1. Text Mining using pTrees Position 100 0010... Term buy DTPe in PpTreeSet index (T,D) Doc3 Doc2 Doc1 1 0 DTPe Position Table Pos T1D1 T1D2 T1D3...T9D1…T9D3 1 1 0 1... 0 … 0 7 0 … 0... 1 … 1...... 12 3 4 56 7 Doc3 Doc2 Doc1.Doc are April apple and an always. all AAPL buy... Term 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0... 1 0 0 000 000 010 000 100 001 DTPe Data Cube 1 2 … 9 Term 123 D TDcard P=k k=1..7 DTPe k=1..7 TDRolodexCards 1 2 … 7 Pos 123 D PDcard T=k k=1..9 DTPe k=1..9 PDCards 1 2 … 7 Pos 12…9 T PT card D=k k=1,2,3 DTPe k=1..3 PTCards DTPe Document Table: Doc T1P1…T1P7... T9P1…T9P7 1 1 … 0... 0 … 0 2 0 … 0... 1 … 0 3 0 … 0... 1 … 1 Classical Document Table: Doc Auth… Date...Subj 1 …Subj m 1 1 1/2/13... 0 … 0 2 0 2/2/15... 1 … 0 3 0 3/3/14... 1 … 1 0 Classical DocTbl DpTreeSet 1 Auth Date 0 Subj 1 0 Subj m DTPe Term Table: Term P1D1 P1D2 P1D3...P7D1…P7D3 1 1 0 1... 0 … 0 9 0 … 0... 1 … 1...... DTPe Term Usage Table: Term P1D1 P1D2 P1D3...P7D1…P7D3 1 noun verb adj adv …noun 9 adj noun noun adj noun...... Doc3 Doc2 Doc1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 DTPe TpTreeSet index (D,P) P ositions 1 2 … 0 0 0 0 0 1 0 0 1 P1D1 noun 1 0 0 0 0 0 0 0 0 P1D1 adj S  0 … 1... 1 … 0

2. A2565 256 Documents 24 Positions 1390Terms 1 2 $3 6 #Apple #BeInspired #bendgate #EU #flashcrash #'s $1,001 $1,111 $1.001 $1.23 $1.28 $1.42 $1.50-2.00 $10 $10.15 $10.23 $100.44 $100.66 $101.11 $101.54 $101.70's $101.80 $102 $102.00 $102.03 $102.15 $102.17 $110 $110/$130 $120 $123 $125 $126 $135 $154 $1600-$3200 $19 $2.70 $200 $3,500 $3.1B $3.2B $3.50 $3.77 $32,000 $39.88B $4.50 $40 $42.1B $460 $48 $500 $51 $540 $55 $575 $580 $63.5-$66.5 $65 $660 $675 $7-9B $80 $810 $9.16 $9.65 $90.00 $900M $910 $93.52 $AAPL $AET $AKAM $ALSX $AMBA $AMZN $ASTI $AZN $BABA $BBRY $BIDU $BIOL $BP $CAT $CMG $CRUS $CTRL $DRIV $FB $FEYE $FIO $FORD $GLUU $GM $GOOG $GTAT $HIVE $HLF $HPQ $HURC $IBM $ICLD $IDCC $IDRA $IDTI $IG $IL $IMMR $INTC $INVN $ISR $JAKK $JCP $LIQD $LOCO $MLNX $MOBI $MS $NFLX $NQ $NTE $NUAN $NVTL $OTR $OVTI $P $PRAN $PXLW $RIMM $SBUX $SIMO $SIRI $SKUL $SONS $SPY $T $TWTR $UA $UNXL $VHC $VMW $VZ $YELP $YHOO $YOD $ZAGG $ZNGA &amp (morgan (Piper) (US$32000US (which.50c ;$150 @AJtrd: @AnalystWir @BloombergT @bobbirebel @Burns277 @Carl_C_Ica @CBOE: @Chi_trader @cnbc: @DeidreZune @Doobcox680 @ForbesGame @GearMarket @jazzstanda @jimmylong: @Legacy_Tra @Mazmasta @MicroFundy @Momentum_C @OptionsTra @poisedtotr @PTTResearc @RedDogT3Li @ReutersIns @Thestreetm @todd_harri @TradeHawk: @WaltBTIG: @YahooFinan companion + 0.4 0.5% 1% 1.4M 100% 10-K 115 119 12-month 12th 13% 13th 15 15-30% 15k 1M 2.2 20000 2001 2014 2015 207,000 35M.- 37.5-38.5 38-39M 3pm 4 4.3M 4/24/2015 405 496,000 4am 50 50% 50-inch 50M 54% 5S 6+ 69M 6M 70% 75K 8 800000 8M 9/29/2014 90000 9-11th 94 98.89 9pm a AAPL about above accepting accidentall accommodati according Ackman action activated activations active activism activists actually add added adding addition admits Advisors after again ago ahahhaa ahead Aisle alert alerts all allocation all-time already also although am amazingly Amazon America amid an analyst and Android announced announcemen announces another any anymore anything App appears Apple Apple?s Apple's AppleTv approaches approx. are area Argus Armor around article as asking at AT&T attention Avenue average back bad Bank Barclays based battery be bears beat BEATS been before begun being belief believe believes Belize below bend bendable beta better better-than BGC bid big bigger biggest Bill Billion bit biuy BlackBerry Blair blockbuster blogger blow blowout BMO body bond boost Boston both bounce Boutique boys brainer break breaking Brian Bronco BTIG bubbles building built-in bull bullish bulls business but buy buyback buyer buying buyout by C. call calls can cant can't Cantor Cap capex Capital capitulatin case cash caught cautious CBOE CDN CEO CES CHA chain changed channel charging chart chatter cheap check Chief chillin chime China Chinese chips CHU cites Citibank citing clarify cleanup clearly Cleveland cliche clients cliff cloud CNBC Coins Collin Comcast come coming commenting comments Commercial commision comparison competition con concerns conference confidence confident confirm confirmatio confirmed confirming consensus Consumer contacts continuatio continue contract controller controls Conviction Cook cool Cooperman's Core correct correction could court cover covers Cowen Craig crazy Credit Cross crowd crowds crushed customer customers custy cut cuts cutting CY D daily Damn data day days deal debut December defended defending defense Delay delayed deleted demand Demark derivative design desk desks details Detwiler Deutshce develpers device did didnt didn't different dip Director disaster discover disses distribute distributio dividend do