1. [4pts] Nearest Neighbours and the Curse of Dimensionality. In this question, you
will verify the claim from lecture that “most” points in a high-dimensional space are far away
from each other, and also approximately the same distance.
(a) [2pts] First, consider two independent univariate random variables X and Y sampled
uniformly from the unit interval [0, 1]. Determine the expectation and variance of the
random variable Z, defined as the squared distance Z = (X − Y )
(b) [1pts] Now suppose we sample two points independently from a unit cube in d dimensions. Observe that each coordinate is sampled independently from [0, 1], i.e. we can view
this as sampling random variables X1, . . . , Xd, Y1, . . . , Yd independently from [0, 1]. The
squared Euclidean distance can be written as R = Z1 + · · · + Zd, where Zi = (Xi − Yi)
Using the properties of expectation and variance, determine E[R] and Var[R]. You may
give your answer in terms of the dimension d, and E[Z] and Var[Z] (the answers from
(c) [1pt] Based on your answer to part (b), compare the mean and standard deviation of R
to the maximum possible squared Euclidean distance (i.e. the distance between opposite
corners of the cube). Why does this support the claim that in high dimensions, “most
points are far away, and approximately the same distance”?
CSC411 Winter 2019 Homework 1
2. [5pts] Decision Trees. This question is taken from a project by Lisa Zhang and Michael
In this question, you will use the scikit-learn decision tree classifier to classify real vs. fake
news headlines. The aim of this question is for you to read the scikit-learn API and get
comfortable with training/validation splits.
We will use a dataset of 1298 “fake news” headlines (which mostly include headlines of articles
classified as biased, etc.) and 1968 “real” news headlines, where the “fake news” headlines
are from https://www.kaggle.com/mrisdal/fake-news/data and “real news” headlines are
Each headline appears as a single line in the data file. Words in the headline are separated
by spaces, so just use str.split() in Python to split the headlines into words.
You will build a decision tree to classify real vs. fake news headlines. Instead of coding
the decision trees yourself, you will do what we normally do in practice — use an existing
implementation. You should use the DecisionTreeClassifier included in sklearn. Note
that figuring out how to use this implementation is a part of the assignment.
All code should be included in the file hw1_code.py which you submit through MarkUs.
(a) [1pt] Write a function load_data which loads the data, preprocesses it using a vectorizer
extraction.text), and splits the entire dataset randomly into 70% training, 15% validation, and 15% test examples.
(b) [1pt] Write a function select_model which trains the decision tree classifier using
at least 5 different values of max_depth, as well as two different split criteria (information gain and Gini coefficient), evaluates the performance of each one on the
validation set, and prints the resulting accuracies of each model. You should use
DecisionTreeClassifier, but you should write the validation code yourself. Include
the output of this function in your solution PDF (hw1_writeup.pdf).
(c) [1pt] Now let’s stick with the hyperparameters which achieved the highest validation
accuracy. Extract and visualize the first two layers of the tree. Your visualization does
not have to be an image: it is perfectly fine to display text. It may also be hand-drawn.
Include your visualization in your solution PDF (hw1_writeup.pdf).
(d) [2pts] Write a function compute_information_gain which computes the information
gain of a split on the training data. That is, compute I(Y, xi), where Y is the random
variable signifying whether the headline is real or fake, and xi
is the keyword chosen for
Report the outputs of this function for the topmost split from the previous part, and for
several other keywords.
donald trump do you remember the year since he was elected trump defends son over emails as moscow hits back donald trump strategist says media wont easily give back america anthony scaramucci who is donald trumps new comms director donald trumps mobile phone use worries security experts us election donald trump voters exit polls donald trump signs orders limiting refugee intake syria regime change trump administration priority un haley says asx to open higher wall street optimistic trump tax cuts trump considering new travel ban executive order us election donald trump tax records suggest no federal taxes donald trump paris agreement withdrawal leaves world reeling trump aides called to testify over russia links trump tweets his glee at fake news donald trump responds to his twitter account outage trump accepts russia engaged cyber attacks chief of staff donald trump announces otto warmbiers death trumps team says we are behind but can still win the race north korea calls trump warning a load of nonsense a long handshake between trump and macron ends us donald trump epa boss scott pruitt to vist australia donald trump election win gets mixed reaction in australia trump to wade into middle east politics on first foreign trip trump budget cut bid would make it impossible for un donald trump masks a sellout for halloween donald trump v north korea quiz whose jibe is it anyway washington prepares for trump inauguration protesters lucia osborne crowley trump tape voter reactions what donald trump has said about his taxes modern witchcraft and the spell on trump a murky cauldron trump threatens military option in venezuela obama to reassure us allies about trumps commitment to nato trump defends remarks on veterans and mental health sara james on donald trump at the g20 trump refuses to set deadline for withdrawing from donald trump is considering new immigration executive order trump tells sisi us egypt will fight islamic militants together trump vs the fed what happens next donald trump unannounced visit korean dmz abandoned bad weather judge blocks trumps travel ban what we know about donald trumps great plan to reform healthcare donald trump likely to ask australia to gol to south china sea putin curbs anti west rhetoric says wants to get on with trump donald trump jokes to boy scouts about tom price jeff sessions trumps stance on iran nuclear deal could mean trouble ahead trump protectionist message appeals to working class women trump deepens attacks on former beauty queen alicia machado trump lashes out again at television hosts shifts blame to nbc mexico peso sinks to life lows as trump wins us presidency donald trump issues ultimatum over obamacare repeal trump puts lobbying restriction on administration officials wall st us stocks slip on trump pharmaceuticals tweet what the gilded age can teach about trump kremlin confirms trump putin call for saturday pete souza trolls donald trump trump appears to forget to sign executive order trumps travel ban appeal denied by us court hillary clinton concedes election defeat to donald trump donald trump hillary clinton final debate trump clinton face off at second presidential debate this week in finance donald trump a market mover donald trump sabotaged pledge to broker middle east peace deal donald trump presidency jitters sparks fall asia pacific markets rights groups to sue if trumps transgender ban becomes law huw parkinson trumpocalypse now trumps russian reveal could see allies limit intel sharing turnbull comments on trumps immigration policies china hits back at trump criticism over north korea missile test us scientists prepare to fight trumps war on science will legal challenges to trumps visa ban succeed john mccain says donald trump does make him trump says first 100 days just the beginning for you are fake news trump blasts media the comey fall out whats next for trump donald trump says relationship with russia at all time low jewish jokester talks trump and israel donald trump meets xi jinping for talks in florida donald trump through looking glass alec baldwin says of snl skit financial markets anxious ahead of key trump donald trump budget sell breitbart swinging against health plan us election trump clinton campaign as it happened donald trump north korea un speech sound of dog barking trump talks extremism in saudi arabia donald trump allows refugee admissions resume new screening donald trump vladimir putin cover all bases in g20 meeting trump calls for more action on north korea is trump jnr taking the hit for trump snr donald trump trade strategy starts with quitting asia pact whats happening trump travel ban after appeals court hearing donald trump defends sharing information with russia turmoil continues in us as trump threatens donald trump threatens new major sanctions on north korea donald trump promises punish companies moving jobs overseas series 2 episode 14 trumps first 100 days lucky donald trump administration wades into even murkier waters donald trump recognises jerusalem as israels capital donald trump hands out sweets for halloween donald trump praises australians on coral sea 75th anniversary trumps chief strategist bannon the man behind immigration ban donald trump protest marches to take place by women worldwide donald trump pardons ex arizona sherrif joe arpaio asx rebound before christmas trump tax cuts wall street impact donald trump former adviser says he just needs a strong coach irans president slams trump comments ignorant absurd and hateful donald trumps win to ramp up conservative politics in australia trump aide sebastian gorka the latest to leave white house donald trumps unique tweets and speeches explained live blog donald trump hillary clinton third presidential debate charles edel discusses donald trumps united shinzo abe meets donald trump in new york turnbull should talk trump down preemptive strike north korea turnbull to meet trump for the first time next week in us soldiers widow says trump call made me cry even trump says no transgender individuals will serve in us military trump under investigation for obstruction of justice us media donald trump tweets criticism of former ally bob corker donald trump reprising campaign attacks on hillary clinton the case for and against donald trump north korean foreign ministry labels trump old john kelly donald trump fallen soldier controversy donald trump travel ban visa applicants criteria donald trump will fight to end bigotry anti semitism is a blue wave resurgence underway in trumps keating on american foreign policy after trump victory mexicans react to donald trumps wall announcement donald trump urges united nations reform during first address donald trump condemns the kkk neo nazis white supremacists vandalised trump hollywood star repaired trump insider james lacy us election donald trump phenomenon in des moines iowa questions for trump first press conference donald trump border wall models take shape in san diego trump says has great love for young immigrants paul manafort donald trump russia inquiry trump adviser says statue of liberty poem not about immigration uk reacts to donald trumps far right britain first intelligence committee requests evidence for trump wiretap claim michelle obama attacks trump over sexual assault comments trump defends firing of fbi chief comey meets lavrov us election republican richard armitage fears trump presidency what is happening with trumps transgender military ban who is george papadopoulos the former trump campaign aide how important is the trump turnbull relationship donald trump starts paying for own lawyers in russia probe donald trumps granddaughter charms china with a plus mandarin trump national security advisor kt mcfarland to stand down un agencies urge trump to allow refugees entry trump visits civil rights museum donald trump hugs narendra modi at white house trump petition to stop state visit gathers million signatures johnny depp appears to joke about trump trump appoints scott pruitt to head enviornment agency james comey sacking what happens now trump markets tell us president trump is worse than brexit trump hits out at fake news following kushner reports trump and china us election analysis donald trump senate will not vote on obamacare repeal trump scaramucci harvard directory said he was dead donald trump infrastructure building spree economy australia trump discounts accusations against senate trump withdraws from tpp trump advisor counselled over free commercial trump world leaders arrive for g20 summit trump does not think us should copy australias health system donald trump struggled to put out fires this week bruce springsteen talks trump on first night of australian tour democrats sue trump for alleged voter intimidation in 4 states trump voters mourning loss of american dream donald trump blasts former fbi chief james comey donald trump paris climate deal exit and covfefe north korea writes open letter federal parliament donald trump donald trump will be haunted by james comey recordings admission china lodges protest after trump call with taiwan president automation threat trucking industry driverless trucks trumpland donald trump and vladimir putin talk terrorism relations donald trump claims predecessors didnt honour fallen soldiers donald trump xi jinpings first meeting to be dominated by trade hobarts anglican dean channels donald trump melania trump wins damages from daily mail over escort article donald trump says north korea leader kim jong un acting badly trump suddenly focuses on puerto rico promises visit aid trump drops bannon from national security council episode 44 tater tot and the trump lot donald trump the antithesis of barack obama who split the gop us president donald trump has three choices in afghanistan how do americans rate trump 100 days in donald trumps tweeting ways trump lectures nato leaders on defence spending america can not be intimidated trump commemorates ivanka replaces donald trump at g20 leaders table mccains veiled criticism of trump us president trump vows to support cia in bid to mend ties mcmaster denies trump revealed classified information donald trump too hard to satirise say trey parker and matt stone donald trump tells guam governor tourism will rise pyongyang puts on show of force as trump hardens will presidential demeanour replace trump campaign donald trumps tweets are a wake up call like no other donald trump solar panels would see mexico wall pay for itself trump meets with possible recruits for cabinet donald trump jr meeting rinat akhmetshin confirms attendance did trump just shove aside a prime minister donald trumps first overseas trip takes him furth er than most zed seselja on trumps use of fake news trump prompts cheers at evangelicals rally trump says all countries will have greater what locals think of trumps jerusalem move malcolm turnbull congratulates donald trump key moments of donald trump election night speech how to explain donald trump victory to kids trump continues to talk tough on north korea whats trump really thinking donald trump afghanistan strategy more questions than answers john brennan donald trump lacks understanding russian threat trump traders republicans using their vote to install clinton top us republican ryan distances himself from trump trump asks americans to be vigilant as hurricane trump turnbull transcript refugee deal human rights groups donald trump presidential victory made official by us congress trump praises fbi for reopening email investigation trump may talks russian sanctions trumps national security pick turns down offer x jinpingi portrays china as global leader as trump era looms lebron james takes aim at donald trump over nfl comments opinion donald trump conflicts of interest trump putin meeting at g20 more restraint on stage than off as trump and bill and hillary clinton to attend donald trump inauguration obama to reassure us allies about trump commitment to nato what to expect from america future first lady melania trump trump xi showdown fails to materialise at meeting trump migrants cross mexican border ahead of new president donald trumps move against north korea is not about terrorism un votes to reject trump push to move capital to jerusalem trump meets house speaker paul ryan donald trump says he is not considering firing robert mueller donald trump vows to broker israeli palestinian peace deal trump supporters move to block vote recount in three states trump urges senate republicans to keep trying on healthcare bill donald trumps battle with obamacare leaves us health care limbo trumps plans for after the november election anti trump protestors gather outside the white jesse jackson wants trump to change his mind on donald trump announces herbert mcmaster security adviser saturday night live alec baldwin debuts as donald trump donald trump claims he coined priming the pump metaphor wadah khanfar says trump is putting on a show donald trump other us appeals court rules against travel ban trump climate deal turns buildings green from paris changes trump formal notice appeal lodged after travel ban decision us green card holders donald trump order trump victory could impact mining sector in short term wa cairns cafe dumps donald trump sandwich from menu donald trump denies saying fabricated remarks to widow us election angela davis warns trump paving way for fascism trump cuts funding for un population fund why trump recognising jerusalem as israels capital is complex donald trump says stephen paddock was sick man trump wont pursue clinton over emails donald trump environment scott pruitt co2 emissions regulators trumps pentagon pick says us needs to be ready for russia twitter employee deactivated trumps twitter hundreds of thousands rally in iran against trump trump says sessions position unfair to the zoe daniel us election trump clinton on home straight donald trump jr russia ties could cripple us trump softens on clinton investigation