Summary of different model variations:

Here is a run-down of the different variations of the Data , Years, Outcome variable and Tickers I’ve run through the NB-classifier. Note for all these I report the out-of-sample validation set performance along AUC, Accuracy, Precision, Recall

I have split this into two tables (since it’s quite a few variations).

Another important distinction is whether or not we filter to major events. Tables 3 and 4 summarize different model variations with data sub-set to only key events.

I can produce ROC curves and confusion matrices as well (since I’ve saved the predictions), but I think this is already a ton of information

Table No.1 of different model variations
Model.variation Data Years Outcome.variable Tickers
var_1 Title All 90 day drift < 0 All companies
var_2 Full text All 90 day drift < 0 All companies
var_3 Title 2015 to 2018 90 day drift < 0 All companies
var_4 Full text 2015 to 2018 90 day drift < 0 All companies
var_5 Title All 90 day drift < 0 Excluding top 20
var_6 Full text All 90 day drift < 0 Excluding top 20
var_7 Title All 90 day drift < 0 Top 20
var_8 Full text All 90 day drift < 0 Top 20
var_9 Title 2015 to 2018 90 day drift < 0 Top 20
var_10 Full text 2015 to 2018 90 day drift < 0 Top 20
var_11 Title 2015 to 2018 90 day drift < 0 Excluding top 20
var_12 Full text 2015 to 2018 90 day drift < 0 Excluding top 20
var_13 Title All 3 day drift < 0 All companies
var_14 Full text All 3 day drift < 0 All companies
var_15 Title 2015 to 2018 3 day drift < 0 All companies
var_16 Full text 2015 to 2018 3 day drift < 0 All companies
var_17 Title All 3 day drift < 0 Excluding top 20
var_18 Full text All 3 day drift < 0 Excluding top 20
var_19 Title All 3 day drift < 0 Top 20
var_20 Full text All 3 day drift < 0 Top 20
var_21 Title 2015 to 2018 3 day drift < 0 Top 20
var_22 Full text 2015 to 2018 3 day drift < 0 Top 20
var_23 Title 2015 to 2018 3 day drift < 0 Excluding top 20
var_24 Full text 2015 to 2018 3 day drift < 0 Excluding top 20
Table No.2 of different model variations
Model.variation Data Years Outcome.variable Tickers
var_25 Title All 90 day drift < 0-0.5*SD All companies
var_26 Full text All 90 day drift < 0-0.5*SD All companies
var_27 Title 2015 to 2018 90 day drift < 0-0.5*SD All companies
var_28 Full text 2015 to 2018 90 day drift < 0-0.5*SD All companies
var_29 Title All 90 day drift < 0-0.5*SD Excluding top 20
var_30 Full text All 90 day drift < 0-0.5*SD Excluding top 20
var_31 Title All 90 day drift < 0-0.5*SD Top 20
var_32 Full text All 90 day drift < 0-0.5*SD Top 20
var_33 Title 2015 to 2018 90 day drift < 0-0.5*SD Top 20
var_34 Full text 2015 to 2018 90 day drift < 0-0.5*SD Top 20
var_35 Title 2015 to 2018 90 day drift < 0-0.5*SD Excluding top 20
var_36 Full text 2015 to 2018 90 day drift < 0-0.5*SD Excluding top 20
var_37 Title All 3 day drift < 0-0.5*SD All companies
var_38 Full text All 3 day drift < 0-0.5*SD All companies
var_39 Title 2015 to 2018 3 day drift < 0-0.5*SD All companies
var_40 Full text 2015 to 2018 3 day drift < 0-0.5*SD All companies
var_41 Title All 3 day drift < 0-0.5*SD Excluding top 20
var_42 Full text All 3 day drift < 0-0.5*SD Excluding top 20
var_43 Title All 3 day drift < 0-0.5*SD Top 20
var_44 Full text All 3 day drift < 0-0.5*SD Top 20
var_45 Title 2015 to 2018 3 day drift < 0-0.5*SD Top 20