documents donated don't double Dougherty down downgrade downgraded downgrades downgrading driver drives dropping due during Dylan earlier early earnings Einhorn Electronics embarrassin employee end ending engineer enrolled entering EPS Equity E-readers essentially estimates Europe evaluating event ever everyone Ex example exclusives expect expectation expected expects extreme F2Q fade failed fall falling far Feb few Fifth filed fill final finally find firm's first fits five flat flow focusing folks follow followup for Ford forecasting forever Forstall Foxconn from front-runne full Fund future futures Fwiw fy2013 fy2014 fyi gain gains game gaming gap gapping Gear Gene gesture get gets getting Gilford Gillis give Glad Glass Global Gnome going Goldman gonna good Google got gotten granted great greater gross GROUP'S growth Guess guidance guide guides guru's guy guys hacked had haha Hai Hai's Hallum hand harsh has have haven't having he heading heard hearing help helping helps hence her here here's he's high higher highlight highlighted highs him hiring his history hit hold holders Holly Hon hope hot house how HP HTC Huberty huge I IBM iBooks Id IDC: ie if Im I'm Imagine IMHO impact in inaugural inaugurates Inc. Increase increased indexes India indicating industry information initating initiated inline Institution Insurance integrated Into Introductio inventories Investing investor Investors iOS6 iOS8 iPad iPads iPhone Iphone5 Iphone5S Iphone6 iPhones Ireland is ISI isnt ISPs issued it its It's iwatch Jaffray JCP Jefferies Jerry JMP Jobs John join journalism JP JPM jum;s jump just justice Kass Katy Keep key kicked kidding kinda known knows Korea Kudos LA language Largan large Largen last late later launch lead leaving left legalizes Legendary Lemme Leon less Let level LG licensing like likely line link lip list little live loaded locations long longs looking looks lots love low lower lowest LQMT lurking Luxembourg Macs made maintained major make makers makes making management Manager Many Maps March margin margins market Markets Marshall massive May maybe Mcafee McDougal McNamee: Meeks meet memo mentioning Mentor Merrill's mid mid-Februar might Miller min mini2 Minster missed Mkts Mmmm Mobile modeling mojo moment moments Monday money more Morgan Morgans morning most move movers moves movie mulling multiple Munster my myself nailed name names near need needs negative negotiating net Netflix Neutral new news Next nice night nights nit no Northland not note notes nothing noting now numbers NY NYC NYT NYU obligation Oct of off offer official offsets oh Omega on one online only 'on-the-go' open opening openings operating opinion opportunity or order orders Oriental Otellini other OTR ouch our out outperform over Overnight own owned Paging paid Pandora panel panic panicking partial Partners Passport patent patents patience Paul Pay payments PC pda pen people per perform Perhing perspective Phison phone piece Piper Pipers place planning plans play please plus poised poor Pope popular popularity portfolio positive positive. possibility possible Post posts potential PR pre predicted predictions preinstalle premium pre-orders prepping presenting pretty prevail preview price priced Prices priducts prime prior prob proceed products profit Profits Programming proposed protection providing proving pullback pulled pulse pumping purchase pursuing push put Put/Call puts putting Q1 Q3 Q4 quarter quarters questions quietly raise raised raises raising rallying rang range rating ratio RBC re ready reasons rebound record recorded records recovery recruiting regards reit reiterated reiterating relax relief removing replaced report reported reporting reports Research resgined resigned Retail retract return revealed revenue revenues reversal rexxam ridiculous ripping rode roh RT rumor run running rut sabbatical Sachs said sales same Samsung Sapphire Saturna saw say sayin saying says Schack Sculley scurrying second securities see Seeing seen sees sell selling senior sense sensitive sensor Sent sentiment September series service set settle several Shanghai share shareholder shares shift Shmuck shocked short shots should Show showcasing showing shows shut side sides sign signs since single site slashed slashing slow slowness sluggish small Smart\nCove Smartphone smoked smuggler so socket. solar sold solic some soon sould source sources space speak speaking spill spoke spot spotted spread Square stabilizati Stanley stanley) Starbucks start started Starts statement stay Stellar Steve stick still stock stocks stop stopped store straddle straight strange strapped strategic stream Streaming-T street strengthens strong strong buy subs subscribers sue sugarcoat suggests suing Suisse: Sunday supplier suppliers supplies supply support sure Swift swing system