climate change donald trump hillary clinton court voters in swing states anti trump protests rage for third night developer rules out bringing trump name to australia for now trump brexit and beyond stories that shaped the world in 2016 donald trump announces he will be leaving business wall street rallies after donald trump says tax announcement simpsons predicted trump win trump foundation ordered to stop fundraising in new york donald trump access hollywood vulgar comments women donald trump shared worst call with malcolm turnbull donald trump white house defends us immigration ban trump names son in law as senior white house adviser trump tells crowd texas can handle anything kim threatens deranged trump over new sanctions saturday night live trump and clinton billy bush says infamous access hollywood trump tape is real las vegas mass shooting evil donald trump says donald trump jr admits meeting kremlin linked donald trump asks us supreme court to revive travel ban the busiest congress ever donald trump outlines donald trump lashes out at senator richard blumenthal donald trump respects putin says us isnt so innocent charlottesville survivor asks trump what are you donald trump michael flynn pleads guilty lying fbi russia probe donald trump too nice suspects comments criticised dea chief donald trump gave a speech at carrier north korea icbm claim may force donald trump to act defence boss issues warning over anzus alliance after trump win donald trump delivered an emotional tribute to seal widow donald trump mar a lago blog post removed by us state department donald trumps healthcare bill pulled paul ryan says trump clinton is part of rigged system why did time choose trump for person of the year trump effect poised to push south koreas election to the left donald trump calls for expanded us nuclear weapons capability julia gillard beyond blue chair on donald trump robert de niro says he would like to punch trump wall st continues trump immigration policy slide trump lands in texas as houston hammered by storm harvey trump ignores journalists question about white trump adviser warns not to pick romney for secretary of state trump paris decision out of step with us public opinion donald trump reportedly considering axing russia investigator donald trump holds first post election rally how the trump travel bans could be a bonus for middle east reacts to trump victory donald trump as president complicates china us relationship trump plan to slash protections for two major national monuments trump says suspected syria gas attack had big donald trump sexual misconduct accusers seek congressional probe episode 42 trumplandia supporters of donald trump defend their president donald trump mixed messages after malcolm turnbull phone call trump names conservative judge gorsuch as us supreme court pick trump accuses press of not reporting terror attacks investors welcome donald trump but worry about donald trump wants historic increase in defence spending donald trump will jerome powell change the federal reserve trump revealed highly classified information to russia reports donald trump sad to see beautiful statues torn down clowns say world needs laughter in trump era donald trumps speech to congress key moments donald trump deeply disappointed collapse healthcare bill q a how should australia deal with donald trumps america why did evangelicals vote for donald trump donald trump russia links will dwarf watergate scandal trump visits las vegas to grieve donald trump criticises uns response to north trumps hurricane visit adds to puerto ricos identity crisis trump pays tribute to hillary clinton trump travel ban supreme court decision trump says repealing obamacare so easy in 2016 vision shows donald trump socialising with russians trump sacking fbi director james comey abuse of power malcolm turnbull tells 2gb donald trump didnt hang up donald trump muslim ban immediate consequences zoe daniel us election donald trump home alone to the bitter end qna why did donald trump stay so quiet trump victory spurs europes rise of the right donald trump signs 1 5 trillion tax overhaul into trump syria strike a warning north korea provocations williams donald trump visits first grade primary school awkward trump ramps up nfl fight calls for ban on kneeling during anthem donald trump lawsuit constitution maryland columbia donald trump faces challenge to seal west bank peace deal trump shows he can be a statesman in congress address hillary clinton on trump donald trump could use chinese yuan drop to declare trade war donald trump speech to un full transcript what changed trumps mind on syria donald trump says republicans happy roy moore lost us senate bid donald trump hillary clinton post presidential debate analysis donald trump and janet yellen head to head trump visits israels western wall donald trump tpp federal government john howard distressed trump clinton ignoring tpp donald trumps america has parallels with the 1920s golden globes meryl streep takes on donald trump clinton criticises trump in first major public speech jennifer holliday backs out of trump inauguration performance donald trump presidency not news for australian economy deloitte europe faces erratic president trump trump pushes merit based us visa system after terror attack roy moore alabama senate election donald trump thailand government flips on donald trump election statement donald trump trade threat after north korea nuclear test trump warns israel against new settlements donald trumps iran nuclear deal strategy analysis matt brown donald trump fbi russia claims health care gop road blocks donald trump says us weapons more powerful than ever donald trump paul manafort accused op ed russian colleague trump says negative turnbull phone call fake news donald trump transition on course hamilton interlude donald trump and kim jong un congratulate xi jinping scientists backing up climate data over trump fears trump urges nfl owners to fire players for sitting im your last chance trump warned evangelicals donald trump called the media the enemy of the american people chinese state tabloid warns trump over taiwan clinton trump third debate expert panel donald trump jr told in email that russia wanted to help trump donald trumps week leaked transcripts and scaramucci donald trump travel ban dealt another blow by hawaiian judge donald trump sil jared kushner denies improper contacts w russia max armstrong donald trump impact on farmers donald trump condemns north korea bad behaviour missile launch zambia fears health programs suffer under trump foreign aid cuts melbourne boy denied us visa for school trip bonald trump travel obama urges patience with trump praises administration donald trump supporters split after lock her up backdown turnbull hitches private ride in trumps armoured vehicle trump welcomes sisi despite human rights concerns can trumps tour make him look statesman like and donald trump paris deal decision disappointing say turnbull trumpisms represent the language of the trump japan visit to highlight north korea abductions trump says us is ready to act alone on north korea donald trump what is daca and why has he scrapped it donald trump 100 days progress report what are trumps supporters really thinking jerusalem favour from trump hard to repay wall st approaches 20000 milestone amid trump santa rally donald trump is there a deep state in america donald trump arrives in washington dc jeff sessions seeking resignation of pre trump attorneys kremlin confirms email about trump tower in moscow deal trump and pena nieto not to talk about wall publicly donald trump emmanual macron handshake wasnt innocent donald trump says michael flynn lied and it destroyed his life donald trump tweets presidential records deletions edits michael flynn resigns donald trump national security adviser key moments from donald trumps 100 day rally flynns lawyers split from trump signaling possible cooperation is trump taking inspiration from baz luhrmann sounds like a good idea to me trump supporters bishop says she would be taken aback if trumps donald trump russia comments trump visits with kids families impacted by trump looking to shake up trade deals donald trump explosive media conference charlottesville cartooning in the trump era and defying the abuse us supreme court allows broad trump refugee ban pro and anti trump demonstrators clash in arizona trump scaramucci sessions and scouts made headlines this week what did donald trump promise to do in his first speech morning joe hosts criticise donald trump turnbull echoes trump with australia first rhetoric on 457 visa russia urges caution on trumps plan for safe zones in syria daca donald trump heat on congress to find dreamers solution trump in asia the view from china trump slams dumb refugee deal donald trump star vandalised on hollywood walk of fame trump names dow chemical ceo liveris head manufacturing council is trump win really a revolution fired fbi director james comey faces senate and rebuts trump trump locks horns with the press in first conference jfk americans react to trump decision to hold back files trump takes aim at republican conservatives we must fight them paul manafort how he is linked to donald trump turnbull could send troops to afghanistan on trumps request trump announces move of american embassy in israel trump delays meeting with turnbull to spruik a trump savages vanity fair for saying sorry to hillary trump assails gm over car production in mexico trump tweets wrong ivanka us australia diplomatic relations under trump president trump confirms wall construction on us trump has a lot of respect for australia rope tree journalist shirt goes viral at trump rally donald trump unconfirmed reports russia has embarrassing intel russia must stop action in ukraine trump donald trump team exploring ways to hamper russia probe will president trump be the most pro israel president ever trump and trade richardson every trump flags possibility of tax on mexican imports trump clinton debate expert panel donald trump says us russia relations may be at an all time low donald trump gives steve bannon a twitter send off moore loss to jones the second worst outcome for trump manchester attack trump condemns leaks who is trump supreme court nominee neil gorsuch iraq pm says trump pledges to accerate support in is fight trump son in law met with us sanctioned russia bank will testify the panel debates whether donald trump will be impeached trump judicial nominee struggles to answer legal donald trump supreme court nomination why it matters donald trump still winning the battle for the republican party trump trade revival boosts wall street donald trump an enemy of the rule of law chinese judge says donald trump vows to govern for all americans donald trump jr releases emails detailing plans to meet russian banks cheer trump order to overhaul dodd frank donald trump decor is inspired by french king louis xiv trump given popes climate change essay in vatican meeting qanda turnbulls trump roast defended by senator how much will it cost to abandon trump trump immigration crackdown causes chaos panic anger worldwide donald trump supporters hail executive orders donald trump defends firm bold and decisive donald trump era show voldemort rule wil anderson melania trumps journey from slovenia to the white house trump vows military build up donald trump faces new lawsuit over transgender military ban global markets in limbo after trumps press donald trump confirms cancellation meeting with mexico president harvey could put donald trumps mexico border wall on hold donald trump tweets that nordstrom treated ivanka unfairly donald trump wants americans back on the moon trump denounces sessions for being weak on clinton tc online grattan one businessman to another turnbull trump talk trump says he did not record meetings with comey donald trump executive order on syria and refugees donald trump gives media big fat failing grade the trouble with trumps asia trip donald trump visit covered in chinese media donald trump un speech north korea china iran nuclear millions march in opposition to trump across the us cia director brennan warns trump to watch what he says where to now for trump and the republican party donald trump jr slams collusion claims as ridiculous on fox news donald trump health insurance payments obamacare 97yo vet protests against trump australian trade consultant says president trumps donald trumps inauguration trump twitter tirade sparks congress chaos trump says he has right to reveal classified information constitutional lawyer warns trump administration rex tillerson confirmed as donald trumps secretary of state who is general mcmaster trumps new national security adviser trump rushed off stage at nevada rally trump dismisses reports russia helped him in us election trump victory over clinton is a serious setback for women donald trumps first asia trip to be dominated by north korea donald trump arrives in saudi arabia on maiden trip how to suck up to trump wall street healthcare sector sells off on trump comments key moments of donald trumps election night speech hillary clinton says julian assange helped donald trump win us election electoral college vote and donald trump explained trump pushes out national security expert from transition team donald trump warns north korea do not try us trump says comey knew he was going to exonerate clinton donald trump hails f 35 fighter jets you literally cant see donald trump says they came at each other with clubs donald trump the democrats and the art of the deal eu welcomes pence assurance of trump support trump says he wasnt distracted by nfl protests joe scarborough says trump asked for apology for coverage trump delays moving us embassy to jerusalem for now lgbt rallies in us protest against trump administration china seizes opportunity after trump threatens to dump tpp us appeals court rules on trumps travel ban trumps stance means australia needs other trade john mccain says trump order gives islamic state more propaganda chinas xi tells trump cooperation is only choice donald trump republicans are happy roy moore lost donald trump and hillary clintons bitter us election campaign paul manafort george papadopoulos cause trump grief donald trump russia conspiracy theory donald trump granddaughter arabella recites chinese poem dishonourable members episode 22 top trumps donald trump promises historic tax relief donald trump north korea and awkward handshakes on g20 agenda google chrome extension fact checks donald trump tweets donald trump to speak to malcolm turnbull wenesday morning wall street falls on report of gradual trump corporate tax cuts donald trump and hillary clinton race to white house qna is north korea more stable than trump or a donald trump and vladimir putin meet at g20 us election donald trump era begins in the united states trump says hes not at all surprised by weinstein trump visits florida praises very small number of reddit ceo admits changing trump supporters posts trump policies may be boosting numbers at north coast uni donald trump mike pence kneeling football players attention trump criticism prompts nosedive for us defence shares donald trump says hell probably be named times person of year tpp not dead after trump win advocate says donald trump vows to rid washington of corruption is trump facing impeachment white house defends trumps tweet q a panellist unleashes on trump donald trump arrives in washington dc ahead of inauguration donald trump expected to order temporary ban on refugees donald trump first press conference as president elect trump visit would not be welcomed london mayor says donald trump calls for death penalty for new york attacker why turnbull should look to history as he prepares to meet trump summer zervos comes forward with allegations donald trump us election trump thinks its sad george w bush doesnt vote q a trumps travel ban under fire as syrian refugees weigh in donald trump nicole kidman clarifies comments about support us election hillary clinton donald trump camps react to results turnbull and trump had very cordial conversation donald trump abandons visit korean dmz poor visibility constance hall on judgey women and donald trump turnbull comments over agl meeting trumpean showmanship donald trump sought deal with moscow while running for president donald trumps travel ban due to be argued in court trump drops steve bannon from national security council australia urged to increase influence over trump on security north korea to dominate donald trump xi jinping meeting donald trump indonesian business partner wants run for president barack obama speaks out on trump immigration order abe to meet trump to talk trade nsw parliament denounces donald trump trump claims he ll be a big loser in gop tax plan trumps israel announcement overshadows russia turmoil at home trump muslim ban website glitch trump divides but investor optimism cautious trump protests wreak havoc on us streets trumps stunt newcastle beach barack obama acting like president donald trump should be donald trump appeals court travel ban full ruling the first day of president trump donald trump paris agreement withdrawal greg jennett communication interpersonal skills could trump stem at work us court deals trump setback in poll monitor fight donald trump apologises for vulgar comments criticises clintons why was donald trump meeting with mitt romney hurricane irma hits caribbean trump declares florida emergency donald trump melbourne schoolboy barred from us gets visa grant worse than watergate john dean predicts trumps donald trump rebecca ferguson inauguration strange fruit trump presidency could provoke world disorder says ramos horta how donald trump will push your mortgage rates higher glenn greenwald on how donald trump has changed trump snubs correspondents dinner