var_46 Full text 2015 to 2018 3 day drift < 0-0.5*SD Top 20
var_47 Title 2015 to 2018 3 day drift < 0-0.5*SD Excluding top 20
var_48 Full text 2015 to 2018 3 day drift < 0-0.5*SD Excluding top 20
Table No.3 of different model variations - Major Events
Model.variation Data Years Outcome.variable Tickers
var_49 Title All 90 day drift < 0 All companies
var_50 Full text All 90 day drift < 0 All companies
var_51 Title 2015 to 2018 90 day drift < 0 All companies
var_52 Full text 2015 to 2018 90 day drift < 0 All companies
var_53 Title All 90 day drift < 0 Excluding top 20
var_54 Full text All 90 day drift < 0 Excluding top 20
var_55 Title All 90 day drift < 0 Top 20
var_56 Full text All 90 day drift < 0 Top 20
var_57 Title 2015 to 2018 90 day drift < 0 Top 20
var_58 Full text 2015 to 2018 90 day drift < 0 Top 20
var_59 Title 2015 to 2018 90 day drift < 0 Excluding top 20
var_60 Full text 2015 to 2018 90 day drift < 0 Excluding top 20
var_61 Title All 3 day drift < 0 All companies
var_62 Full text All 3 day drift < 0 All companies
var_63 Title 2015 to 2018 3 day drift < 0 All companies
var_64 Full text 2015 to 2018 3 day drift < 0 All companies
var_65 Title All 3 day drift < 0 Excluding top 20
var_66 Full text All 3 day drift < 0 Excluding top 20
var_67 Title All 3 day drift < 0 Top 20
var_68 Full text All 3 day drift < 0 Top 20
var_69 Title 2015 to 2018 3 day drift < 0 Top 20
var_70 Full text 2015 to 2018 3 day drift < 0 Top 20
var_71 Title 2015 to 2018 3 day drift < 0 Excluding top 20
var_72 Full text 2015 to 2018 3 day drift < 0 Excluding top 20
Table No.4 of different model variations - Major Events
Model.variation Data Years Outcome.variable Tickers
var_73 Title All 90 day drift < 0-0.5*SD All companies
var_74 Full text All 90 day drift < 0-0.5*SD All companies
var_75 Title 2015 to 2018 90 day drift < 0-0.5*SD All companies
var_76 Full text 2015 to 2018 90 day drift < 0-0.5*SD All companies
var_77 Title All 90 day drift < 0-0.5*SD Excluding top 20
var_78 Full text All 90 day drift < 0-0.5*SD Excluding top 20
var_79 Title All 90 day drift < 0-0.5*SD Top 20
var_80 Full text All 90 day drift < 0-0.5*SD Top 20
var_81 Title 2015 to 2018 90 day drift < 0-0.5*SD Top 20
var_82 Full text 2015 to 2018 90 day drift < 0-0.5*SD Top 20
var_83 Title 2015 to 2018 90 day drift < 0-0.5*SD Excluding top 20
var_84 Full text 2015 to 2018 90 day drift < 0-0.5*SD Excluding top 20
var_85 Title All 3 day drift < 0-0.5*SD All companies
var_86 Full text All 3 day drift < 0-0.5*SD All companies
var_87 Title 2015 to 2018 3 day drift < 0-0.5*SD All companies
var_88 Full text 2015 to 2018 3 day drift < 0-0.5*SD All companies
var_89 Title All 3 day drift < 0-0.5*SD Excluding top 20
var_90 Full text All 3 day drift < 0-0.5*SD Excluding top 20
var_91 Title All 3 day drift < 0-0.5*SD Top 20
var_92 Full text All 3 day drift < 0-0.5*SD Top 20
var_93 Title 2015 to 2018 3 day drift < 0-0.5*SD Top 20
var_94 Full text 2015 to 2018 3 day drift < 0-0.5*SD Top 20
var_95 Title 2015 to 2018 3 day drift < 0-0.5*SD Excluding top 20
var_96 Full text 2015 to 2018 3 day drift < 0-0.5*SD Excluding top 20

Within-sample metrics:

Here are two plots summarizing the different within-sample metrics for the first iteration of the Naive-Bayes classifier. Note that the x-axis is sorted on AUC.