T- table Tablets Taiwan Taiwan's taking talks target teardown tech technicians term terrific test tgt than that thats the their them there they things think thinks this those thoughts three through throws Tier till Tim time Times to today todays told Tom tomororw tomorrow tonight tonite too took top Topeka tops touch trade trader trades trading training trial trigger try TSMC Tumblr turned TV tweet tweeted Twitter U.S. UBS ugly underwhelmi unit units up update upgrade upgraded upgrades upside Urban us use users using usual utterly value values various Verizon versus very via video view visibility volume VP vs vs. w wait waiting wake was Watch we weak weakness wearable Wedbush Wedge week weekly weeks weighting well were what what's when where which while white who why wild will William win winning wins Wintek wireless with won wonder wont work workers world worried worst worth worthy would wouldn?t wow wrong WSJ Xiaomi's year Year?s YELP yes yesterday yet you yuan at one of those sensitivemoments give her a iwatch $SBUX three reasons Starbucksshares might stay hot In 2015 nice looking daily chart on $JAKK for a swing trade here been a nice run for subs from $2.70 trade at $3.77 $IDRA could run to the $3.50 area today $AAPL Apple plans investor call ahead of a potentialbond sales $AAPL Apple Profits jum;s 13% on boost from iPhone6 $AAPL ! Apple reports better-thearnings as strong iPhone demand offsets sluggish iPad sales reversal on the $SPY again wow we are just all over the place today out $AAPL @ $102.17 day trade out $AAPL @ $102 push I spoke about earlier in $AAPL @ $101.54 long $AAPL push over $102 first target on $AAPL is $101.80 area today RT @AnalystWJefferiesStarts Apple $AAPL at Hold $110 price target nice move on $AAPL here $AAPL chart update for 9/29/2014 on a break test for $100.44 on $AAPL $AAPL test $100.66 RT @DeidreZuNYT #EU commisioncan sue Ireland nit $AAPL at the court of justice in Luxembourg RT @CBOE: active puts CBOE $AAPL nice recovery on $AAPL today RT @WaltBTIGit's embarrassI didn't check for myself earlier but #bendgateis ridiculous RT @WaltBTIGjust stopped in an AT&T store to try and bend a 6+ you have to be kidding Mentor that is nothing bendable $AAPL 98.89 area $AAPL pumping this morning left some money on the table on day trade out at $101.70's trading $AAPL this morning from $101.11 long winning trading alerts from this morning $TWTR $AAPL $GLUU took another swing on $AAPL $102.03 looking for an upside nice call on our $AAPL trade $102.15 in pre market $AAPL to launch new iPad operatingsystem $AAPL first target is $102.00 area RT @Thestreesubscribetrade alerts from yesterdaymaking us money $ALSX $AAPL $BIOL $NVTL crazy action on $AAPL chart here guys trade alerts we have made money on this week $AAPL $GLUU $IMMR $PXLW $SONS not a bad day all and all $3,500 on $AAPL trade RT @poisedtojoin @PTTReseaas we live tweet during $AAPL IPhone6 event some morning movers for you $HURC $AMBA $LOCO $PRAN $AAPL $BP $MOBI $IL $ICLD new training video series out for our paid subscribers RT @Momentum@Burns277nice calls on $LIQD $ASTI $IG $AAPL nice short on $AAPL for us this morning $AAPL what a move here solic buying coming in RT @GearMark#Apple $AAPL posts second straight profit gain as IPhone sales jump RT @YahooFinRT @cnbc: earnings alert Apple Q3 EPS $1.28 vs. $1.23 $AAPL Apple upgraded to outperforfrom market perform at JMP securities RT @Thestreetrade alerts are out ! sign up here for daily trading alerts RT @bobbirebU.S. week ahead earnings here's our preview of the big names to watch $AAPL $MS $GLUU three reasons why this small cap stock could continue to outperfor$AAPL wow $AAPL looks like its going to $90.00 key support on $AAPL at $93.52 nice bounce here on $AAPL RT @Bloomberbreaking IBM to sell iPhones iPads to business clients $GLUU nice trade here already up 15k on this one took partial profits on $PXLW today $AAPL Apple heading to new all-time highs and no one can stop it nice looking chart on $PXLW watch for a continuation we did pretty well on $ISR this am just paid for my accommodadown there with one trade #BeInspir$FB $TWTR $AAPL RT @ForbesGahas Apple gotten its mojo back pre market movers 4/24/2015$AAPL $PXLW $GM $AET $CAT $ZNGA $AZN $SIRI hearing $OTR also said $IDTI most likely won the AAPL Iwatch deal providingwireless charging chips $GTAT -- $OTR says that $GTAT most likely won the AAPL Iwatch deal for sapphire cover glass worth $4.50 per watch Tier 1 tech desk noting that a well known blogger is commentinthat $AAPL is negotiatiw ISPs for their own CDN prob negative for $AKAM Gene Munster (Piper) commentinon $AAPL / beats potentialdeal believes better use of capital would be for : $YELP $TWTR or $YHOO Square also tonite Apple $AAPL is getting downgradetonite to buy from strong