to address donald trump lawyer denies deutsche bank subpoena on accounts trump pick rex tillerson grilled at committee hearing clinton and trump neck to neck in latest polls donald trump hostile deportation rules upsets mexico donald trump apologises for vulgar comments trump under investigation over comey firing trump xi tour beijings forbidden city trump result dominates australian politics donald trump criticises judicial hold on travel ban what kind of leader will donald trump be is turnbull trump call making beijing nervous trump mocked after senator tells people to alertthedaycarestaff trump impressed with david petraeus secretary of state search donald trump travel ban counter productive former adviser says is donald trump likely to be impeached us womens open golf may yet move from donald trump owned course donald trump jr meeting with kremlin lawyer donald trump sacks attorney general sally yates travel ban trump transition team says mueller unlawfully obtained emails donald trump wants to showcase military might in parade donald trump holds press conference with bill clinton accusers trumps people how did we get here bhp boss tells donald trump to stay in paris agreement donald trump formally annouces rick perry to lead energy depart meet the affluent donald trump voters staunch in their support finance week asx trump takes charge inflation focus australia donald trump signs executive order to weaken obamacare trump epa pick expresses doubt on climate at confirmation hearin trumpkin trend lights up halloween musicians join 30 days 30 songs protest against donald trump donald trump sanctions venezuela vice president drug trafficking paris waxworks caught out londons tussauds gets to work on trump donald trump blasts rigged system trump climate change agreement concerns dismissed by government rex tillerson donald trump tough talk north korea i think it was russia trump discusses us hacking the cost of the trump trade wars trump press secretary confirms australia refugee trump wrong to pardon controversial us sheriff says paul ryan trump clinton clash over economy in white house race trump says intelligence leaks on flynn criminal trump lashes back at clinton over us election campaign comments donald trump week of biblical proportions in the us donald trump legal challenges mount against travel ban donald trump urges nfl fans to boycott games on twitter top aides take turns piling praise on donald trump ex trump adviser flynn seeks immunity for russia testimony richard painter says if donald trump doesnt trump steps back from brink of killing north american trade pact donald trump ban chaos warning from two states trump says mexico will repay us for funds spent on border wall donald trump picks donald mcgahn for white house counsel michael gunners message to donald trump visit the nt us aussie travel ban order to spare green card holders donald trump trumps talk of complimentary phone calls not true anti donald trump riots in manila ahead of asia tour philippines donald trump art trump praises us australia relationship at 75th qanda turns to donald trumps travel ban on syrians donald trump watches solar eclipse donald trump dear sad americans forget canada come to tasmania trump very proud of military after afghanistan bernardi warns liberals must learn lessons trump victory share market has best day since trump elected clinton campaign requests information russian hacking trump donald trump told malcolm turnbull refugee deal was stupid trump shows his ability to move markets with tweet donald trump democrats deal for harvey aid package donald trump take australia uncharted waters peter varghese us soldiers widow says donald trump forgot her husbands name whats in donald trumps speech to congress trump appears to barge past montenegro leader daughter of jailed vietnamese activist appeals to melania trump trump wielding a sword joins in dance in saudi charlottesville car attack suspect charged trump under fire huntsman accepts trump offer to be ambassador to russia resistance to donald trumps immigration ban donald trump access to nuclear weapons should we be scared donald trump obsessed by his own self image says republican donald trump blasts arnold schwarzenegger for apprentice ratings donald trump asia tour japan south korea china preview trump invites duterte to the white house trump jr i probably wouldve done things a little the new resistance bruce springsteen talks trump donald trump blindsides markets business leaders why were melania and ivanka trump wearing black at the vatican ivanka trump to become official white house employee saturday night live parodies trump turnbull phone call trump legal action against sexual assault allegations french president emmanuel macron shakes hands with doanld trump in trump us elites face consequences of their own attitudes stay tuned for evidence backing trump vs female accusers michelle obama blasts trumps shocking comments us protests against trumps election mcdonalds twitter calls donald trump disgusting excuse zoe daniel on the spat between trump and nfl eric trump stops fundraising for his charity after scrutiny trump election has serious ramifications for australian security trump travel ban order the key differences analysis trump likened to a classroom bully after climate deal backdown did donald trump just kill the paris climate change deal philip williams says trump has matched korean rhetoric team trump a look at the men and women behind the what will trumps new executive order look like scouts boss prepared for trump backlash germany merkel us trump row intensifies us election trump working mans hero in logan county coal country markets unmoved by trump tax plan unveiling is donald trumps press secretary sean spicer on the way out donald trump announces major review of skilled donald trump impeachment marchers cross united states what did a trump supporter make of the presidents comedy in the trump era lara trump gives a news update on what donald brexit trump is france far right next richard painter says donald trump jrs russia ties donald trump lashing out from his corner is it illegal for donald trump to delete his tweets san francisco protest against trumps refugee ban volunteers clean damaged tombstones united states donald trump trumps immigration plans hit wall days before spending talks bali locals refusing to sell land for trump estate wall street flat on lack of trump tax policy details chris uhlmann defends scathing g20 report on donald trump donald trump travel ban who is james l robart donald trump warns united states will totally north korea turnbull says dual nationals will not be affected by trump ban senator chuck schumer parody donald trump cabinet meeting donald trumps scouts address tackles fake news clinton congress refugees angered by trump deal uncertainty america is transfixed by the trump ascendency donald trump insists 17 day trip to golf club not a vacation trump makes early move on restricting abortions around the world trump reacts to michael flynns guilty plea asia markets trump election elon musk quit trump advisory if us leaves climate deal trump to nominate christopher wray to lead fbi frances le pen echoes trump in presidential campaign scouts believe in putting america first trump says trump says us must be paid more to defend germany donald trump poll numbers up after hurricanes harvey irma donald trump mexico border wall prototypes to be tested trump taps retired general kelly to lead homeland security obama tells trump presidency is not a family business there is no one who knows what trump wants to do republican wins congress contest seen as test for donald trump comments from trump advisor causes us dollar to donald trump us supreme court allows travel ban full effect trump says he plans to dissolve his charitable foundation trump puts iran nuclear deal at serious risk charlie gard donald trump and the pope are right donald trump trials and tribulations of being a young supporter donald trump is good for news business nyt says donald trump visits harvey victims hugs children serves food protest against trumps visit to south korea us nuclear general would resist illegal trump strike order americans protest donald trump election victory sarah sanders distances trump from robert mueller indictments trumps framed time magazine cover revealed as fake news donald trump promises wall while harvey rages on trump denies immigration ban to blame for airport chaos bob corker takes aim at untruthful donald trump trumps trade policies easier said than done trump addresses us troops in japan trump could scuttle us refugee resettlement deal wh donald trump business dealings in indonesia four corners what happens now to us cuba relations fidel castro trump donald trump attacks fbi over hillary clinton email probe ukraine trump administration to provide lethal weapons trump declares opioid crisis a national public hasan minhaj roasts trump at correspondents dinner trump plans to demolish and destroy isis trump tax bill pitched at middle class but rich will take most what happens when you use trumps severed head to donald trump scandals how many more can he take trumps mika brzezinski insults draw strong republican criticism us house approves new russia sanctions defying trump court refuses to weigh in on donald trump travel ban rules donald trump receives christmas letter from vladimir putin brian cox on malcolm roberts donald trump and space travel bastille day celebrations mark donald trumps last day france what does trumps travel ban mean for travellers trump or clinton who will be the best for asia pacific region donald trumps latest spat about race not sport trump will conform or be removed former bush adviser says janet yellen trumps trump us dollar rises trump steps up attacks on republicans says shackle are off donald trump says he met with president of virgin islands trump scolds nato allies warns of long fight against militants donald trump considering a plan to replace rex tillerson trump advances controversial north dakota pipeline snl recreates turnbull trump call lebron james donald trump comments trash talk not locker room donald trump phone call that rocked the special relationship offensive grindr tweet on trump deportation policy ridiculed donald trump takes credit for coining fake news donald trump to visit asian countries focus on north korea trade trump xi jinping meet for talks in florida trump and clinton vote trump asked comey to shut down flynn investigation reports donald trump hits out at judge robarts again over travel ban bruce wolpe trump the presidency west wing donald trump hits warren with pocahontas jab at navajos event trumps wall is more about symbolism than donald trump says nfl comments have nothing to do keeping up with kushner whats next in the trump russia saga melania trump breaks from first lady mould what will donald trump ask malcolm turnbull when they meet donald trumps cia director announced as mike pompeo donald trump murals by lushsux appear on west bank barrier trump lashes out after reports of probe into obstruction fbi james comey trump with great power comes great scandal trump lawyer says president not informed of investigation trump says north korea problem should have been trump says un just a club for people to have a good time trump criticises store for dropping daughters obama offers accolades advice in farewell letter to trump trump steps up feud with media wall street sentiment boosted by trump tax plan donald trump tweets russia clinton pardons donald trump addresses us troops in italy donald trump bob corker jeff flake republican civil war donald trump backs one china policy donald trumps syria attack doesnt spell end of civilian deaths donald trump and putin hold telephone talks us election trump pulls ahead of clinton live donald trump tax returns revealed by rachel maddow trump win sends gold and metals up key moments from the donald trumps press conference trump appreciates and honours us alliance with australia george bush voted for hillary clinton over donald trump daca dreamer says her world is destroyed by trump decision david kilcullens analysis of donald trumps speech trump says he will bring down price of wall on mexico border trump tweet backfires shooting kirsten gillibrand to fame business gauging fallout from trump travel bans photo project puts trumps quotes on female bodies donald trump climate paris deal exit effect wall street us markets rally on concilliatory trump speech trumps tirade a wake up call for australia us defence relations president trump outlines national security strategy trump clinton final presidential debate quiz trump slams comey as republicans call for clarity trump recites the snake poem in apparent metaphor trump says he will see how things play out on election results ny post says hackers sent heil trump april fools push alert donald trump book reports literature parodies after debate snl breaks the fourth wall in latest trump and clinton sketch donald trump dismisses republican leaders calls to quit trump claims illegal voting robbed him of us popular vote trump knew for weeks that flynn was misleading over russia donald trump shock result in alabama another twist trump show senator gillibrand calls trump twitter post sexist obama invites trump to stop whining european leaders react to trumps attack on nato trump says muslim states must lead in fighting radicalisation turnbull defends meeting trump ahead of budget trump says allegations of sexual harassment fabricated nbc suspends billy bush the other man in the trump tape donald trump protesters clash in phoenix wall street has jumped 15 on trump trump taiwan call a signal that geopolitics us supreme court revives parts of trump travel ban trump suggests challenging tv network licenses anthony scaramucci donald trump loses three guys in 10 days hawaiian judge blocks donald trump revised travel ban 5 landmark results from the us election that dont involve trump what would it take to impeach trump putin trumps communications director set to leave white house donald trump says world should demand iran ends pursuit of death us court blocks trump transgender military ban trump makes appearance of sorts at correspondents donald trump opens war of words with nba nfl lebron james were not in kansas now a disaster trump is original trump travel ban illegal and donald trump european union foreign policy united states donald trump signs new travel ban executive order trump appears almost certain to become america the nine year old suing president trump over his climate policy what donald trump scandal will make us republicans stand up donald trump says nation joined together in shock grief donald trump white house bans several media outlets briefing trump election linked hacker arrested in spain trump says america should have had extreme donald trump picks lobbyist dan coats as new intelligence chief what chance does trumps scotus pick have of being confirmed donald trump continues to unwind the legacy of lock her up trump supporters cheer accusations trumps next big agenda miss america contestants take on trump donald trump supreme court pick neil gorsuch president trumps speech to congress intro turnbull trump mid winter ball speech taken with good humour donald trump holds meeting with silicon valley executives from travel bans to the tpp how has donald trump trump 100 coal miners happy with the president zoe daniel second week of trump presidency donald trump charlottesville remarks business councils disbanded us farmers will welcome trump presidency donald trump north korea crisis military option trump pro energy may hurt australia trump stance on taiwan a threat to bilateral ties with china concerns raised about press freedom during trump apec summit turnbull talks terrorism trade and trump with world trump i believe he believes putin didnt meddle in donald trump era puts sanctuary cities under threat protesters in jordan vow to fight trumps jerusalem protesters target trump campaign in phoenix spicer offers no further comment on trumps tweet farmers and exporters keenly await donald trumps trade policy donald trump picks reince priebus as white house chief of staff donald trump plan make america great again could cost economies trump calls on congress to repeal and replace the trump effect on investment donald trump jeff sessions attack not winning president support brad tucker on donald trumps plan to send man back donald trump threats dangerous bluster trump delivers afghanistan strategy us military was asking for donald trump fires steve bannon as chief strategist wall st us stocks fall as trump rally falters donald trump under pressure not to leave dreamers in limbo local reaction to donald trump israel capital jerusalem what next for trade under president trump trump campaign star conway named as his presidential counselor donald trump loyalists children to steer white house transition trump administration defends new refugee cap of just 452000 north korea says mentally deranged trump on us attorney general sessions brushes off trump criticism remember when trump and obama were civil donald trump fans arrive in washington dc for inauguration donald trump says judges block on travel ban will be overturned trump presidency wont affect marines coming to darwin donald trump has begun his own news updates on trump hits back as more business leaders quit advisory panel us election zoe daniel weekly wrap trump clinton ken bone trump salman open counter terrorism centre eric trump claims donald momentum with map of only male voters trump bump rallies markets but investors nervous trump names former rival ben carson as housing secretary donald trump suggests major incident sweden pollsters say trump has already lost 2016 presidential election donald trump presidency could be short lived bond market xi warns trump