NOTE The idea behind these plots is to measure which variations achieve maximum AUC. The second table records precision and recall with the x-axis still sorted after AUC. That way you can easily look up those metrics for any AUC performance.

Model Variations from Table No.1

Figures from Table No.1

Model Variations from Table No.2

Figures from Table No.2

Model Variations from Table No.3

Figures from Table No.3

Model Variations from Table No.4

Figures from Table No.4

Key Words:

Here I’m recording the top 15 words with the highest positive (i.e. over-reaction) and negative class prediction. The column Class is color coded to avoid confusion.

Key words for Table No.1

NOTE Columns in grey are those trained on titles only !

Top words for model variations
15 most important words for positive-class prediction
Rank Class var_1 var_2 var_3 var_4 var_5 var_6 var_7 var_8 var_9 var_10 var_11 var_12 var_13 var_14 var_15 var_16 var_17 var_18 var_19 var_20 var_21 var_22 var_23 var_24
0 pos wealth musk pattern musk rival silver helps musk said correction delay comcast pattern musk downgrades musk iran wells pattern musk complaint musk proxy wells
1 pos success solar max solar recession solar tillerson xom getting musk engineering solar charter technological pattern lithium mean western merck spotlights johnson revolutions iran western
2 pos bln life settles life auction chemical adviser hour slides peak broader chemical downgrades drilling bombardier kick patterson drilling problems revolutions reversal spotlights biopharma chemical
3 pos worst tesla chrysler loans access life huawei netflix success netflix rival loans bombardier phenomenon charter spotlights infosys chemical virtual tickers problems kick expanded ta
4 pos fiat french wealth peak expeditors drugs norway mining forecasts xom drugs cable netflix iphones cat technological drilling lithium joint steel adobe tickers finish apple
5 pos pattern loans holds mining copper loans hacking correction tillerson device technical life notable western super iphones uber metals industries technological merck technological aflac sequentially
6 pos getting round fiat wrote drugs german getting crash hacking email access bull deere bigger opportunity efficiency wells eu carmakers mother guides solar infosys series
7 pos comps exploration worst face challenges copper carmakers peak huawei produce expeditors drugs rig iphone ubs iphone autodesk poor estate kick pattern mere patterson thomson
8 pos access wave pound automakers old crisis faang tesla row autonomous paypal factor oracle advantage rig bigger viacom final oracle surpassed decline gaap drilling inventory
9 pos charter mining 737 bull delay pfizer fees battery cancer miles slumps pfizer 300 creating decline ibm 34 prime gopro mere lost adjusted aircraft highest
10 pos 737 german police motors progress merck apps haven adviser automakers lose book cable gaap aes phenomenon wants series decline solar joint mother ubs weekly
11 pos police miles eur investigation stop cable zone minister carmakers safe organic channel cat property universal advantage equities dividends reversal revenues virtual bigger pultegroup bonds
12 pos cvx makers consumers changed slumps channel consumers tariffs holds motors aircraft rig 200 dividend cable western central quality summit bigger dax revenues uber 5g