buy over at ISI GROUP'S Brian Marshall Guess he didnt get the memo is this $AAPL buyout of BEATS the final blow to $SKUL Id say so $VHC opinion strengthe$VHC case vs $AAPL - clearly for $VHC $ZNGA having a nice day on this - $AAPL and $GOOG pursuing video game makers hearing ClevelandResearch out \ negative on $AAPL modeling F2Q earnings at $9.65 consensus$10.15 $NQ informatiI tweeted is 100% correct the $AAPL $NUAN I got hacked $AAPL Apple in talks with Comcast About Streamingservice note sure where Netflix $NFLX fits in here $INVN gapping higher on Boutique house out with comments that they won a contract from $AAPL for the Iphone6 waiting on full confirmattold that $AAPL not a downgradewas deleted from Merrill'sU.S. Equity Core portfolioreplaced by $VMW Fwiw ClevelandResearch has a negative note out on $AAPL - few concerns also China Mobile are below expectatithey say do activistsever tweet when they sell $3 Billion worth of $AAPL hope you loaded up on Shmuck Insurance $AAPL also I saw Overnightchatter was that AAPL is now raising Iphone orders to 38-39M units vs. prior 35M although I cant confirm that Detwiler call on $AAPL makes sense - TSMC #'s were inline and Hon Hai's were a beat Fwiw hearing Detwiler out positive commentinthat $AAPL had a blowout December WSJ saying its official - $AAPL Apple and China Mobile sign deal to offer iphone bigger than todays upgrade of $AAPL is China Mobile has quietly begun taking pre-orderfor Apple iPhones $GLUU Chief says Google Glass could trigger another $AAPL iphone moment for gaming Northlandraising YELP price tgt to $80 from $51 they expect a beat and raise in EPS tonite $AAPL and Android mobile being the driver Ex $AAPL CEO John Sculley mulling $BBRY bid report $AAPL - Gene Munster over at the Fifth Avenue store taking the pulse of the crowd while lurking around - maybe he's chillin with Kass Gnome not seeing anything on $AAPL weakness but Gene Munster is in NYC today and Boston tomorrow no details yet from contacts there RT @todd_harTwitter legalizesfront-runin stocks $AAPL $NFLX $FB $CMG $UA a positive.sign for $AAPL business - Hon Hai recruitin90000 Chinese workers to fill massive $AAPL orders Collin Gillis from BGC nailed $GOOG last week tonite note he cuts fy2013 numbers and fy2014 Buy $500 tgt but expects guide lower $AAPL rut roh - $AAPL - Apple May Delay Introductof IPhone 5S the chinese supplier crushed today in China trading fwiw Tim Cook CEO of $AAPL to speak at All Things D conferenctonight at 9pm $AAPL filed a patent for a touch sensor panel design possible competitifor $UNXL no wonder why Otellini is leaving kicked out of $INTC - he turned down being in the $AAPL Iphone6 not helping $AAPL at all that UBS downgradeHon Hai big $AAPL supplier citing poor sales signs of things to come seen this ugly ending in 2001 - meet Dylan the day trader Lemme clarify Largan said the worst of order cuts is over Largen has greater visibilitand long lead times of other $AAPL suppliers $AAPL supplier Largan reported above expectatishowing signs of order stabilizain the supply chain worst appears over for $AAPL RT $NTE getting hit on sell side comments slashed numbers $NTE getting hit on sell side comments slashed numbers $IDCC upgraded to buy from hold @ Doughertywith a $48 tgt expect higher $AAPL margins per device BMO Capital tonite slashing price target on $AAPL to $460 from $580 give the bears credit when its due Cross Research has been utterly negative on $AAPL forever Taiwan's CommerciaTimes reportingthat the $AAPL Iphone5S low priced iPhone and iPad mini2 could all be delayed Hon Hai big $AAPL manager downgradeby Barclays RBC also cutting numbers on $AAPL on weak demand for slowness in March Goldman Sachs removing $AAPL from the ConvictioBuy List can't wait for the inaugural4am pre market trading tomorrow gonna be a wild one BTIG upgrade on $AAPL is $540 tgt very cool $AAPL patent issued 'on-the-gwireless charging via an iPad Smart\nCowith a built-in battery so what's the consensusout there if and when $AAPL guides lower which everyone (which everyone knows throws in the cash distributto sugarcoat maybe the new Pope will join up with Einhorn and get Tim Cook to distributthe cash to shareholdand shut everyone up already $AAPL needs to buy Twitter and distributthe cash to shareholdIMHO thats the only relief they will get to help the stock price fyi ClevelandResearch downgrade$AAPL stock accordingto the note ClevelandResearch slashing $AAPL estimates$9.16 versus consensusof $10.23 hearing OTR Global cautious on $AAPL Iphones inventoribuilding in Europe Paging Gene Munster $AAPL cleanup the spill in Aisle 4 RBC positive on $AAPL says the addition of an iWatch add $7-9B in revenue and $1.50-2.0in EPS good piece in the NY Times wouldn?t be so worried about Leon CoopermanOmega