to avoid aggravating situation with north korea donald trump tony abbott says us reflected in australia transgender military personnel sue trump over service ban trumps last night in sweden claim prompts questions from swedes donald trump takes to stage to declare victory un climate talks end with pleas for trump to join fight donald trump nominates rex tillerson as secretary of state donald trump administration week feels like a year pheasant elect bird with trumps quiff draws crowds in china trump declares inauguration national day of patriotic devotion donald trump obamacare crackdown threatens opioid recovery donald trump looks at eclipse without glasses donald trump rushed off stage donald trump driving a wedge with diplomacy did trumps g20 performance indicate us decline as world power trump continues to be coy on calm before the storm donald trump malcolm turnbull meeting usyd analysis trump to meet turnbull amid asia trip white house says americans apologise to australia for tense donald trump call donald trump uses inauguration to build case for change donald trumps budget boosts military slashes climate funding donald trump hits back at ceos over response to virginia sydney housing market trumped canberra hobart trump china tensions rise trumps six months trump press secretary says refugee deal will go who is donald trumps new chief strategist steve bannon puerto rican mayor worried about saving lives not trump us president donald trumps time for talk is over donald trump continues attack on fake news gareth evans blasts donald trump urges pivot to asia children making sense of donald trump presidency us election shots fired at anti trump protest in portland trump says its time to move forward with russia comey says trump told him to back off flynn probe g20 where countries rank on trump handshake index donald trump mexico wall sparks concerns over avocado prices erdogan trump hail ties amid tensions over kurdish fighters trump defends giving daughter ivanka seat at g20 table donald trump says alec baldwin stinks on saturday night live trump stands by claim terror attacks are under trump victory shows governments must listen to voters donald trump declares opioid epidemic national health emergency british pm criticises trump retweet fbi raids former trump campaign manager manaforts home philippines president greets donald trump at manila dinner stephanie march on trumps north korea threats ian verrender analysis donald trumps america first donald trump mulls new order to replace travel ban donald trump says new multibillion dollar air force one plane north korea less worrying than donald trump say south koreans trump accuses obama of office wire tap during election campaign donald trump charlottesville comments republican backlash donald trump george papadopoulos meeting russia probe how does donald trump attack compare to previous us presidents conservative us expert tips clinton win trump to donald trump insists he had massive inauguration crowds netanyahu looks forward to working with trump former cia officer wants to buy twitter to stop trump trumps racist immigration ban must be challenged tech giant uk spy agency rejects trump wiretapping allegations putin trump allegations worse prostitutes liberals adam brooks dons a trump cap miners lead australian share market surge after trump win whos in running for top donald trump jobs who is donald trump new chief strategist steve bannon de niro wants to punch wants to punch trump in imf warns trump spending plans could have global donald trump and hillary clinton trade jibes at al smith dinner how trump has become biggest influencer of global markets trump new hire anthony scaramucci launches vulgar tirade what president elect trump inherits israel wants to build trump station near western wall trump names conservative neil gorsuch for for confusion after trump transgender ban donald trump us politics white house transition indonesia weighs in on donald trump executive orders immigration trump supporters will still vote for him even if he lies trump breaks with practice to speak to taiwans leader trump hopes to avoid military action on north korea us election clinton trump effect on markets men deplaned who expressed displeasure ivanka trump onboard democrats get support to block trump high court pick gorsuch donald trump junior speaks out after releasing what now for trumpcare trump will pursue regional hegemony in south china sea donald trump chris uhlmann americans defend president trump calls for new un sanctions against north korea us president donald trump meets greek prime minister trump charlottesville condemnation included neo nazis whitehouse donald trump what bob corker and jeff flake said about him trump says electing clinton could throw us into crisis trump tweets about travel ban in wake of london attack donald trump climate protests mark 100 days in office republican led us congress trump era groundwork donald trump white house emails satire piece touting budget trump to allow hunters to import african elephant body parts trade likely to dominate talks between trump and south koreans think donald trump is a bigger donald trump touches glowing orb saudi arabia internet responds trump administration imposes fresh iran related sanctions trump picks loyalists for economic posts trump will accept election results if i win what does donald trump really think about nato and australia anti trump protests in london speculation over trump speaking out against one china policy trump sends aussie dollar soaring donald trump sacks fbi director james comey donald trump says he is victim of political smear campaign pyne flags immense opportunities if trump expands us military president donald trumps first day in the white house trump meets with the public in houston after donald trump returns to podium after scare american and world leaders react to donald trumps us election trump and clinton clash in final debate protesters rally against donald trump outside convention donald trump gives wide ranging press conference donald trump senator to skip inauguration for womens march how college students feel about trump donald trump says west under threat and recommits us to nato donald trumps handshake making america great donald trump anthony scaramucci vows to crack down on leaks trump signs trillion dollar tax overhaul into law donald trump one year since the election saul eslake warns dangers trump win warm phone call between duterte and trump abbott supporting trump wing takeover nsw liberal party donald trump visits hurricane ravaged puerto rico trump defends administration vows to bypass media trump phone call with taiwan president courtesy call pence says shorten has some sympathy for pm after trump call oscars academy awards farhadi slams donald trump travel ban trump jerusalem move mike pence shunned by palestine president mike pence for president trumps running mate has 2020 vision miners banking on troubled trump trillion dollar infrastructure anti trump protests erupt on the streets of major pimco warns trump protectionist policies risk donald trump is a walking satire balloon trump edging clinton in electoral college race donald trump scolds nato allies in brussels speech obama says reality will force trump to adjust poll do you think donald trump will make america trump points finger at obama for continued protests donald trump announces us withdrawing from paris climate deal obama says he could have beaten trump at the election trumps 1 trillion budget boosts defence donald trump recap daca harvey irma clinton leads trump by 6 points same as before fbi announcement trump delivers first public condemnation of anti semitic threats donald trump travel ban gets response from malcolm turnbull donald trump the second president to sack michael flynn italian robbers in trump masks donald trumps devil horns entirely coincidental time says trump denounces then praises fbi trump clinton exchange words over tax affairs pressure on trump likely to be intense at second debate donald trump war with nba nfl stephen curry donald trump isolated on climate change says al gore south china sea donald trump australia fuel could the tpp be reworked without trump on board why democrats wore white to donald trumps big speech today russia denies pre election contact with trump team donald trump accused of inappropriate touching by two women nyt women accusing donald trump of sexual misconduct trump target of jokes after skipping white house press dinner fate of tpp in trumps hands obama administration says donald trump remembers call with widow because of great memory donald trump emmanuel macron history of handshakes johnny depp asks about assassinating us president trump trump threatens to punish us companies for moving jobs overseas trumps learning curve has at times been beyond vertical trump named time magazine person of the year donald trump eminem rap bet awards churches weigh in against pokies channelling donald trump trump says texas shooting a mental health issue trumps biggest weakness is the power hes given his family trump will totally accept election result if he wins trump touts foreign contacts on twitter lashes media report north korea kim jong un trump like dealing with psychopath boss trump talks truth and lies with time how donald trumps inauguration played out obama and trump meet at the white house trump expected to soften tone in major speech to muslim nations donald trump does have some opportunities to trump advisors using private emails donald trump is he the most unpopular president in history trump tweet video beating up cnn supported by daft punk medley appears to impress macron trump donald trump blames barack obama for leaks donald trump republicans unveil tax cut bill hard work awaits trump cabinet meeting panned as bizarre draws ire on twitter trump drops 220 spots on forbes billionaires list donald trump reaches out to asia allies to discuss north korea melania trump lawsuit brand once in a lifetime first lady donald trump says cuba did some bad things donald trump un debut president revers to campaign language donald trump thanks violent vicious supporters in florida donald trump violating constitution ethics lawsuit alleges trump has to be tough on phone calls is trumps decision to leave paris accord actually a good thing donald trump decries greatest witch hunt in us history us election trump thinks it sad george w bush doesn t vote pence the critical conservative bridge for trump all about donald trump in western pennsylvania trump calls for increased military spending trump the risk of reading too much into the rise of donald trump thanks anthony weiner as attack over clinton sugar shaken but stirred by trump election fallout donald trump warns north korea should be very nervous donald trump what we learned from us president in japan donald trump rebuked by republicans trump pays homage to ryan owens donald trump supporters north eastern ohio mistrust democrats trump offers michael flynn role as national security advisor donald trump mar a lago north korea abetz says trump victory another warning to listen to voters las vegas shooting travis smaka describes carnage trump visits new york times and donald trump donald trump delivered two blows to obamacare today trump lays out non interventionist us military policy donald trumps journey to the white house donald trump presidency could affect tasmanian exports tourism is the trump gloss wearing off in russia uber ceo quits trump business advisory group trump committed to us japan security after abe meeting trump fires scaramucci as communications director donald trump says he agrees russia meddled in election fear and loathing as europe faces trump trump us formally tells un of withdrawal from paris agreement betsy devos confirmed as us education secretary donald trump donald trump dismisses reports rex tillerson leaving white house government reassures australians amid trump trade shakeup donald trump ignores angela merkel handshake suggestion michael caputo says donald trump deliberately confrontational eminem slams trump in freestyle rap for hip hop donald trump defends twitter tweets key to white house victory berlin audience boos as ivanka trump defends her trump says japan could shoot n korean missiles out of sky who actually writes donald trumps tweets us election states won by donald trump and hillary clinton donald trump mexico immigrant policies welcomed by border patrol donald trump to settle trump university fraud case for 34m who is trumps former deputy assistant sebastian gorka us president donald trump announces missile strike syria trump says negotiating with north korea is a waste of time who is trump chief of staff reince priebus trump turnbull meeting urged as soon as possible trumps administration running like a fine tuned donald trump immigration order roadblock us court ruling trump blasts fake news on apprentice show turnbulls trump impression drop the sanctimony clinton tells rally love trumps hate donald trump addresses us missile strike against syria donald trump discounts sex assault accusations against roy moore trump administration dominates markets apra tightens investment q a trumps spreading of racist and islamphobic us election is it too late for trump to rescue peter dutton accused of seeking trump like powers visa reviews donald trump says he should have left ucla players jail china zoe daniel weekly wrap trump v north korea what really happened on call between trump turnbull donald trump inauguration 45th president united states jerusalem christian muslim jew share views on donald trump trump felt scaramuccis comments were inappropriate donald trump set race relations back says brit bennett donald trump hillary clinton grievances republican investigation us election live coverage clinton trump in final push americans in australia on why they re voting trump or clinton key trump confidant roger stone says us president trump declares war on the freedom caucus trump says us deal with russia on syria will save many lives trump 100 behind japan north korea missile test trump says syria chemical attack goes beyond red line trump says cyber attack claims a bid to de trump vows to broker israeli palestinian peace julie bishop would be taken aback by donald trump body comments trump budget trumps protectionist message appeals to working class women mexico again says there is no way it will pay for trumps wall donald trump afghanistan door open more us troops donald trump turnbull confident us refugee deal will go ahead trump promises quick decision on fbi boss trump formally wins presidency clinton successfully taunts predictable trump in macron tells trump he will defend paris climate deal hameed darweesh iraqi refugee detained at jfk after trump order bhp billiton talks with president elect donald trump productive trumps nordstrom attack standing up for his trump says usps should charge amazon more for parcel delivery trump to push china on trade north korea during two day visit trump possible to be friends with kim jong un donald trump paris climate deal reports withdrawing trump renews tough rhetoric as north korea talks more missiles donald trump says only one thing will work with north korea donald trump makes claims about another us television host trump bump wall street surging on hopes us donald trump says james comey not doing good job will the afghan attack affect donald trumps troops decision protests break out in response to trump election trump win to weigh heavily on world leaders at apec meeting donald trump attorney general jeff sessions waterboarding donald trump signs executive order obama climate policies donald trump pete souza may be trolling president on instagram why im marching against donald trump paul ryan says trump tweet no appropriate comment trump policies provide australia with business event opportunity white house appears to soften trumps claim on wiretapping trump team had regular contact with russian intelligence report trump drops us insistence on two state solution trump opens door to kim meeting as north hints more tests trans pacific partnership could gain trump support ciobo says astronaut whitson breaks us space record gets call from trump donald trumps travel ban hurting us tourism domestic travellers mississippi church burned vandalized with vote trump trump signs executive actions on border security immigration what does the free world make of trump as its iran defends nuclear deal says trump can not undermine it us election barack obama tells donald trump to stop whining where is donald trumps economic plan trump gives dramatic first official press george clooney on harvey weinstein donald trump fox news anti trump protestors march in new york can twitter dump trump trump seeks historic increase in us defense spending trump presidency reinvigorates feminist debate donald trump pleased with charlottesville comments can donald trump redecorate the white house donald trump trades insults with republican senator bob corker world leaders react to trump presidency us election donald trump says not affected by cyber attacks trump avoids endorsement of two state solution in us election could both clinton and trump lose this week in finance trump tax cuts inflation to dominate china tells trump to stay out of south china sea dispute asx weak open wall st falls after trump warns north korea celebrities urge electoral college to dump trump americans on why they voted for clinton or trump trump brexit a great thing eu to continue to break up trump causes uncertainty at climate change conference frydenberg trump ends deferred action for childhood arrivals program trump orders review of h1b temporary worker visa iran thanks trump for showing americas real face president donald trump just invented the word of 2017 covfefe donald trump is wielding the knife and governing