13 pos plunge wrote makers smart paypal recession buyers imports apps drivers old verizon aluminum tickers notable gaap fb exploration qatar phenomenon volume surpassed wells units
14 pos consumers stimulus access tesla dax blue worst bp bears class scripts face adobe operational 300 aug icahn thomson turnaround advantage qatar advantage transportation housing
Top words for model variations
15 most important words for negative-class prediction
Rank Class var_1 var_2 var_3 var_4 var_5 var_6 var_7 var_8 var_9 var_10 var_11 var_12 var_13 var_14 var_15 var_16 var_17 var_18 var_19 var_20 var_21 var_22 var_23 var_24
0 neg mylan climb mylan begun prologis steel narrower save members save prologis steel place wave max pe anti macy police wave police pe anti macy
1 neg mills 2007 controls pure deliver restaurant lag begun narrower pure pain brazil 737 pe place steel gt steel max pe raytheon kevin amerisourcebergen steel
2 neg yellen restaurant soaring kevin railroad brazil members climb crm kevin deliver chipotle struggle ge 737 miss place imports models intel tool intel instead imports
3 neg half pe yellen climb fmc chipotle revisions drug half begun fmc restaurant breaks steel hurricane lockheed etfc peg guide begun books begun place shale
4 neg buffett steel mills 2007 free wait lines 2007 lag climb anti blackrock disappointing choice reit begun boom brazil lines choice candidate proposal paypal utilities
5 neg panel taxes deliver miss regulators sa half esp memo 2007 strike wait police fda fear kevin streaming utilities regulatory campaign halt wireless gt pe
6 neg states jpmorgan half pe pain blackrock hathaway generation operating drug boom advisory lines canadian police ge stop morgan passes jets moved pure boom lockheed
7 neg missile defense blow restaurant anti amounts snapshot pe snapchat yellen head pe mobil climb lines choice lululemon trump shipping metal models choice beer peg
8 neg blow brazil vietnam believes boom indicators drug invest revisions generation struggles sa slows restaurant obamacare budget jwn insurers disappointing brent max campaign lululemon express
9 neg begins invest water defense strike screening begins chase 05 esp healthy taxes advance budget states beijing copper reduction hours safety ericsson compares roche military
10 neg employees texas operating invest improved wizard fda taxes lines invest free class regulatory australian dish campaign rife advertising pays canadian guide jets tie insurers
11 neg past believes buffett black head units past believes hathaway pe regulators restaurants jets easing mobil martin emerging talks fear climb advance brent emerging nordstrom
12 neg strike vgm states steel panel restaurants delta healthcare begins surprises improved begun aum approach don pure tie fda traffic id gap save jwn brazil
13 neg vale pegged begins taxes winning website estimate score employees believes estate utilities dish beijing breaks compares lennar cap advance network pentagon network goodyear hedge
14 neg softbank suggest employees generation mylan 96 transfer airlines books healthcare rtn estate fear monetary jets restaurant sap shale breaks networks regulatory website csco defense