Advisors selling all his $AAPL he rode $RIMM $BBRY 1.4M shares RT @Legacy_Tthink differentImagine if Einhorn had rang $AAPL Jobs with the same lip note out from Goldman Sachs tonite on $AAPL reit Buy and $660 tgt believes activism will prevail for increasedcapital allocation LegendaryFund Manager Bill Miller made comments that $AAPL is worth 50% higher followup re $AAPL TV - A 50-inch TV has a proposed price of 20000 yuan (US$32000accordingto the article and $AAPL source Shanghai Oriental Morning Post confirminwith Sources that $AAPL TV will debut in May Prices range from $1600-$32but $32,000 for a 50 Gene Munster spotted in a white Ford Bronco on the 405 with Passport in hand Belize with Mcafee Tom Demark is a prime example why all market technicianeed to pay attentionto news where are the boys from Topeka with their $1,111 target Topeka reit $!,111 tgt on $AAPL they love the Verizon numbers that were out this AM another weak sign for $AAPL VP Retail Jerry McDougal resigned Kudos to OTR Global on $AAPL this AM good through of Iphone sales in China essentialfalling off a cliff CHU and CHA very shocked to see Gene \ the bull \ Munster from Piper actually cut his target on $AAPL today and lower some EPS estimates Citibank making a Sunday night statementdowngradi$AAPL to Neutral from Buy tgt cut to $575 from $675 for tomorrow fyi Morgan Stanley is having a 3pm conferenccall today with $AAPL analyst Katy Huberty in regards to $AAPL TV opportunity sell side notes on $AAPL make you wonder if AppleTv kinda got the short end of the stick on this RT @RedDogT3In case you missed it here is WSJ article with my thoughts on $AAPL a few derivativdesks I speak to are mentioninpossible \ re weightingfor $AAPL on the various indexes Cowen out with another view of $VHC still values patents at approx. $3.1B and sees 70% upside to the stock $AAPL initiatedBUY for tomorrow at Citibank with a $675 tgt did they just wake up and discover $AAPL Cantor upgrades $AAPL to strong bufrom buying Goldman Sachs note out on $AAPL and HTC net Cowen says they value $VHC patents at $3.2B and view $AAPL as a buyer of $VHC in the $55 price range which they say makes sense $IDCC up on comments from a boutique house ie deal with $AAPL licensingdeal could be worth $900M using.50c increase in pda numbers Goldman Sachs comments on $AAPL moves today belief Forstall is the fall guy on the failed Maps RT @RedDogT3Investorswho owned stock and sold in the money calls in $AAPL win Keep premium and in weeks stock should $AAPL highs of the day Goldman Sachs comments about entering a straddle on the name in addition to last nights piece Goldman Sachs has a positive $AAPL note out for tomorrow reit $810 $FIO getting hit off $MLNX news $AAPL cutting back on the 2.2 customer Seeing sell side comments on $VHC $AAPL added to solar buy list at Deutshce bank now not sure its known $AAPL bull Gene Munster from Piper in LA Oct 9-11th showcasinthem not sure why he would need to do that terrific alerts on the high beta by @RedDogT3$AAPL call spot on nice work if you heard him $VHC - William Blair making comments sayin to buy the stock near term tgt of $40 possibilithat $AAPL will settle prior to the trial $P - $AAPL seen putting Pandora in play amid online shift Gene Munster from Piper getting a little cliche on $AAPL $GTAT up on Piper Jaffray note $19 tgt Gene Munster says $AAPL evaluatinSapphire for mobile phone covers $YELP rallying after $AAPL confirmedits September12th event $YELP to be integrateinto iOS6 Iphone5 Topeka reiterati$1,111 target on $AAPL based on Wintek reportinghuge sales in Taiwan they are major supplier to $AAPL $VHC reiteratebuy and $65 target Gilford expected $AAPL trial to proceed and confidentthat $VHC will win Glad to be back from my sabbaticagreat calls around today $HLF $AAPL multiple $AAPL key senior employee resgined yesterdaycheck out this flow chart JP Morgans upgrade on $OVTI today is essentialconfirminwhat we had days ago with $AAPL iPhone5 wins JPM admits they got it wrong $AAPL Im told Topeka Cap Mkts has a note out reit $1,111 tgt defendingthe stock and saying its down on poor journalisand cheap shots @RedDogT3$AAPl great trading as usual Topeka Capital Markets that had the $1.001 $AAPL target is out raising it again to a street high of $1,111 this is great $AAPL defended now Topeka saying AT&T iPhone activationeed to be put into perspective I spoke to soon Pipers Gene Munster reit $910 target on $AAPL not focusing on Iphone activatiobut on top top line sales future products $AAPL bulls scurryingto find Gene Minster to come on CNBC for a defense on this missed activatiofrom $VZ and $T $AAPL not good jefferiessaying that $T activated4.3M Iphones in q1 less than the 6M expectatiouch @RedDogT3nice trading great follow in the stream @RedDogT3are