with abandon donald trump republican critics zoe daniel wrap donald trumps fbi pick vows independence russia probe trump will not derail paris climate agreement delegates say north korea trump condemns rogue nations hostile action why does donald trump hate the iran deal us election world leaders react to donald trump presidency behold the glory of the trump family lego set trump says hes fairly close to deal on daca steve bannon keeps a giant whiteboard of donald trumps promises russias putin says ready to meet trump at a summit in finland how will trump campaign translate into a trumps australia day message dont mess with trump and his sword asx edge higher us bank stocks fall trump tax cut wall street court rejects donald trump bid stop transgender miltary recruits us markets fall on trump rate rise fears donald trump arrives in israel trump should not be allowed to address uk parliament speaker donald trump retweets anti muslim videos from far right british donald trump slams un bureaucracy during first un address voters head to polls in alabama race with high stakes for trump chinese australian love trumps cultural challenges comey testimony trump encounters with hookers loyalty and russia trump victory has exciting unimagineable possibilities steve bannon returns to breitbart news after trump fires him trump appoints dow chemical chief liveris to run manufacturing candlelight vigil for dreamers held outside ivanka trumps home batavia replica trumpet plays shipwreck site donald trump transgender military personnel return fire turnbull says australia doesnt owe trump for refugee deal rocket man wall street shrugs off trump remarks on north korea donald trump hits back at theresa may over far right group donald trump and flights fights and disappearing tweets donald trumps history in the middle east trump powers on with agenda despite healthcare flop clinton slams trump for comments on offensive in mosul donald trump wants to send man back to moon and mars donald trump signs executive order withdrawing us from tpp donald trump says las vegas shooter stephen paddock sick video shows trump meeting with associates tied to russia saga trumps sliding approval ratings do they even turnbull abe to push for tpp despite trump scepticism donald trump orders new sanctions north korea trump cambodian pm sympathises with media difficulties mayweather defends trumps comments donald trump presidency to be hopelessly conflicted newest trump order to cut regulations on businesses trump tells nato allies to pay their share win for automakers as trump orders fuel economy standards review trump questions impartiality of robert mueller donald trump scrapping tpp has analysts fearing china row north korea says trump on a suicide mission donald trumps white house in chaos as steve bannon latest to go donald trump slams unfair treatment michael flynn intelligence unease over the trump immigration ban extends to donald trump says north korea should be nervous if it targets us men missing after investigation into ivanka trump shoes china may and trump meeting to test us uk special relationship trump revokes guidelines on transgender bathrooms think again aid agencies urge donald trump not to turn donald trump grants 11yo boys wish to mow white house lawn trump says tpp a potential disaster for us vows wall st snaps winning run ahead of trump speech trump supporters turn out in phoenix donald trump jr russia emails read full text trump dossier on russia links now part of special counsel donald trump jared kushner under fbi investigation russia ties trump ends nine day overseas trip says it was a home run donald trump us election rural vote donald trump dictated sons misleading statement reports donald trump carrier jobs headed to mexico despite promise turnbull and trump talk about refugee resettlement deal another big week in washington for us president donald trump a republican case for climate action in the trump era donald trump lashes out at own fbi in a series of tweets wall st drives to fresh record on trump speech when will trump be president explained donald trump charlottesville comments praised by supporters trumps new us immigration plan to be based on australias trump presidency could bring range of economic disasters eslake donald trump jerusalem announcement will shake middle east peace getting to know donald trump trump defends australia comments on us refugee deal pena nieto congratulates trump promises to protect mexicans hillary clinton how losing to donald trump changed her trump adviser conway draws ethics complaints for touting ivanka donald trump meets pope in vatican hillary clinton takes on trump administration in latest speech un warns of heat as climate talks seek action despite trump trump warm embrace for turnbull and aussie health care charlie gard donald trump offers to help terminally ill uk baby opinion dave levinthal washington reels but trump faces battle trump putin held a second undisclosed meeting at g20 summit joe biden tells donald trump to grow up over us hacking claims donald trump pushes refugee resettlement close to home regions donald trump mika brzezinski joe scarborough respond to tweets donald trump denies mocking reporter blasts meryl streep donald trump may be worse for shares than markets think ucla basketball players apologise after trump slams on twitter trump picks mulvaney to be white house budget director trump believes roy moore should step aside if allegations true trumps business in indonesia will make it a trump and merkel meet at white house trump slams stein recount push as a scam says election is over hinch takes aim at hanson over trump support donald trump signs executive orders on immigration trump warns israel about new settlements trump calls on us to come together as one what donald trump said to the new york times washington protests turn violent as trump assumes presidency donald trump orders review of post gfc regulations trump to build up nuclear arsenal to be top of the pack donald trump fires fbi director james comey trump vows to withdraw from tpp trade deal trump 100 per cent willing to speak under oath on comey donald trumps press secretary sean spicer resigns donald trump inauguration us president as it happened blog trump challenges legitimacy of us presidential election disney unveils trump robot only stupid people oppose closer us russia ties trump says trade in trump world what does it mean for australia pm labels trumps decision to drop paris deal trump 100 days yet to deliver promise to end war on coal donald trump how the world has changed after 100 days trumps travel ban stephanie march on donald trumps north korea trump thanks florida first responders for irma work trump supporters and opponents clash in california trump and nfl at odds 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on strong us economy trump and his many talents donald trump election win shocked australian government trumps transgender ban regrettable says catherine trudeau arrives for trump visit new yorks wailing wall against trump donald trump begins asia trip in japan trump says clinton policy on syria would lead to world war three donald trump delivers a twist of optimism first speech congress julie bishop comments on donald trump sos rex tillerson wall st dives as trump impeachment speculation rises donald trump deported veterans stuck on us mexico border brexit trump not concerns in henderson janus bruce springsteen jabs donald trump over malcolm turnbull call trumps travel ban mired in legal challenge law us election ohio residents choose between clinton trump donald trumps america land of the free home of the brave wa premier raises election concerns in wake of trump victory clinton calls trump staffers private email the anthony scaramucci who was donald trumps comms director trumps g20 video includes make america great again anthem why donald trumps supreme court pick matters donald trump week pop stars prayers and a mysterious friend jim donald trump threatens the press again james comey takes aim at donald trump in senate testimony donald trumps nafta could alter the future of us mexico trade us president trump orders investigation into steel introducing the donald trump themed bar russia interfered in us election to get trump elected report why does donald trump want to decertify the iran deal what has donald trump promised to do michael flynn resignation analysis donald trump careful mr dutton donald trump might hear you is it fair to call trump a fascist former fed official criticises trump on paris accord decision donald trump wont support iran nuclear deal trump warns north korea of fire and fury donald trump says he fired michael flynn because he lied to fbi syria strikes why did donald trump target that airbase president donald trump faces mounting questions 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government break war law conservative hindus see parallels donald trump narendra modi a fine tuned machine trump defends trump will deal with north korea if china doesnt pence says trump decides to skip white house press dinner morning markets wall street down on trump trade trump receives both praise and condemnation after syria strike twitter sues us over demand for records of anti trump accounts trumps approval ratings his worst yet trump is no saint so why do evangelicals remain donald trump shakes up global economic outlook ukrainian aircraft maker tweets air force one offer to trump kathy griffin apologises over decapitated trump head photo shoot donald trump backed luther strange loses alabama primary donald trump unveils tax plan that could add billions to deficit donald trumps ban lasting damaging effects on refugees donald trump pressure from all sides sees messy paris withdrawal vladimir putin thanks donald trump for cia tip terror attacks who is joe arpaio the man donald 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rant shorten wife net worth tops google searches donald trump slams states uncompliant with voter fraud demands donald trump promises historic relief with huge tax cuts donald trump says blame on both sides for charlottesville trump gives sessions attorney general job pompeo cia job reports trumps plans for mass deportations send shock trump openly called for unity healing and love former us ambassador says trumps travel ban breaks the law leaked documents link trumps commerce secretary to russia hail trump holocaust museum alarmed white nationalist speech trumps tax writeoff shows his genius at business advisers say hanson thrilled by trump win donald trump condemns portland oregon stabbings donald trump jr hits back at reports about meeting un general assembly what to watch in trump first attendance animatronic trump joins disneys hall of presidents sarah sanders calls president trump obama donald trump warns of rigged us election donald trumps inauguration in pictures g20 hamburg family photo with donald trump donald trump arrives in hawaii ahead of asia tour us election markets clinton trump trump hails passage of gop tax bill snl comedy writer suspended after barron trump tweet donald trump condemns charlottesville thugs protests phoenix donald trumps malcolm turnbull meeting delayed and shortened if donald trump had week this bad in business hed be fired trump does not realise he is president of virgin islands floyd mayweather defends donald trump locker room talk donald trump charlottesville white supremacist response donald trump makes no breakthrough on north korea trump defends decision to settle trump university lawsuits trump administration approves keystone xl pipeline trump dismisses reports of russian hacking donald trump says james comey testimony showed no obstruction trump issues travel restrictions on north korea venezuela trump aide subpoenaed to face us senate panel world leaders react to donald trump us election victory trump vs comey the super bowl of washington politics donald trump says womens marchers should have voted has trump been trumped donald trump names james mattis as nominee for defence secretary trump backs assange to cast doubt over russian hacking claims indias pm goes in for a cuddle with mr trump barack obama postpresidency first speech no mention donald trump enrique pena nieto cancels talks with donald trump over wall assad allies aim to seize all aleppo before trump takes power has the print book trumped digital beware glib conclusions donald trumps record low approval rating not bad ben knight donald trump says will accept fence parts of border hamas leader calls for uprising after trumps declaration republicans rebuke trump donald trump could he be setting early epic fails to rights mexico call trumps bluff on trade international donald trump endorses roy moore as senate candidate bill shorten stands by barking mad trump comments labor running trump like propaganda campaign against west donald trumps far right britain first retweets shocks uk donald trump inaugural address in full barrie cassidy trumps victory to make global waves australia trump makes statement about replacement of chief turnbull and trump to meet says spicer trump signs buy american hire executive order wall street falls ahead of trump inauguration trump in israel just got back from the middle east trump directs pentagon to implement military transgender ban anti trump pence demonstrators take to washington streets trump twitter employee says deactivated account was a mistake how much will it cost australia to walk away from trump donald trump says puerto rico has thrown budget out of whack turnbull rides in the beast with trump donald trump says china has been caught trading with north korea grahame morris on the trump experiment trump administration fires top us prosecutor preet bharara trump tower becomes dump tower on google maps trump fulfils promise to restart us coal industry trump undermines obamacare birth control mandate house of cards season 5 can the show compete with donald trump press secretary critical of trumps inauguration donald trump jr and paul manafort to testify before committee joseph kahn says trumps attacks on the press could trump holds first rally as us president attacking north korea surely trump couldnt be that foolish entertainment at one of donald trumps donald trump mission in asia not what allies want donald trumps travel ban blocked again mcdonalds blames hack for anti trump tweet donald trump says both sides to blame charlottesville violence pentagon joins intensifying probe of former trump aide flynn donald trump calls accusers sick liars as new claims surface us vice presidential contenders blast trump clinton trump has no desire and no capacity to lead the donald trump white house denies immigration national guard sanctuary cities under threat in trump era trumps lack of policy detail drags on share market donald trump will the us ever recover from the presidency donald trump says he tries to be kim jong uns friend obama and trump meet at white house to begin power transfer women tweet sexual assault stories in wake of trumptapes what to expect from americas future first lady melania trump trump hates refugee deal according to washington post trump says paris looks like terrorist attack trump jeff sessions on the attack against white house leaks will trump allow release of secret jfk assassination papers trump pick haward turns down offer to replace flynn president trump has decided to decertify the iran nuclear deal tpp trade pact dead buried cremated amid trump presidency new york times donald trump james comey michael flynn inquiry trumps national security plan pledges to put america first donald trump says record low approval rating not bad island leaders ask trump for a change of heart on climate melania trump says donald was egged on in that infamous tape appallingly ignorant trump fuelled entirely by trump says north korea to be met with fire and fury donald trump recorded having lewd conversation about women donald trump says secret service did fantastic job us election third presidential debate trump clinton middle east reacts to trumps victory britain to trump no vacancy for farage as ambassador palestinian stabs israeli in jerusalem anti trump protests flare trump warns he may cut aid to countries over un jekyll and hyde trump reopens charlottesville wounds tillerson denies resignation rumours but not trump moron remark george bush takes veiled swipe at donald trump in speech donald trump peter dutton refugee deal us trump describes india as true friend and partner taliban video australian hostage asks trump negotiate release priebus ousted by trump in tumultuous days for white house donald trump plans to recognise jerusalem as israels capital all the promises from donald trumps first speech donald trump praises north korean leader for wise decision guam donald trump charlottesville legitimise violence right wing cattle export concerns under trump presidency dfat says one nation requested tickets for trump inauguration malcolm turnbull discussed middle east with donald trump north korea fires test missile in challenge to donald trump us donald trump obamacare repeal fail leaves lessons to learn trump calls for drug testing before third debate donald trump wins in atlanta despite rolling scandals reddit user apologises over donald trump wrestling video trumps indonesian business deals unearthed trumps sweeping tax bill approved by house of representatives donald trump highlights power to move markets one nation registering for tasmania state election trump effect president trump accusing pakistan for providing a covfefe act would preserve trumps tweets as official statements donald trump us election wrap of week clinton comments on trumps health donald trump replaces reince priebus with john kelly donald trump gives deposition against chef amid legal battles donald trump malcolm turnbull refugee