Key words for Table No.2

NOTE Columns in grey are those trained on titles only !

Top words for model variations
15 most important words for positive-class prediction
Rank Class var_25 var_26 var_27 var_28 var_29 var_30 var_31 var_32 var_33 var_34 var_35 var_36 var_37 var_38 var_39 var_40 var_41 var_42 var_43 var_44 var_45 var_46 var_47 var_48
0 pos success yahoo getting insurers gopro chemical summer uber strikes mining pattern chemical limited iphones dump chemical pvh chemical problems revolutions problems revolutions lawyer wells
1 pos broader uber huge uber recession drugs weeks exxon wary uber crisis drugs novartis iphone limited iphones sky wells irish spotlights party nvidia stryker chemical
2 pos event alibaba event yahoo germany silver semiconductor mining summer exxon extends wells summit technological properties iphone adding mutual quiet tickers debut spotlights pvh mortgage
3 pos taxes exploration eur life pattern insurers slides eur summary xom germany saudi aes tickers progressive technological pgr usd michigan mother 04 esp sky yields
4 pos spend life broader face success bull details tariffs try lithium aerospace insurers opportunity breakthrough appeals tickers vol jun pipeline kick provide tickers pgr unfavorable
5 pos battery survey battery mart cbs rsi fewer yahoo chicago netflix ciena square foxconn musk abbvie qualcomm nsc mortgage limited technological reveals mother nsc repurchase
6 pos steps mart spend wal 200 bear lynch chevron getting gold cbs bull senator phenomenon opportunity watch live repurchase johnson esp michigan kick shack article
7 pos cbs changes extends changes note changes minister drivers weeks tariffs adi life february taxes rig breakthrough garden resource changed iphones quiet technological steady cancer
8 pos 1b wal steps safe aerospace life purchase netflix ubs drivers agrees exploration supreme brexit aes ibm pmi amounts nvda mere limited mere cheap west
9 pos appeals lithium wild peg nxp russia police swiss semiconductor yahoo petroleum takes watchdog apple novartis musk greece unemployment party qualcomm pipeline qualcomm wholesale jun
10 pos purchase face army tariffs adi pharmaceuticals inches imports huge face profits changes provide bigger foxconn drilling autodesk partners wire phenomenon bancorp iphones brent blackrock
11 pos retirement tariffs funding mining ciena wells license face purchase safe spend shale securities esp straight fast shack article gs taxes johnson phenomenon bsx car
12 pos linkedin 93 drugs gaap disappoints german wary usd minister youtube nxp individual wealth fast senator phenomenon viacom employment debut iphone natural iphone ntap drilling
13 pos founder eur 1b device agrees fixed irish team barnes device steady germany appeals qualcomm provide efficiency old eu linkedin breakthrough nvda advantage pcar uncover
14 pos fix device cbs drivers extends aircraft try alibaba lynch life success peg mexican watch decline bigger impress western sharing solar gs breakthrough centers gdp