you looking for a big gap down tomororw $AAPL any level tomorrow on a gap down to get long $JCP Bill Ackman Perhing Square is speaking now NYU Schack REIT conferencsays that JCP poised to rebound with new ceo from $AAPL LQMT Korea times is reportingthat LQMT is likely to be in Apple's new iphone5 Many people asking for the $FORD $AAPL link here it is Stellar early call on $AAPL by Wedge Partners $FORD deal with $AAPL iphone priducts on their site Holly bubbles Topeka Capital Markets initating$AAPL with a $1,001 price target $AAPL I'm sure this is going to be highlightMonday ex Apple TV engineer disses firm's post Steve Jobs design $ZAGG presentintomorrow @ Wedbush conferencmid day $AAPL event tomorrow as well C. Hallum reit buy on $SIMO Phison said controlleunit sales would double which is + industry sources indicatinthat $AMZN is opening a retail store ie $AAPL to sell Amazon exclusiveE-readersand Tablets Jefferiesout saying that they believe $AAPL will pay a dividend later this year $VHC up on documentsshowing that $VHC is suing $AAPL again rexxam of the case RT @TradeHaw$AAPL prepping movie cloud service bad for $NFLX $CTRL showing up on \ several sell side reports as a comparisoto own into CES T- Mobile CEO predictiofor 2015 - thinks wearable $AAPL Iwatch will be huge $IDTI speaking at Barclays next week - Consumer ElectroniShow Craig Hallum and OTR Global both very high on $IDTI - citing a big potentialwin at LG and $AAPL Katy Huberty (morgan stanley) also has a \ bull case on $AAPL and raises to ;$150 with prior tgt of $135 using a $10 EPS tgt Katy Huberty (Morgan Stanley) taking Apple $AAPL target up to $126 from $135 Sell side said $AAPL teardown wont be out till 2015 belief is that $IDTI won the wireless charging socket. Let the chart guru's chime in some pretty harsh language from $GLUU - so $AAPL is 54% custy of $GLUU the bigger highlightis that $BIDU $BABA Samsung and $AAPL \ could follow Xiaomi's lead and make a strategicmove with $YOD as well looks like $HIVE had to retract their PR yesterday&amp added that they donated in support of $AAPL $AAPL another sell side analyst making comments on the $HIVE $AAPL news says $HIVE isnt worthy of the 50M market cap add sees 8M tops hence fade $AAPL oh my $AAPL #flashcra2 AAPL is forecastiflat revenue for the first time RT @MicroFunNew Tumblr post Why the Google downgradeis a year too late $AAPL March $110/$130call ratio spread trades $AAPL out of pullback channel $CRUS - Next $AAPL supplier disaster $AAPL seeing large December 115 to 119 $AAPL calls hot in early trade 75K calls trading already $AAPL - please no questionson all the calls trading today @Doobcox6It's an AAPL supplier they are all getting smoked on earnings buy the rumor weekly calls active $HPQ $AAPL $IBM ahead of HP announcement $AAPL margin guidance bit underwhelsee if they fade this time $AAPL Q1 guides $63.5-$66revenues 37.5-38.5gross margins $AAPL $1.42 vs. $1.31 Revenues $42.1B vs. $39.88B a sentimentextreme popular trade looks to be short the stock and buy upside call protectio$AAPL $AAPL trading 496,000 calls to 207,000 puts so far into earnings 0.4 Put/Call ratio would be lowest recorded into EPS in 8 quarters lots of big guys running $BABA $AAPL $BIDU @Mazmasta@OptionsT$AAPL making its push into payments and $DRIV started acceptingBit Coins maybe $AAPL Apple's Swift ProgrammiLanguage proving popular with develpers $AAPL Mmmm i wonder how big the buyback will be announcedon the con call $AAPL yes Apple can double from here $AAPL just be patience longs it will pay off big time don't panic sell $AAPL RBC raises Apple price target to $123 cites higher than expected iPhone6 demand \ @Chi_tradPaul Meeks Director of InstitutiInvestingSaturna Capital on CNBC just now : \ $AAPL should be at $154 \ @jazzstan$AAPL sell before its too late $AAPL $FB $BABA futures dropping but China ripping higher on the open strange no $AAPL Bank of America approache800000 customersenrolled in Apple pay \ $AAPL Credit Suisse: Apple?s capex and purchase obligatioguidance in 10-K shows managemenconfidence \ @AJtrd: $AAPL ahahhaa CNBC folks just changed their sides not bullish anymore Damn $AAPL Iphone6 gets Sent Into space by Urban Armor Gear $AAPL huge China growth - Apple planning five new Chinese retail store openings by Feb hiring for 15 new locations $AAPL Apple says iBooks adding 1M new users a week since being preinstalon iOS8 $AAPL $BABA $FEYE $FB I haven't sold one single stock no panic here long and strong $AAPL sales start in 1 min $AAPL $BBRY BlackBerrdeleted a tweet that it accidentasent from an iPhone $AAPL Apple Watch iPhone companionapp revealed $AAPL added on this dip no brainer $AAPL pulled back 0.5% and people panickinghaha $AAPL Apple granted patent for gesture controls Apple Inc. to report record