phone call transcript tech company backlash over trump travel ban top financial minds say trump presidency short term volatility is trump making the right decision on americas donald trump north korea says united states locked loaded trump tillerson visits china south china sea north korea focus trump counters criticism of his national security adviser donald trump steve bannon military solution north korea us election trump clinton presidential debate diplomacy experts alarmed by donald trump remarks donald trumps travel ban temporarily blocked obama speaks after trump victory trump blasts former aide at centre of russia probe as liar holliday defends decision to sing at trumps inauguration at long last americans choose between clinton and trump something will have to be done about n korea trump donald trump wins us election defeats hillary clinton trump praises las vegas shooting first responders under trump israel can reset middle east right wing says trump sends cheque to family of war dead after june promise japan rubber mask makers happy to face a trump presidency rachel maddow releases donald trumps tax returns trump named time magazines person of the year trump inauguration let the era of unpredictability begin melbourne school boy trump ban visa turnaround trump putin discuss syria north korea in phone call us election donald trump evangelical support flagging morrison australia first policy after trump cancels tpp us election republicans distance themselves from donald trump donald trumps tax reveal was news american style imf cites risks on trump spending plans but plays another humiliating lesson for donald trump barack obama letter to donald trump transcript trump putin russia us relationship diplomacy going backwards donald trump remains sceptical russia was behind hacking donald trump twitter shares video hillary clinton hit golf ball activists protest trumps racist donald trump comey to testify in russian meddling probe trump us designates north korea a state sponsor of terrorism wall st us markets ease on trump political concerns trump spokeswoman calls him obama in daca press briefing trump xi committed to denuclearisation of north korea trump is playing the obama card with wire tapping russian lawyer who met trump jr ready to clarify situation sean spicers top moments as donald trumps press secretary donald trump fine tuned machine zoe daniel donald trump blames congress for all time low in russia ties trump picks exxon ceo to head state dept reports cisco joins other us companies in slamming trump immigration ban under trump us farmers find an advocate is trumps win really a revolution philippines duterte says will deal with trump in righteous way can donald trump take credit for the us economy donald trump climate of fear paris accord donald trump news media coverage world leaders react to donald trumps us election victory donald trump welcomes children ahead of halloween weekend donald trump inside while intruder scales white house fence donald trump staff asked bakery to copy obamas inauguration cake why has trump pardoned an ex cop facing jail how chris uhlmanns g20 takedown of donald trump went viral trump announces decision on paris climate deal trump to end protections for haitians in us donald trump welcomes egyptian president james comey confirms fbi investigating trump russia links donald trump arrives in seoul on latest leg of his david frum says donald trump is trying neutralise angry about the us result thats how trump votes have felt trump slams north korea in seoul speech ivanka trump draws boos defending her father in berlin trumps new afghanistan strategy welcomed by nato trump f 35 opinion fine but australia committed pyne says donald trump slump could hurt us tourism industry trump continues to dominate as markets become cautious saudi arabia hopes donald trump will restore order middle east trump supporters heading to dc donald trump weaker on world stage after signing russia bill donald trumps unpredictable style worrying political insiders never bend to envy says trump who is and isnt attending the donald trump inauguration who is part of donald trump white house team john kelly stunned broken hearted by criticism of trump trump brexit clouding australias trade deal trump plans new white house office for son in law jared kushner donald trump apologises for vulgar comments but clinton in book says trump debate stalking made her skin crawl us house passes healthcare bill in major trump victory trump to release jfk files subject to further information donald trump did not pass russia secrets putin says donald trump and the uncivil war may and trump affirm uk us relationship why the republican tax cut bill is a big win for trump trudeau meets trump in washington brothers suspected of robberies disguised as trump donald trump administration chaos us can recover zoellick says trump wall is more about symbolism than china exploits donald trump isolationist agenda asia experts say trump avoids commitment to two state solution with netanyahu donald trump may have tweeted himself into trouble trump denies daca deal with democrats donald trump and hillary clinton bitter us election campaign donald trump is at his zenith testing times for china us relationship as trump clinton campaign helped pay for scandalous trump dossier trump and sanctuary cities trump chooses governor nikki haley for un ambassador how did we miss donald trumps election victory trumps romance with china donald trump treated unfairly by media trump cake creator thrilled after global exposure japan factory swamped by demand for trump masks paris climate deal donald trump to lose elon musk as adviser donald trump climate change stance be softener after paris trump rolls back parts of obamas terrible cuba deal hot mic captures us senator ripping on trump mocking politician will president trumps us tax cuts deliver anything us election trump victory a class backlash against economic ine donald trump will take vote on jerusalem personally trump european populists are a threat to human rights hrw man arrested at trumps washington hotel after guns found in car grattan one businessman to another turnbull trump talk wall st ends fairly flat as markets weigh trump actions donald trump warns of trouble if guam attacked un human rights chief trump would be dangerous if elected germany rejects trumps claim it owes nato money for defence donald trump reportedly bragged to russian how trump used the media to win the us presidency trump says he could run his business and run the donald trump holds back some jfk assassination files imf cuts us growth outlook on trumps unmet promises donald trump breaks ice with china in letter to xi jinping malcolm turnbull youre not on your own my own call with trump trump meets victims responders in hurricane ravaged puerto rico trump team assets trump administration officials may be deposed over travel ban trump promises quick decision on new fbi director trump warns sacked fbi director james comey whats in donald trump jrs emails and what could they mean donald trump white house email prank donald trump made friends with democrats this week trump helped sons russian meeting like any father would syria refugees see dream of better life crushed by trump ban japan and south korea applaud trump for brazenness in un speech trump left hanging in handshake diplomacy donald trump on the apprentice donald trump says fbi destroyed michael flynns life trumps arts council quits with hidden message in letter donald trump mcdonalds binges screaming fits memoir reveals donald trump in a minute donald trump victory popular in pauline hanson heartland ipswich donald trump escalates conflict with media david taylor i went to school with a mini donald trump trump snaps at san juan mayor over hurricane maria aid criticism trump makes pocahontas jab at navajos event no evidence of wire tapping at trump tower justice department donald trump should ask congress to use force on north korea key moments us election trump clinton presidential debate mr trump jrs statement was true according to just how big was donald trumps inauguration crowd trump warns of consequences for us companies sending jobs abroad trump teaches turnbull how not to play nicely trump macron look past climate change differences in paris trumps anti china rhetoric raises concerns in screen actors guild awards trumps us immigration ban features trump supporters expecting delivery on key promises trump campaign officials who had contacts with russia and when has donald trump been moonlighting donald trump 100 days undocumented workers fear deportation us companies pull funding of trump like julius caesar production trump clinton and comey find out that language matters trump blasts department store nordstrom trump expected to roll back much of obamas donald trump arrives in south korea donald trump appointee andrew liveris remembers darwin roots finance week ahead gdp bounce back as trump outlines tax plans mixed signals from donald trump over climate donald trump virginia election most important since november despite some similarities not all brexiteers love trump donald trump on stage at celebratory concert donald trump nominates jerome powell as us fed donald trump fans rally in jerusalems old city trump impersonators washed off beach newcastle donald trumps full statement on syrian strikes trump signs executive order sweeping away obama climate policies america first donald trump delivers his first trump election looms over usa mexico world cup qualifier donald trump presidential transition yuge task australias day in us headlines after trump comments minefield trump represents triumph of class over identity rattled by trump arab leaders renew call for palestine what will trump mean for the usas half a million homeless putin says obama govt is working hard to undermine trump donald trump slammed by media for fake news donald trump bone spurs john mccain declines label draft dodger trumps week of handshakes and lack of hand holding trump calls his supporters violent and vicious donald trump abc america interview greg norman helped malcolm turnbull contact donald trump believe me trump asks for blind faith despite trust issues afghan moab evidence increasingly interventionist donald trump trump is a walking satire balloon armando iannucci veep creator trump blasts comey as acting fbi chief contradicts president trump holds press conference before second debate us election donald trumps triumphs in florida how trumps plan to pay for mexico border wall would work g 20 shut trump out on climate strike deal on trade middle east protests against trumps stance on donald trump labelled hater in chief over puerto rico tweets trump insensitive condolence call johnson niger war response theresa may wont be afraid to challenge donald trump why donald trump has so much influence on obama says dont underestimate donald trump in final interview us tempers part of trump travel ban amid big protests trump voiced concern over robert muller james comey donald trump grand jury issues subpoenas in russia investigation trump changes course on ripping up nafta trump wont stop climate change action un ban ki moon hopes who has left the white house since donald trump took office experts say a president trump will change the us and the world donald trump first 100 days two perspectives donald trump gets election date wrong why twitter wont delete trumps threatening north korea tweet trumps north korea strategy will rely on sanctions negotiations us election trump clinton presidential debate quiz the trump financial revolution and how it might affect you can donald trump control the courts joseph kahn andrew olle lecture trump fake news donald trump compared to mccarthy as republican spat deepens donald trump visits cia does malcolm turnbulls lampooning of donald trump trump disputes war widows recollection says he donald trump malcolm turnbull media criticism wasting his time trump thanks putin for slashing us diplomatic payroll barack obama urges donal trump to stand up to russia donald trump conservative agenda with a vengeance welcome to team trump trump names jerome powell as new federal reserve chair us china tensions could stretch australia after trump dumps tpp trump denies misleading over armada heading towards north korea analysts markets welcome donald trump bank regulation rollback us major parties push white house to prove trumps polls open in us election trump clinton live donald trump travel ban stops iranian scientist returning to us trump says n korea missile launch shows disrespect to china 100 days donald trump why does it matter donald trump calls bridgitte macron beautiful during paris visit us currency dips after donald trump says high trump backed republican roy moore beaten in crucial senate race trump repeatedly demeaned women on hit show the apprentice trump draft order would halt syrian refugee processing donald trump tells guam north korean threat a tourism boost abc news quiz trump golden globes cancel it trump says new air force one cost ridiculous trump trade policies easier said than done trumps voter fraud belief based on studies white house says Clean Fake
trump warns of vote flipping on machines this election is not about trump its about a giant middle finger to washington dc more on trump populism and how it can be controlled by government trump bollywood ad meant to sway indian american voters is an hilarious fail dems could be up on charges for inciting trump rally violence israeli supporters of donald trump rally at jerusalem forever event in israel capital city whether clinton or trump tensions will escalate with china and russia under next u president bernie sanders could replace president trump with little known loophole prepare for 2018 donald trump landslide victory will usher in the coming global shaking why donald trump must shut down the federal reserve and start issuing debt free money the president of the united states of america donald j trump must watch when people laughed at donald trump and anyone who said he would win trump warns that by attacking assad us will end up fighting russia information the media lost all of its political power last night thank you donald trump daily wire why iranian american pastor held hostage in iran is voting for donald trump according to activity on facebook donald trump will sweep 42 of 50 states in this election julian assange predicts trump will lose still missing day 12 a trump presidency will have implications for nato reporters stunned to learn trump fans lining up 12 hours before rally starts they dont speak for me evangelical phd slams religious right leaders supporting trump harry reid desperately accuses trump and fbi of violating the hatch act commander in chief donald trump will have terrifying powers thanks obama trump has hissy fit after reporter points out pausing campaign to open hotel is really dumb trump on gingrich exchange with megyn kelly we dont play games fans asked george takei to tweet something positive about trump he did and it perfect world war 3 hillary v trump the only strategy that could have stopped donald trump no one tried to assassinate donald trump but austyn crites shows up in wikileaks 7 times trump supporters booby trap polling place and spill blood of election volunteer addicting info the knowledge you crave his fans are calling trump brave but here how hillary faced down man who stormed stage trump says his favorite book is no longer the bible his new favorite book proves he a narcissist russia warns us is now a colour revolution active zone due to trump victory trump is usa antique hero clinton will be next president breaking melania trump immigration records made public show trump ultimate hypocrisy addicting info the knowledge you crave trump foreign policy is sane while clinton is belligerent misogynist donald trump is hemorrhaging evangelical women voters trump tower surrounded by dump trucks in anticipation of violence trump llama a mantenimiento porque el bot n nuclear no funciona trump repeats bogus claim that captain khan would still be alive if he were president consultant tied to trump super pac promoted voter suppression against black female voters kevin macdonald celebrates trump amazing victory trump possible path out of ukraine crisis consortiumnews trump is the lesser evil because he such a narcissist a trump fan just put hillary in an electric chair on his front lawn cnn calls sheriff clarke a terrorist after trump considers giving him an incredible new job endingfed news network trump tsunami incoming what trump did in florida today will make him president sonntagsfrage was sagen sie dazu dass donald trump tats chlich gewonnen hat here proof that the iowa cop killer is a trump supporter breaking trump just set washington on fire with new ruling that has lobbyists terrified liberty writers news it harder for clinton supporters to respect trump backers than vice versa newt gingrich goes berserk when fox news megyn kelly referred to trump as a sexual predator bridging the black vote gap trump promises new deal for black america breaking ivanka trump makes tragic announcement both donald trump and supporters are shocked prophecy heureux et souriant il a la chance de toujours ignorer que donald trump a t lu le gorafi trump warning the start of world war iii and isis obama trump display unity in white house meeting breaking watch in awe as melania trump gives most elegant speech ever given liberty writers news watch trump get booed outside of his polling place in terrible start to his election day trump slim chance for greatness hillary attack dog david brock plotting with soros steyer sussman to kick trump ass shock nyt goes gutter accuses trump of victimizing little girl president trump has shattered jews american idyll information russia tests nuclear capable ballistic missile