Top words for model variations
15 most important words for negative-class prediction
Rank Class var_25 var_26 var_27 var_28 var_29 var_30 var_31 var_32 var_33 var_34 var_35 var_36 var_37 var_38 var_39 var_40 var_41 var_42 var_43 var_44 var_45 var_46 var_47 var_48
0 neg embraer save embraer save enhances family rtn save operating save enhances education 737 proposed 737 proposed anti macy maersk jets maersk jets anti nordstrom
1 neg hackers 2007 barrick 2007 transport amounts lag 2007 rtn 2007 tower family poor verizon csco steel rogers education fcc russian multi square 07 macy
2 neg solution mega hackers mega panel education agrees airlines hackers mega abt utilities csco search philip verizon transfer steel multi wave forces russian rogers education
3 neg barrick boeing solution greatest pre beta chase lockheed hailing matras solution chipotle embraer interview roche chevron abc equal shut proposed fcc chevron transfer steel
4 neg rtn toyota chubb ge tower leverage revisions kevin scores 2025 panel reits iii republican jwn bitcoin amerisourcebergen aum bigger south advance test ev cisco
5 neg cpi ge rtn boeing intuit mutual phase greatest leasing names customers leverage deliveries patients strike patients private cisco cheap search satellite orders amerisourcebergen verizon
6 neg solarcity kevin solarcity kevin affirmed transportation leasing drug range lockheed therapy homes marriott chevron deliveries republican ev verizon commodity test goods proposed life promising
7 neg shake gm shake names climate homes card names phase kevin transport macy strike bitcoin fy18 search tex party max chevron concern unemployment dxc hedge
8 neg positioned transportation positioned begun regulators blackrock embraer silver revisions phase pain trust roche steel iii test txt promising military russia winners south private aum
9 neg bankruptcy airlines kb lockheed therapy restaurant slightly toyota lag greatest affirmed transportation shut test turns orders life peg greece export siemens bid won equal
10 neg wti family climb snap chubb trust acquire suggest memo airlines climate restaurant prime wave marriott valuation philip simple fails safety safe search abc imports
11 neg expedia lockheed argentina climb solution japanese memo pure chase suggest regulators delivery refinery grade embraer bid sues pe testing bid bigger rights instead percentage
12 neg cnx snap campaign transportation abt ending suit boeing agrees pretty intuit estate shipping advertising prime advertising jwn trump books bad 737 goods centerpoint bitcoin
13 neg revisions begun activision airlines fe holiday desk ge card revisions content blackrock peru south peru wireless fourth percentage working vote military moves motor trump
14 neg mellon pe xl martin midstream pe spotlight healthcare operations 42 takata restaurants forces plant forces homes robust hedge payrolls rights max hong txt programs

Key words for Table No.3

NOTE Columns in grey are those trained on titles only !

