 1 1 0 0 0 1 0 0 0 0 1 0 0 0 DOC 17 https: //t. co/Zc. Zh. F 2 AWSE Alerts lessons peeps sign trade up video week $AAPL $FB $TWTR 4 0 1 0 0 0 0 96 0 0 0 1 22 0 1 0 0 DOC 11 https: //t. co/j. GJNzj 6 I 5 i course mentor online street trade $AAPL $FB $TWTR 0 0 0 1 0 0 0 0 1 1 0 0 0 80 87 90 0 1 0 0 0 1 1 14 1 0 0 0 29 37 40 0 0 1 0 4 0 0 1 0 79 0 0 1 0 96 0 0 0 1 $FB $TWTR 0 1 0 0 0 0 1 90 0 0 1 0 96 0 0 0 1 0 1 0 0 0 0 $FB $TWTR DOC 12 http: //t. co/o. ZKXEI 87 ZK 2015 might reasons shares Starbucks three $AAPL $DNKN $GMCR $GOOG DOC 14 https: //t. co/Zc. Zh. F 2 AWSE Alerts join list out sign stock today up $AAPL $FB $TWTR 96 0 0 1 0 70 78 0 0 0 1 0 87 90 0 0 0 1 1 $AAPL 0 1 0 0 0 79 1 0 0 0 96 0 0 1 0 0 0 1 https: //t. co/5 rss. X 3 gn. PY pass trade $AAPL $FB $TWTR 21 54 0 1 1 0 0 0 https: //t. co/Zc. Zh. F 2 AWSE peeps sign trade up week winners $AAPL $BAC $FB $TWTR 70 1 0 0 0 0 18 1 0 0 0 90 0 1 0 0 29 56 0 0 1 0 0 0 1 5 1 0 0 0 87 0 1 0 0 27 55 63 74 79 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 87 90 0 1 1 0 0 0 peeps prosperous safe year DOC 16 https: //t. co/vvd. Qf. CSmj 5 day pay run subs trade $AAPL $BAC $FB $TWTR 2. 7 3. 77 16 0 0 1 0 79 1 0 0 0 DOC 6 all happy new 79 1 0 0 0 23 56 0 0 1 0 0 30 0 0 1 0 45 0 1 0 0 62 1 0 0 0 69 1 0 0 0 71 1 0 0 0 77 1 0 0 0 87 0 0 0 1 89 0 0 0 1 91 0 0 0 1 92 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 DOC 15 http: //t. co/u 8 Vx. UQot. Tw chart looking nice peeps play swing trade value $AAPL $FB $JAKK $TWTR 12 1 0 0 0 32 0 0 0 1 0 0 41 51 1 1 0 0 0 0 1 0 0 0 DOC 18 course email send trade $AAPL $FB $TWTR 0. 75 84 0 1 0 0 87 0 0 1 0 90 0 0 1 0 96 0 0 0 1 14 0 1 0 0 17 1 0 0 0 67 1 0 0 0 79 0 1 0 0 87 0 0 1 0 0 0 1 0 1 0 0 0 0 1 0 0 90 96 0 0 1 1 0 0 0 1 0 97 0 1 0 0 56 0 0 1 0 58 0 0 0 1 75 0 1 0 0 79 0 1 0 0 81 0 0 0 0 1 0 0 0 1 1 0 0 87 90 94 0 0 0 1 1 1 0 0 0 0 1 0 0 96 0 0 1 0 0 DOC 19 area breakout nice run today $AAPL $FB $IDRA $TWTR 3. 5 7 10 0 0 1 1 0 0 0 0 1 51 63 78 0 1 0 1 0 0 0 87 0 0 1 0 0 0 1 0 0 90 93 0 1 0 0 0 96 99 0 0 0 1 1 0 0 0 0 Kphrase (in sequence) and Kset p. Trees: Ksets are created by OR-ing the k. Term p. Trees. Note 2 Phrase. Start. Pos p. Trees would involve 0 0 0 1 0 0 #docs*#Words*#Pos cells so it could be too massive even for p. Tree technology! Terms=1 Terms. Use downward closure (of ARM) to facilitate fast p. Tree creation for k. Phrases from. • We’ll select “content” k. Phrases and create Position p. Trees 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 2 phrases from AAPL 20: 0 0 0 1 0 1 0 0 custom trade; losing money; stock alert; multi-day runners; trade alerts; online trade; street mentor; daily chart; nice run; investor call; big winners; 0 0 1 1 0 0 0 0 trade courses; nice breakout; customer trade; bond sale; trade mentorship; new year; daily alerts; value play. 0 0 1 0 0 1 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 Wds 87, 88 (@APPL #BAC) in doc 16, pos=17, 18 construct candidate content kphrases from pairs of content (k-1) pairs that coincide on (k-2) terms. Then delete all such kphrases that are noncontent and/or have zero count. 2 1 0 0 0 3 0 1 0 0 9 0 1 0 0 11 1 0 0 0 31 35 0 1 0 0 0 57 1 0 0 0 59 0 1 0 0 66 0 0 1 0 87 1 0 0 0