but have you heard that trump grabs pussies trump team begins making list of executive orders to erase obama presidency on day one you wont believe the hilarious reason we havent seen any late night trump twitter rants fbi just announced it looking into the trump campaign ties to russia the trumpflation scam and the fiscal bloodbath ahead crushed trump hollywood walk of fame star smashed with sledgehammer donald trump landslide victory becomes 45th us president watch megyn kelly almost cry on air when trump took the lead electionnight chaos woman says trump raped her at age 13 schedules press conference then falls apart inside the invisible government john pilger on war propaganda clinton and trump is donald trump a victim of us propaganda statistical tie latest breitbart gravis poll shows donald trump closes the gap with less than two weeks left 500 000 people sign petition asking electoral college to pick clinton as president instead of trump hillary climactic trump putin oppo dump an epic fail stocks and deby will trump bring morning or mourning in america billionaire globalist soros exposed as hidden hand behind trump protests provoking us color revolution trump declared the winner kissinger trump need not keep positions taken in the campaign promises are pillow talk the david duke show hillary treason and why trump duke will win as of 6 00 am november 6th trump is leading in major national polls trump fans rally in jerusalem draining the swamp 2 0 trump versus reagan breaking news podesta brothers pedo ring mr trump drain the swamp v the guerrilla economist donald trump rushed off stage in reno after possible assassination attempt is he having a stroke huckabee calls trump a car wreck freaks out when people laugh at him the clean energy market trumps the war on coal top aide to hillary clinton urges the fbi to disclose what it knows about trump russia ties trump ex manager he didnt even know what a gold star family is white trump bashing lib reprimanded on live cnn interview for using n word this comment about trump win will make you think hard about the full horror of what just happened trump calls for teaching patriotism in schools election day in america the political earth could move trump route to 270 hillary clinton hits unfavorability high of 60 higher than trump donald trump el pantano y el fuego katehon think tank geopolitics tradition dear liberals trump is right electronic voting machines caught switching trump votes to hillary trying to steal texas survival trump first order anyone burning an american flag to be charged with treason conservative daily post trump kills the gop with the lowest score in history of presidential leadership poll 7 reasons trump won daily wire cartoon of the day what lurks in the swamp trump has promised to drain vice president biden trump will support israel nation top lawyers have had enough of trump tweets professor who predicted last five elections says trump has 87 chance of winning george soros trump will win popular vote in landslide hillary electoral victory is already a done deal here what ivanka trump posted on instagram during her father biggest controversies it looks like george soros is funding the trump protests just like he funded the ferguson riots is trump winning the future of america depends on a few states anti trump protesters are tools of the oligarchy information cnn host scolds conway on trump treatment of reporters then she flips script with 1 big question brian cloughley the greatest achievement of mr trump would be engage in positive discussions with russia and china donald trump repeatedly warned anthony weiner was a national security risk trump vows personal campaign spending will total 100mln by us election day clinton isnt letting up as she hammers trump for pimping his hotel instead of campaigning comment on donald trump to replace filipina white house chef with paula deen by mitch jalandoni republican protester says he was nearly killed after trump says take him out homeless trump supporter guards donald trump star on hollywood blvd trump kicks african american protester out of north carolina rally calls him a thug congressmen turned radio host joe walsh recklessly talks muskets if trump loses riots getting out of control they are now shouting kill trump anti trump crowd chants what better than 11 dead cops 12 dead cops three police officers ambushed the same weekend classless obama refuses photo op of white house welcome with trump revealed hillary sat on sex misconduct allegations against trump for months twitter allows sick and disgusting liberal tweets of assassinate trump and rape melania will an anti trump color revolution engulf the us msnbc screws up interviews two african american donald trump supporters that destroy msnbc negative stereotyped narrative the intercept outs neocon democrat smear against trump as putin puppet eric zuesse if the christian evangelicals believe trump will save america julian assange trump wont be allowed to win clinton isis funded by same money trump finally plays antiwar card a little trump advocates the american people control over u government trump success shocks global markets apparently donald trump has already activated the reset button with russia markets panic over trump victory as fbi reopens hillary email probe harvey organ limbaugh perfectly sums up why the left unwilling to face why trump really won lol listen to yoko ono primal response to trump win michael moo joe blow will vote trump as ultimate f you to the elite a human molotov cocktail is trump psychic listen to his words one year ago look at what just happened hillary endorsed donald trump for president according to wikileaks trump announces massive expansion plans for nasa what do russian experts expect from donald trump julian assange makes very suspect post election announcement seeks pardon from trump the left says i hate myself for voting trump while female i dont i just hate you daily wire yuuuge trump leading 3 in ohio 14 florida 3 with independents whoever wins independents wins the election former congressman has a back up plan if trump loses the election and it includes his musket how donald trump is already indirectly helping russia and syria i could sue you trump spokeswoman slanders angela rye on live tv gets epic smack down play ball both mexico and canada say they re willing to redo nafta with president donald trump speaker at trump rally says he hopes hillary clinton dies in a fiery car crash secretary of state bolton advises trump to confront russia china iran and embrace war forever trump no salary for me as president snowflake colbert didnt want to write jokes about trump winning daily wire trumpprotest communists mobilize to disrupt president elect trump inauguration hillary implodes trump took everything paid nothing to support us clinton insider confesses trump protests are just more pre paid soros riots to stir unrest watch the exact moment paul ryan committed political suicide at a trump rally trump supporters lose control violently harass reporters at rally high ranking russian official confirms being in contact with trump campaign during election queen claims 70 years of prince philip is perfect preparation for donald trump a pimp just revealed trump also raped 12 year old girl threat to kill witnesses ok it over we finally know the truth about trump word bigly distrubing new video shows donald trump sexually assaulting miss universe on stage more reports of votes flipping from trump to clinton in texas election officials dismiss concerns an ongoing cbs4 voter fraud investigation finds people voting twice shocking nostradamus predicted donald trump rise to power it literally hurts my brain to read the economic idiocy emitted by trumpkins libertarian breaking trump dramatically rushed off stage by secret service chaos ensues crushing hillary trump landslide by the numbers endingfed news network after trump shocker one market is in freefall and what is happening in the gold market is unbelievable donald trump threatens to jail hillary clinton stop drinking starbucks now just wait til you see what they did to trump today liberty writers news influential journalist nails it trump will be in jail soon but a clinton win means stalemate term trump victory proves us political class out of touch with electorate ron paul young turks finds out why trump is about to lose utah for republicans for first time in decades president elect trump a new era of unpredictability awaits number of accusers grows to 12 as former miss finland accuses trump of sexual assault dillary trumplon this guy epic rap song just destroyed trump and hillary for every argument the media make against trump hillary worse trump tells media secret obama story behind 2016 election the aftermath of trump election facing down fear panic and uncertainty suicide hotlines get record number of calls after trump win phones have been ringing off the hook trump jr thinks michael moore endorsed his dad moore response is hilarious the color revolution against trump watch shameless cnn reporter insults trump instantly regrets that decision trump invigorates new american volk by formulating u einsatzgruppen clinton claims us voters to reject trump divisive vision of america texas official sees record breaking turnout and it all for trump vorbild trump afd fordert ebenfalls mauer an grenze zu mexiko harry reid blasts comey for misconduct drops bombshell fbi is sitting on russian trump info civil war in the gop trump leading long experiment in populism new republican party audio wayne allen root shocks trump on air with revelation about dnc lies they are convening a grand jury trust me trump surrogate loses it over clinton emails bazinga donald trump has ten point swing in polls before fbi reopened crooked hillary investigation forget the trump clinton charade it time to wake up america riots flag burning and open threats to kill trump follow hillary election loss gov bill weld encourges supporters to stop trump cnn van jones has some reality for trump if he were black we d call him a thug trump seguir viviendo en su domicilio particular al considerar que la casa blanca es un cuchitril trump team may well clean the syrian sewer new eastern outlook emotionally f king pissed media blows embargo and lashes out at trump f ck him maryland trump supporter they switched my vote to hillary world in fear of trump following through hopefully no more soon farage to act as go between for trump and nearest domino tim allen hollywood bullies trump supporters trump in the white house information trump silent as iowa cop killer identified as one of his white supporters trump is in the white house look at the shocking thing trump did to obama liberty writers news october shocker fbi has explosive information on trump conspiring with putin sanders calls trump political coward over voter suppression report trump just got hit with massive 32 million fraud tax evasion lawsuit fleeing a trump presidency not an option clinton vs trump latest electoral prediction greg laden blog science and technology texas official we are seeing record breaking voter turnout in texas and it all for trump see trump run and win la cor e du nord annonce avoir envoy un missile balistique de f licitation donald trump le gorafi i m not voting for donald trump i m voting to stop the clintons from consolidating power 3 reasons why you should apply for a job in the trump administration trump hating reporter nearly catatonic on air after o reilly proves she a fraud the 4 biggest losers in donald trump stunning victory gold spikes over 60 before pulling back after trump upset shocks the world but here is the real shocker wall street hollywood the media and sjws fail to stop donald trump from becoming america 45th president anti trump us color revolution includes soros and clinton purple takeover african americans deserve new deal from republican party trump not kidding colleges give students safe spaces to cry over trump win threaten students over pro trump chalkings donald trump accepts the nomination public domain stung by clinton allegations trump claims he used no undocumented workers in dc hotel who will be in trump cabinet a few possibilities trump rejects neocon turncoats russia launches aleppo campaign donald trump new deal for black america has 3 points we should all be able to agree on election 2016 nostradamus predictions 2016 for usa world war 3 donald trump predicted news a new era donald trump just whispered hope you like to make ham motherfucker to a white house chef mike pence is fine with trump sexual assault but offended by voter suppression comment on trump considering a military general for vp by marblenecltr britain hopeful that trump presidency and falling dollar will lead to more affordable marmite retired 4 star general blasts trump for not supporting us troops 5 trump advisors who prove he more like hillary clinton than thought a federal judge just ordered the rnc to reveal its voter fraud pact with trump mind blowing live facebook poll comments show trump winning 95 90k comments this is proof we need if election is rigged trump jokes that they should just cancel the election now guarantees win malcolm x on hillary clinton and donald trump why trump victory wasnt a surprise top trump aide steve bannon virulent anti semite or ardent zionist trump i d get electric chair for cheating on debates like hillary we can not give trump a chance homeless woman protects trump walk of fame star from violent leftists trump accuses obama hillary clinton of founding daesh anti trump violence sweeps the nation speculation trump promotes nsa boss rogers to dni because he leaked the clinton emails michael moore just brought every liberal to their knees with this epic rant proving trump will win michael moore admits he is right america celebrates stock market average sets new record for businessman president trump reset vladimir putin says that russia is ready to do it part to rebuild ties with america under trump how donald trump changed the world of dating putin congratulates trump says russia is ready to restore relations with the us 5 states hillary is set to steal from trump george takei invited to thanksgiving at the baldwins to referee trump feud tweets video 2 reminders to ignore the trump is doomed polls first effect of trump win al qaeda morale in aleppo collapses western campaign against russian bombing ends fbi sees no ties between trump putin why this orthodox rabbi supports trump this professor devotes her life to countering dangerous speech she cant ignore donald trump a defeated obama condescendingly mocks winner trump says he cant keep campaign promises ex miss finland just accused trump of sexual assault trumped reward clinton hawkishness because trump foreign policy is uncertain donald trump promised to bring edward snowden home trump and the power of money somebody kept driving over this trump supporter sign the trump supporter got revenge it awesome experts just uncovered the top secret server trump uses to talk to russia busted eric trump admits daddy started the conversation about obama birth certificate audio donald trump is the candidate for americans not special interests 7 reasons trump supporters are making fox news is imploding all the rage on twitter trump supporters didnt vote because of the economy it was racism and here proof obama tells black voters trump would tolerate kkk support in office trump huge rally crowds vs hillary clinton tiny crowds why any wife mother daughter sister or feminist must vote trump after trump win mexico issues statement on trump wall sounds like they re pleading redflag news blowback journalists whine of victimization as trump supporters turn on presstitute media the 1 reason why people are voting for trump fbi finds no evidence to prove trump relations with moscow clinton thinks otherwise trump israel is a ray of hope to the world trump win a rebuke to the elites trump rockets to a 5 4 lead over crooked hillary clinton chart of the day the trump rally is all dow mind the divergences lawsuits in 4 states accuse trump gop of voter intimidation chicago hits back strips trump of honorary street designation trump haters boycott ivanka clothing line because of father sexual assault accusers trump shocked to discover women can vote trump haters mow down signs black women for trump make them famous watch how fast msnbc cuts black woman interview when she says this about trump trump is the first president to truthfully describe our situation ultimate white knight destroys trump walk of fame star to help lying slut hoaxers it took less than 12 hours for eric trump to break the law on election day assange donald trump wont be allowed to win clinton isis funded by same interests 7 things you need to know about trump and sex slave island trump unleashes on media everyone at cnn is a liar you should be ashamed lol british wife of lib actor who said there will never be a president donald trump warns americans about president elect trump can trump deliver what obama didnt people wanted major change in 2008 they still want it if trump loses i m grabbing my musket former congressman ready to go full revolution donald trump kicks off final campaign day with fla rally here is why the trump administration will be a force for peace james p pinkerton fact check trump is right that clinton might cause ww3 eric zuesse a lasting trump stamp on foreign policy new poll just confirmed nobody cares about hillary emails except trump fans now it is usa today lying to us that the anti trump protests are spontaneou putin hillary clinton will start world war 3 trump wants peace the top 5 conspiracy theories that were proven to be true because donald trump ran for president ice cube trump america loves hill called us superpreditors the bern whatve you done watch cornell university holding cry ins to mourn trump win texas