Top words for model variations
15 most important words for positive-class prediction
Rank Class var_49 var_50 var_51 var_52 var_53 var_54 var_55 var_56 var_57 var_58 var_59 var_60 var_61 var_62 var_63 var_64 var_65 var_66 var_67 var_68 var_69 var_70 var_71 var_72
0 pos projects blockchain tool solar amkor aig bubble estimize problem hour fslr aig margins estimize upgraded tesla pxd estimize vietnam buffett advanced tesla pxd aig
1 pos bln solar hrl blockchain iot ns approve lithium freeze chrysler family ns lay tesla 200 merck stryker western leader alibaba navy steel unions premiums
2 pos fiat estimize signals sa progress providers enter blockchain finds plants iot solar 200 mining supreme favorable goods aig spend estimize scrutiny gold stryker wynn
3 pos family merck comps providers slumps solar bribery possibility visa peak comps etfs fees favorable navy western unions drilling california tesla leader 61 away western
4 pos betting peak iot walmart acquisitions reform wealth walmart seven italy acquisitions providers banker metals margins style tariff pe backs care subdued metals session wells
5 pos canadian lithium projects officials comps etfs giants game secures lines movil label summit lines proxy uber drilling wells lng mining country active drilling policies
6 pos correction beijing lows minutes projects coal projects holiday creates blockchain cat wells supreme fuel create liquidity margins exploration black steel precious watch tariff barrels
7 pos approve dropped acquisitions dropped fslr german pairs eps dent enterprise reits comcast navy community double white ease wynn irish property veteran care actelion labor
8 pos progress wealth family pacific family merck police sec bears savings retailers sa success western opel metals proxy grade stance plant freeze fuel margins accenture
9 pos police officials dismal construction bonus cell irish weekend doubles question schwab election california white patents fuel nsc policies northrop fuel significant picture hog resorts
10 pos signals mcdonald settles basket president mortgage improving ounce largest walmart ntrs western spend merck breakout operational create metals summit community upgraded miles fslr reform
11 pos really fears presence changed hrl wells path hour emails game hrl housing pop question technical 2012 forex barrels safe watch renault mentioned ciena favorable
12 pos path anticipated patents election neutrality housing bargain community approve australia tie reform reporting force lay yen ciena favorable customers uber 28 eur shine inventory
13 pos ericsson stimulus googl pharmaceuticals ntrs french peak war businesses reserves president apr november independent drilling reform stakes russia pipeline institutions spend pipeline february petroleum
14 pos wage pharmaceuticals related asian tie obama old peak huge clearly actelion mortgage retirement pharmaceuticals california bitcoin michael style 200 musk johnson musk agrees merck
Top words for model variations
15 most important words for negative-class prediction
Rank Class var_49 var_50 var_51 var_52 var_53 var_54 var_55 var_56 var_57 var_58 var_59 var_60 var_61 var_62 var_63 var_64 var_65 var_66 var_67 var_68 var_69 var_70 var_71 var_72
0 neg talc picking delta advice giants accenture thoughts buffett computing samsung giants accenture 2b wave gaming sec base tata worse wave instead vix 5b macy
1 neg motor portfolios talc chicago carmax advice citibank aluminum operating vix selects card cliff justice presence proposal nrg etfs modi strategic counter sec spite ebay
2 neg struggles advice struggles picking sherwin express break yellen inquiry yellen palo screen road ge does justice 2b payment led network frankfurt yahoo nrg card
3 neg recession yellen argentina yellen stryker women valuation quality upgraded transportation defends advice alnylam telecom site cisco commerce ns offerings shareholder ipos electronics csco tata
4 neg half profitable half recommendation driving card cuba activities create dividends alto chicago shopping etfs heat ge advance card discount sec components cyber 2b payment
5 neg expedia chicago rule attractive winning chicago struggles commodities corporation immediate stryker express legal budget smartphone budget crash retailers models campaign pc bp commerce ns
6 neg solution commodities motor centers self picking spy computing cook quality sherwin nse family payment analog yuan education uk officer budget daihatsu immediate don solar
7 neg tells chase tells profitable winners game moody specific moody india driving disclosure enterprise ipo road payment csco solar books yahoo nigeria samsung cautious etfs
8 neg lam disclosure stay portfolios awarded portfolios stance shale selling buffett self southern fedex settlement legal aerospace mccormick telecom soon eventually concern ecb education utility
9 neg continental attractive confirms immediate constellation profitable venture common hours aluminum awarded game attacks shareholder weaker bo don utility shutdown family shutdown shareholder customer actually
10 neg moody storage shell estate rocket southern cliff premium accenture attractive rogers profitable cbre ecb forces solar retailers advertising hours ge nominees family alcoa plant
11 neg emissions recommendation acn toyota gaming interview reason copper stellar premium agency recommendation dell fda modi retailers gaming outperform shareholder chance cheaper italy play chicago
12 neg aluminum brazil east buys flavors recommendation tells devices computer moment rocket community site samsung political card extends rival phone airbus jitters martin autonation justice
13 neg oct cloud hasbro tesla verdict advertising range score daihatsu oct winning women payrolls hikes alnylam uncertainty bring uncertainty moody items track jets tjx areas
14 neg surgical toyota macau brazil design disclosure federal india pc client verdict picking political stanley candidate shareholder smaller department imf aerospace models phone dax pacific