sales in China and India $AAPL McNamee: Apple amazinglycheap $AAPL Apple to return $200 Billion to holders $AAPL IDC: Q4 2014 PC growth better than expected all-time high for Macs predicted $AAPL Apple helps supplies Foxconn TSMC hit record Q4 revenues \ @jimmylon$SPY $AAPL a 6 year bull market is finally capitulatget ready for a slow 15-30% correction $AAPL Chinese iPhone smuggler caught with 94 iPhones strapped to his body $AAPL Apple inaugurat13th store in China to massive crowds $AAPL 5 reasons why you sould still biuy Apple today $AAPL Apple's iPhone6 drives 50% Increase In US Smartphonmarket shares $AAPL Apple announcesnew App Store records says New Year?s Day biggest sales day in history $AAPL Apple Watch could boost stock $AAPL UBS has maintaineits \ buy rating on shares of AAPL with a 12-month price target of $125 $AAPL UBS data suggests Apple sold 69M iPhones in blockbustDecember quarter $AAPL popularitof the iPhone6 plus sees Apple make market share gains around the world $AAPL Apple Watch launch expected in March retail training set for mid-February $AAPL 2015 is the year of the Apple Watch $AAPL its down 1% and people panickingrelax folks and buy while its cheap $AAPL Apple Pay impact on payments reiteratebuy and the price target was raised to $125 from $120 at Argus $AAPL $AAPL below average volume no need to panic boys add more if you like the stock long term $AAPL nice pullback adding $AAPL Apple?s next big device pen 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256

3. A2565 Consider phrases nice day, nice call(s), nice run, nice short, nice move, nice bounce, nice recovery,. E.g., Retrieve docs PD nice,pos AND PD day,pos+1 and then do human sentiment analysis nice day 0 1 0 1 0 Doc#= 4*16 +4=68 Doc68: $ZNGA having a nice day on this-$AAPL and $GOOG pursuing video game makers nice call 0 1 0 1 0 Doc#= 1*16 +14=30 Doc30: nice call on our $AAPL trade $102.15 in pre market nice calls 0 1 0 1 0 Doc#= 2*16 +8=40 Doc40: RT @Momentum@Burns277nice calls on $LIQD $ASTI $IG $AAPL nice run 1 0 1 0 Doc#= 0*16 +4=4 Doc4: been a nice run for subs from $2.70 trade at $3.77 nice short 0 1 0 1 0 Doc#= 2*16 +9=41 Doc41: nice short on $AAPL for us this morning nice move 1 0 1 Doc#= 0*16 +16=16 Doc16: nice move on $AAPL here nice bounce 0 1 0 1 0 Doc#= 3*16 + 3=51 Doc51: nice bounce here on $AAPL nice recovery 0 1 0 1 0 Doc#= 1*16 + 6=22 Doc22: nice recovery on $AAPL today I realize “nice ___” is expressing a stock rise after the fact, which is probably a useless signal ? But these may be all from a different analyst and the combo may mean a good day for $AAPL tomorrow also? I’m not a stock analyst and haven’t identified a good signal here (don’t waste real money trying it!) The point is, with Document, Term and Position pTrees, a lot of decision support analysis can be done. What is a better key word for future up ticks? “expect”, “watch”, “expect a nice ____”, … Maybe? If Japanese or Chinese market tweets are:“nice _____” then buy in the US exchange as soon as it opens? Again, work with a person who does this for a living and just act as a decision supporter for that person. Your counterpart should have a semi-automated trading system running and tested out. You would just add the advantage of decision support based on Positions of Terms and Phrases from a big collection of tweets? 1.Retrieve all NonPureZero DpTrees DP nice.pos 2.For each such, Retrieve NPZ DP day.pos+1 3.  pos, AND the two pTrees nice P=1 1 0 1 0 nice P=1 1 0 1 nice P=1 0 1 0 1 0 nice P=1 0 1 0 1 0 nice P=4 0 1 0 1 0 nice P=1 0 1 0 1 0 nice P=1 0 1 0 1 0 nice P=2 0 1 0 1 0 nice P=1 0 1 0 1 0 nice P=4 0 1 0 1 0 nice P=d 0 1 0 1 0 nice P=2 0 1 0 1 0 nice P=2 0 1 0 1 0 nice P=3 1 0 1 0 Retrieve all NPZ DpTrees DP day.2 None! Retrieve all NPZ DpTrees DP day.3 None! Retrieve all NPZ DpTrees DP day.4 AND with DP nice,3 produces zero pTree day P=4 0 1 0 1 0 nice P=3 1 0 1 0 Retrieve all NPZ DpTrees DP day.5 AND with the 2 DP nice,4 nice P=4 0 1 0 1 0 day P=5 0 1 0 1 0 Retrieve all NPZ DpTrees DP day.e None!

4. A general strategy: Every tweet has a date and refers to a [set of] stock. Look back over the market history and identify (Stock, date) corresponding to “wish I had bought” situations. Characterize the tweet base just prior to that date and involving that stock. Using some metric which measures the “distance” or “difference” between two tweetbases, look for a near neighbor tweetbase and when found buy that stock. What distance? A simple distance between two tweetbases (sets of tweets on a given day) might be to compare the vocabularies. Two tweetbases are close if their vocabularies are close (many of the same words). A better distance might be like the above but only counting key words (which indicate positive sentiment on that stock). Other?