AAPL 20 Kphrases (in sequence): KSets (OR of. Term p. Trees) used like keyword lists (create on the fly? ). For kphrases, use downward closure to facilitate fast p. Tree creation for k. Phrases Select “content” k. Phrases (Start. Position p. Tree = 1 st Term SP) I selected these from AAPL 20 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. DOC 1 Sensitive moment her iwatch helping hype AAPL 68 1 Lev 1 0 0 0 46 0 1 0 0 20 0 1 0 0 36 0 1 0 0 19 0 0 1 0 33 0 0 1 0 2 0 0 1 0 0 0 0 0 1 1 0 0 0 1 0 0 0 1 0 T# Lev 0 sensitive-moments iwatch-helping hype-AAPL 68 &46= 0 0 0 1 1 1 0 0 0 1 0 0 So we might just indicate in the header if a Term launches a Content 2 Phrase, Content 3 Phrase, … as follows: Phrases: 2 3 2 DOC 13 sign up trade alerts course big winners week https: //t. co/Zc. Zh. F 2 AWSE $FB $AAPL $TWTR peeps 1 0 0 0 0 T# 70 Lev 1 Phrases: 2 2 2 DOC 1 Sensitive moment her iwatch helping hype AAPL T# Lev 1 Lev 0 68 1 0 0 0 46 0 1 0 0 20 0 1 0 0 36 0 1 0 0 19 0 0 1 0 33 0 0 1 0 2 0 0 1 0 0 0 0 0 1 1 0 0 0 1 0 0 0 1 0 T# Lev 0 1 0 0 Lev 0 80 79 1 1 0 0 0 4 0 1 0 0 14 0 1 0 0 85 0 1 0 0 84 0 0 1 0 29 0 0 1 0 90 0 0 1 0 87 0 0 1 0 96 0 0 1 0 56 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 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 p. Tree placements anyway for our p. Tree. Set Security Mechanism anyway). Phrases: 3 DOC 2 Check out custom trade course $AAPL $TWTR peeps Lev 1 1 0 0 0 13 1 0 0 0 53 1 0 0 0 15 1 0 0 0 79 1 0 0 0 14 0 1 0 0 87 0 0 1 0 96 0 0 1 0 56 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 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). Phrases: 2 DOC 12 $SBUX three reasons starbucks shares might 2015 http: //t. co/o. ZKXEI 87 ZK $SBUX $AAPL $GOOG $DKDN $$GMCR T# Lev 1 Lev 0 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. Pos 1 0 0 77 1 0 0 0 62 1 0 0 0 71 1 0 0 0 69 1 0 0 0 45 0 1 0 1 0 0 30 0 0 1 0 95 0 0 1 0 87 0 0 0 1 92 0 0 0 1 89 0 0 0 1 91 0 0 0 1 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 At Check For Keep Custom Happy Take Get Day Online $SBUX Sign Hot Nice Been Sign Send $IDRA $AAPL 1 one out more losing trading new a stock pass Trading Three up list looking a up me could Apple 2 of my info money classes year trading alerts for Course's Reasons for of daily nice for an run plans 3 those custom on in with to course here our The Starbucks our stocks chart run our email to investor 4 sensitive trading our the us. all! with multi-day trading Street Shares trading out on for daily for the call 5 moments mentorship courses market? https: //t. co Have us! runners! alerts Mentor Might alerts today $JAKK sub's trading the $3. 50 ahead 6 give courses visit Sign $FB a https: //t. co here: https: //t. co Stay here Sign for from alerts 75% area of 7 her a here: https: //t us here: up for $AAPL $TWTR safe and $FB $AAPL https: //t. co$FB $FB $AAPL Hot In Big winners up for a swing $2. 70 trade' and weekly off trading today. Nice a potential 8 9 iwatch $AAPL https a Peeps prosperous $TWTR $AAPL $TWTR 2015 this our trade at video courses breakout bond 10 helping $TWTR $FB custom #investing new Peeps peeps $TWTR Traders. http: week. daily here. $3. 77 lessons here. sale: 11 the $AAPL trading #trading year! #stocks hype peeps. $TWTR mentorship AAPL #stocks program #trading with #stocks #investing #trading #investig $FB #stocks #daytrading #IBDNews https: alerts $TWTR AH_ here! $FB WSJ 12 via $FB here! $FB Nice https $AAPL http 13 @IBDinvestor$SBUX $AAPL $TWTR https: //t. co$FB $AAPL Peeps pay day $AAPL $TWTR Traders. @Yahoo. Finance 19. 14 15 $FB $AAPL $TWTR peeps. $GOOG $DNKN $GMCR $TWTR play. $AAPL Join http: $BAC us! u 8 V $FB https today https $AAPL Peeps $AAPL value $TWTR Peeps 16 17 18 19 20