Key words for Table No.4

NOTE Columns in grey are those trained on titles only !

Top words for model variations
15 most important words for positive-class prediction
Rank Class var_73 var_74 var_75 var_76 var_77 var_78 var_79 var_80 var_81 var_82 var_83 var_84 var_85 var_86 var_87 var_88 var_89 var_90 var_91 var_92 var_93 var_94 var_95 var_96
0 pos csx estimize shared tariffs arthritis bats fighter tariffs rbs toys airbus aig leadership steel funding tesla lay deere lack pounds unknown musk jury fargo
1 pos fee alibaba truck solar government aig 64 alibaba ultra tariffs deere teva proxy opec lithium steel pursuit estimize virtual musk worm tesla tmus steel
2 pos movil tariffs drugs drugs rough estimize national ounce national miles lymphoma premiums extended tesla qatar opec iv steel lear opec pollution opec britain wells
3 pos chipmaker drugs movil alibaba ubnt premiums hate eps swings exploration lvs biotech summit estimize massive inventory reporting wells shifts copper txt bpd bear cigna
4 pos losing solar hathaway investigation ubiquiti salesforce hathaway summit swing sellers related barrels feature copper reaches aig betting es qatar tariffs ppi aluminum israeli inventory
5 pos pairs ounce coo search little biotech problems game arrest cheaper blow biogen cryptocurrency inventory reality automakers files aig tone alibaba practices frank nov aig
6 pos players sep patents protection founder reform 88 reserves surpass plants adbe chip stryker summer makers tariffs tmus inventory shoe aluminum prenatal metals mksi es
7 pos astrazeneca protection factories shanghai lingers barrels 7th uber supreme esp loses salesforce transportation automakers machines internal reduces restaurant fees tesla prepare tariffs mks restaurant
8 pos property reduced fee reduced nktr iron haul anti newest book gol wholesale nsc yen broke uber israeli residential fidelity asx tweaks oct bce wynn
9 pos fiat investigation accounts reserves russell reduced gainers ruling newly search golf nvidia florida uber borrowers tv hrb pivot let producer tussle probably fl residential
10 pos betting bitcoin months chemical leverage scores 73 independent noc canada government drugs lost investigation bolt gm triumph drilling thrive automakers oceans automakers bbby liquidity
11 pos 1b round fiat sa tribune drugs newest nov nomura import lynparza reduced pxd social edges yen bitcoin bitcoin shorting brands object housing issued employees
12 pos halts reserves ways steel leidos versus accelerate party number australia looms reform guides association melanoma barrels bites ratios tgt oct oakland mining brown association
13 pos surpass pharmaceuticals guilty iii tree label lyft wave e3 reserves resistance solar highest alibaba beverage bearish funding western fined barrels nzd facility enrollment auto
14 pos lmt blockchain wave pharmaceuticals training solar settles leave oilwell investigation resmed jets perspective 07 leadership association little martin fitb bernanke turns inventories stericycle restaurants
Top words for model variations
15 most important words for negative-class prediction
Rank Class var_73 var_74 var_75 var_76 var_77 var_78 var_79 var_80 var_81 var_82 var_83 var_84 var_85 var_86 var_87 var_88 var_89 var_90 var_91 var_92 var_93 var_94 var_95 var_96
0 neg nba yellen selects advice zumiez expedia account buffett zodiac yellen zumiez expedia road wave lincoln sec iot bats polish wave nvidia 737 orders cisco
1 neg ffo homes nba yellen reg tgr mazda yellen final buffett forces screening apollo sec lending centers initiatives biotech non sec pocket chance exploring biotech
2 neg ecolab picking way material bloomberg chipotle 95 arm tight rating february screen wage merger winners card anti 5g kill chance press sec porphyria 5g
3 neg courts advice lay picking blackberry screen a320 switch ties sharp silver chipotle chubb fda layoffs bit lnc simple philip airbus presidential dividends gas uk
4 neg cuba material achc toyota biopharma advice maersk common dutch electronics filing wizard base cisco advance yahoo lift uk uncertainty bitcoin preserve solutions jpmorgan scale
5 neg lifting portfolios blocks disclosure turns wizard malware indexes california picking fines advice federal simple kroger justice leukemia cisco phones client prep paris judge bit
6 neg live toyota hopes immediate replaces amounts aar activities textron bankers pain disclosure singapore drugs investments merger leaving roche jury strategic zero airbus finance spectrum
7 neg dominion amounts horton homes florida silver massachusetts user jnj hardware fitch devry challenges shareholder conmed dividends amex scale jp yuan polish immediate enhances plant
8 neg pass twitter dead leverage replace homes means toyota federal chair flight homes microchip yahoo additional ford jd foods try quality plus discount step lilly
9 neg dead subject smartphone frame bhp exploration location twitter joint samsung florida movement wrapup yuan constellation fda jci bought prison discount woos projected kbh foods
10 neg confirms profitable ddr portfolios london material mh370 regional cad french flu bloomberg barclays card 21 uk alto lilly problem citi plunged anticipated narrows bought
11 neg uncertainty taxes rock transactions bets bloomberg action typically juncture toyota following enrollment adi listed holding shareholder itri education trouble eventually plugs africa narrower crisis
12 neg stryker nuclear softbank visit uncertainty ppg models nuclear technologies activities fred leverage fomc regulatory coo test allegheny automation project arm plot suggest primary card
13 neg softbank leverage cvs profitable luv subject moody recommendations faraday material fb material strike verizon cuba solution irish drugs promote smartphone pledges yellen kills parts
14 neg expanded activities transunion community beer metric morris airbus rock advice fy17 visit boss payment democrats drugs investigation plant prospects export pledge shareholder printing brexit