5. APPENDIX: Text Mining using pTrees Sentiment analysis, SA on small datasets (yesterday’s AAPL tweets) w NLP. A new SA signal which is faster/more_accurate/uses_vertical_data? Position info for phrase analysis, but then pTrees are not necessary 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 DTPe expressed as TpTreeSet index (D,P) Positions 1 2 … Doc3 Doc2 Doc1 Best approach? Compose a historical TBHG (deep and wide) TrainingSet, TS(stock,day,.) containing a column for every pertinent Wall Street and Main Street input (e.g., Russia invades Kiev!) on each stock on each day. Class label: increased/decreased (by a threshold % the next day?). Build a Hulls around the “increased” and “decreased’ classes. Classify each stock each day. Buy increasers on margins. Sell decreasers short. A SA column would be a pertinent Wall Street measurement column. Position 100 0010... Term buy DTPe as PpTreeSet index (T,D) Doc3 Doc2 Doc1 Document Table: Doc T1P1…T1P7... T9P1…T9P7 1 1 … 0... 0 … 0 2 0 … 0... 1 … 0 3 0 … 0... 1 … 1 0 1 0 DTPe expressed as Position Table Pos T1D1 T1D2 T1D3...T9D1…T9D3 1 1 0 1... 0 … 0 7 0 … 0... 1 … 1...... Term Table: Term P1D1 P1D2 P1D3...P7D1…P7D3 1 1 0 1... 0 … 0 9 0 … 0... 1 … 1...... 123456 7 Doc3 Doc2 Doc1.Docs are April apple and an always. all AAPL buy... Terms 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0... 1 0 0 000 000 010 0001... 100 0010... DTPe Document Term Position existential Data Cube 123456 7 Doc3 Doc2 Doc1.Docs are April apple and an always. all AAPL buy... Terms 0 0 0 0 0 0 0 0 0 3 0 0 0 0 4 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0... 2 0 0 000 000 030 0001... 500 0020... DTPtf DocTermPos termfrequency Data Cube DTPtf bitsliced gives multiple binary DataCubes One can use any measurement or data structure of measurements, e.g., DTPtfidf in which each cell has a decimal tfidf measurement, which can be bitsliced directly into whole number bitslices plus fractional bitslices (one for each binary digit to the right of the binary point-no need to shift!). In all cases we have 1 or more bitslice DTP bianry cubes (fro DTPe we have only the units bitslice) Use DTPe DataCube when doing Data Warehousing Use DTPe DocTbl for Doc Classification/Clustering Use DTPe TD Rolodex Card when doing TD relationship ARM, etc. 1 2 … 9 Term 123 D TD card P=k k=1..7 DTPe as k=1..7 TD Rolodex Cards 1 2 … 7 Pos 123 D PD card T=k k=1..9 DTPe as k=1..9 PD Rolodex Cards 1 2 … 7 Pos 12…9 Term PT card D=k k=1,2,3 DTPe as k=1..3 PT Rolodex Cards

6. Text Mining using pTrees Position 100 0010... Term buy DTPe in PpTreeSet index (T,D) Doc3 Doc2 Doc1 1 0 DTPe Position Table Pos T1D1 T1D2 T1D3...T9D1…T9D3 1 1 0 1... 0 … 0 7 0 … 0... 1 … 1...... 12 3 4 56 7 Doc3 Doc2 Doc1.Doc are April apple and an always. all AAPL buy... Term 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0... 1 0 0 000 000 010 0001... 100 0010... DTPe Data Cube 1 2 … 9 Term 123 D TDcard P=k k=1..7 DTPe k=1..7 TDRolodexCards 1 2 … 7 Pos 123 D PDcard T=k k=1..9 DTPe k=1..9 PDCards 1 2 … 7 Pos 12…9 T PT card D=k k=1,2,3 DTPe k=1..3 PTCards DTPe Document Table: Doc T1P1…T1P7... T9P1…T9P7 1 1 … 0... 0 … 0 2 0 … 0... 1 … 0 3 0 … 0... 1 … 1 Classical Document Table: Doc Auth… Date...Subj 1 …Subj m 1 1 1/2/13... 0 … 0 2 0 2/2/15... 1 … 0 3 0 3/3/14... 1 … 1 0 Classical DocTbl DpTreeSet 1 Auth Date 0 Subj 1 0 Subj m DTPe Term Table: Term P1D1 P1D2 P1D3...P7D1…P7D3 1 1 0 1... 0 … 0 9 0 … 0... 1 … 1...... DTPe Term Usage Table: Term P1D1 P1D2 P1D3...P7D1…P7D3 1 noun verb adj adv …noun 9 adj noun noun adj noun...... Doc3 Doc2 Doc1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 DTPe TpTreeSet index (D,P) P ositions 1 2 … 0 0 0 0 0 1 0 0 1 P1D1 noun 1 0 0 0 0 0 0 0 0 P1D1 adj D(TP)e Relationship Matrix ( 2 40 x2 30 2D DataCube) Doc T1P1…T1P1K... T1MP1 … T1MP1K 1 0 0 1 0 2 0 0 0 1. 1T 1 0 0 0 S  0 … 1... 1 … 0 One could do classical ARM on D(TP)e. e.g., Pick an Athor (analyst) OO, and a stock, $AAPL. Use the Classical DpTrees to mask all Docs authored by OO. Use the DTPe DpTrees to mask all documents containing $AAPL. Now we have a mask pTree identifying all tweets from OO about $AAPL. Use that mask to isolate that part of D(TP)e referring too OO and $AAPL Mask2=OR (DP all_pos T=$AAPL ).