official bombshell massive group of trump voters pollsters didnt know about worrying about trump reactionaries media scoundrel trump bashing continues hot and heavy comment on what is causing the strange trumpet sounds in the sky all over the world by mr randy douglas miller a judge just declared trump new hotel bankrupt is donald trump the new hitler the media go insane over trump in every way that why we dont trust them i dare you to restrain yourself from laughing at trump and hillary in a stronger hot show how trump used alt right pawns to gain power before disavowing the man behind the trump rally disturbance in reno the path men took to trump will there be riots in america the day after donald trump wins the presidency if donald trump wins he will be 70 years 7 months and 7 days old on his first full day in office the word 5 states hillary is set to steal from trump the most durably democratic county in the country could go for trump donald trump vs hillary clinton 2016 in their own words israel settlements legal trump aide says playing anti iran video message on mount zion denzel shocks libs by backing trump in beyond epic way he just shredded obama trump victory take that you bastards the clinton email investigation has shifted the poll numbers significantly in trump favor state polls trump gains dramatically daily wire trump tweets his reaction to meeting obama and it so f cking creepy comment on gop presidential candidate trump you need a spanking by para kazanmak trump russia and spies trump will probably win and gold may rise 100 overnight jim rickards dr macdonald dr duke expose the vicious war on trump by the jewish establishment donald trump and the disabled reporter the whole truth and not the spin put on by the media life finding common ground this white man and this muslim woman both have trump painted on their garages comment on if trump loses i m grabbing my musket former congressman ready to go full revolution by lakshmima shocking video machine refuses to allow vote for trump in pennsylvania endingfed news network cathy fitts converts to trump best video in history trump compares himself to veterans says he brave military explodes the left must mobilize in the face of a trump victory saakashvili reveals age long friendship with trump right before hitler killed himself trump insider describes the trump campaign final days trump says he d love to take on biden in literal dc beatdown watch these are the 5 states hillary must steal from trump if she successful it will all but block trump from presidency trump says go back we say fight back in the first 19 days of october trump gave just 31k to his own campaign trump hillary and the end of the us empi a russian view michael moo people voting trump as ultimate f you a human molotov cocktail hillary shows her guilt after hearing trump supporters chant 3 brutal words evil hillary supporters yell f ck trump burn truck of daddy fishing with 2 yr son over of trump bumper stickers donald trump whines because isis cuts off heads we should be able to waterboard trump thanksgiving message from three years ago comes back to haunt him tweet new century times michael moore shocks the internet if you make this go viral trump will win approximately two million bikers will be defending trump inauguration why trump won and why clinton lost donald trump calls meeting with press dresses down real fake news networks everyone at cnn is a liar and you should be ashamed how well the arab world is taking trump victory new eastern outlook cdc scientist confirms donald trump is right about vaccines and autism obama gets desperate tells americans trump will tolerate the kkk if president implosion trump campaign insiders report think of the bunker before hitler killed himself fbi director just admitted his new hillary probe is a smear to help trump gop washington post anti trump scare tactics trump needs two of these three states to win and he has a commanding lead polls show your neighbor is voting for trump comment on texas police arrest trump voter for wearing deplorable t shirt by terry hillary planning violent mob attacks if trump wins donald trump closes gap with hillary clinton in michigan last minute millions pour in from republican donors as donald trump surges towards the top mainstream media ignoring 75 lawsuits against trump to focus on clinton emails trump supporter screams at press uses anti semitic slurs brands them the enemy milo at dartmouth college on donald trump real men and political correctness donald trump nightmare comes true 10 days before election this could ruin everything bill clinton when trump says make america great again he blowing a dog whistle tweet this could be the funniest anti trump campaign ad you ll ever see trump will beat hillary with these tricks an fbi agent just admitted his bosses are pro trump hate antichrist hillary historischer erfolg donald trump zieht als erster clown ins wei e haus ein trump supporter attacked by hillary zombies comment on 184 u generals and admirals endorse trump for commander in chief by tonya parnell as trump opens limo door what spotted in crowd proves hillary is done why donald trump is not as horrible as hillary clinton and why you should vote for jill stein dml provides stunning analysis predicts trump will win presidential election 7 things you need to know about trump attorney general pick jeff sessions daily wire louis farrakhan nation of islam agrees with donald trump about the need for extreme vetting of muslim immigrants the political world after trump win report trump votes tossed going online to confirm vote counted is vital the fbi clinton email investigation has shifted poll numbers significantly in trump favor why trump a quick primer for the world elite donald trump wins the presidency in historic mandate victory as hillary clinton concedes trump was asked what he has in common with his daughter his answer is creepy trump cuts off fundraising events for republican party donald trump and vladimir putin try to create world peace trump just charged poor kids 20k to use his golf course for fundraiser he sponsored trump begins to walk back illegal immigration promises daily wire trump voter insane reason for voting for trump is making internet lose it tweets shouts of not my president in california following trump victory white supremacy elected trump breaking trump takes lead in battleground state of florida trump amazing victory against a stacked deck donald trump en 5 dates le gorafi to the hollywood and dc liberals who said they would move if trump won your train is outside wow trump ties hillary to pervert anthony weiner in new ad american lookout how they could steal trump win next tuesday with the electoral college slattery and shoaf you might want to be sitting down michael moore explains how he can relate to trump supporters donald j trump officially lays out his new deal for black america what the trump skeptics got wrong do you think there will be as many doom sayers if trump should get in office ben shapiro destroys john oliver on abortion and trump daily wire a noun a verb and donald trump rubio seeks to seize on murphy flaw october surprise abc uncovers millions of payments from russia to trump literally election fraud trump tells followers to vote four or five times to ensure race isnt rigged against him donald trump and hillary clinton walk into a bar anti trump pac files complaint against fbi for interfering with election kellyanne conway loses it on jake tapper when he calls out trump bigoted fans in hats and t shirts trump fans rally in jerusalem old city blacks for trump rejoice trump has a plan to save you donald trump a kgb spy melania trump plagiarized her speech again and this time from the most ridiculous source possible desperate trump supporter offers voters discount on horse semen if they vote trump trump presidency creates mountains of salt from butthurt liberals 3 hags steal trump signs for hillary slapped with hilarious justice nobody pisses trump off more than jon stewart so this beatdown will leave him shaking trump economic program set for rough reality hillary clinton calls trump to concede as historic race unfolds watch live trump child rape victim just canceled press conference over death threats why are cdc employees crying in the hallways after donald trump election trump bored now comment on it is happening again america voting machines are switching votes from donald trump to hillary clinton by donaldbreaux erb trump vs clinton is finally here trump election breaks chains of political correctness did you know donald trump predicted hillary clinton downfall would be caused by huma abedin more than a year ago wow whistleblower tells chilling story of massive voter fraud trump campaign readies lawsuit against fl sec of elections in critical district the amish in america commit their vote to donald trump mathematically guaranteeing him a presidential victory abc news polls tighten trump gains 2 7 percent in poll average in two weeks trump the president what does that mean for the world countercurrents org watch 13 year old girl breaks the internet with pro trump speech america might not deserve trump but dems and hillary deserved to lose trump crowd chants lock her up lock her up on cnn trump prospects improve kremlin putin congratulates trump hopes to work together major issues trump kicks presstitutes teeth down their lying throats reuters donald trump hollywood walk of fame star vandalized on video trump new defense strategy on access hollywood tape blame the microphone 184 u generals and admirals endorse trump for commander in chief anti establishment trump plans to appoint goldman sachs and george soros insiders trump will be president how alt market predicted the outcome five months in advance democrats plan to burn down u if trump elected harry reid just accused fbi of hiding explosive info about trump putin harry reid vindicated the fbi is sitting on info of russian operation to cultivate donald trump mike rowe schools hamilton cast on lecturing pence and has a few notes for trump too independents tilt decisively to trump john pilger inside the invisible government war propaganda clinton and trump i m a hispanic woman and i am voting for donald trump lara trump implies fbi letter politically motivated my father in law forced their hand audio putin pro trump online trolls just spilled the beans to samantha bee boom math shows trump would have beaten obama in romney obama election college classmate reveals horrific story of time trump hit his son in the face inside their dorm note to america dont be so sure you ve put trump behind you information the choice is trump or the oligarchy now that obamacare imploding trump says he was always against it here what he said when it passed msnbc makes huge mistake after trying to catch black family calling trump racist fear of trump bush obama clinton all buying property in non extradition nations new report uncovers secret trump server that repeatedly communicated with russia one of trump deplorables escaped from his basket injuring poll worker in texas world war 3 alert putin exposed america secret plans for russia supports trump artificial intelligence system predicts trump victory hillary clinton jumps the shark with trump secret russian server conspiracy theory president elect trump proved me wrong about this election now i ardently pray he proves me wrong about him trump supporter pulls gun on black man at polling station for refusing to vote trump gets arrested whether trump or clinton wins the us election what follows is up to us an influential pastor just nailed misogynist male christian trump supporters former gop congressman goes full trump encourages armed revolt if clinton wins hillary planning her escape after a trump win with a 1 8 billion money transfer to qatar donald trump and his supporters are fighting a rigged system first america first victory ford ceo calls trump to cancel plant move to mexico busted trump decades old claim he donates to charities is bulls t comment on donald trump ex wife ivana says he ll make the changes he promised by christian zionist hillary clinton is brilliantly forcing broke trump to spend money defending arizona trump and clinton assemble army of lawyers to contest election results call him mr 306 michigan finishes it vote counting and certifies donald trump as the winner just in republicans sued over trump call to intimidate minority voters the resentments trump represents mainstream media in shock after a solid trump victory clinton concedes will obama go quietly into the night comment on philippines voids building permit of trump tower in makati city by shirley barnett trump now praises poll that he said were rigged now that he up 2 points in florida white house obama may leave the country if trump is elected comment on list of hollyweirdos who say they ll leave u if trump is elected by bookooball trump to deploy melania for major speeches could be surprise giuliani promised nytimes editor defends paper coverage of trump claims fox news and cnn are bad for democracy president elect donald trump eyes ovala office with plans to erase barack obama achievements cnn predicts 2 swing states are now trending toward trump after trump prediction was brushed off over a year ago it just came true shock video hillary supporters attack homeless woman protecting trump star still not over they are trying to flip the electoral college to block trump win what donald trump victory means for men watch president obama full speech on donald trump win sean hannity loses his cool on air and goes completely nuclear on never trump movement trump breaks from stump speech to admire beautiful trump mask trump may or may not be aware of the plan a move on the chess board that others are not considering disgusting celebrities unleash vulgar attacks on trump democrats may get a 2 for 1 special as trump defeat could take out paul ryan breaking judge issues restraining order against donald trump artificial intelligence robot says trump will win trump mistakes ex marine black supporter for protester calls him a thug tweet video why trump already in trouble steve bannon rightwing statist hillary clinton shuts down protester and trump divisive vision at florida rally i m arab and many of us are glad that trump won triggered lefty tries to run over trump sign gets perfect dose of justice once trump takes office he can enforce the national defense authorization act for 2016 by detaining indefinitely without trial violent anti trump protesters who are domestic terrorists trump voter beaten by black mob you voted trump you gon na pay for that sh t breaking attempted assassination of donald trump donald trump receives bay of pigs veterans association first ever endorsement breitbart trump wins israel with 49 votes vs clinton 44 the fbi is trumpland anti clinton atmosphere spurred leaking sources say trump appoints angry racist coffee mug to transition team watch the 5 most ridiculous celebrity freak outs in response to trump win if you think no other politician talked like trump here are other donald trumps from america past will ferrell just came back as bush to destroy trump trump voter listens carefully to call for national unity then sets up aryan website donald trump appoints lord voldemort as chief of staff franklin graham the media didnt understand the god factor in trump win the bolton threat to trump middle east policy it turns out trump put off investigators for 6 months while he destroyed emails video trump voter dragged from his car brutally beaten and robbed by gang of hillary supporters daily wire melania trump gives speech against cyberbullying apparently forgets who she married to official online national donald trump polls updated in real time the real reason why the clinton email scandal is back has nothing to do with helping trump list of republicans opposing trump offguardian democrat electors try to persuade gop electors to abandon trump trump votes changed to clinton on machines some early texas voters say donald trump pide que le encadenen en el tano de la casa blanca durante la superluna cnn got complete list of questions for trump interview from dnc proof that 100 years of voting for the lesser evil gave us trump and hillary these celebrities just made an anti trump video for the ages suspect in destruction of donald trump walk of fame star arrested trump to clear way for oil pipelines sanders calls trump a political coward over voter suppression report trump gifts farage idaho donald trump and hillary clinton walk in to a bar trump will win november 8 election american professor the trump effect jack in the box and obama change looming behind the victory depressing economic realities that donald trump will inherit ukrainian politicians scramble to delete old anti trump posts fort russ busted pro trump pac rep admits to voter suppression campaign targeting blacks suburban mothers donald trump hollywood walk of fame star destroyed by vandals the african voters in the us who want donald trump as their president hillary clinton is setting a masterful trap for trump to self destruct trump protest feed clinton supporters take to the streets because their team didnt win trump proposes canceling election calls black communities ghettos at ohio rally donald trump wins the presidency in historic victory watch trump promises to teach military experts about mosul tweets donald trump bible prophecy and the coming global shaking that will shock the world sparks fly as bikers for trump meet protesters greens question trump victory donald trump peacenik president information trump catches what sick reporter snuck in interview has priceless response palestinian un envoy threatens donald trump if he keeps promise to move embassy to jerusalem trump and putin begin work on us russia reset ap just confirmed melania trump worked illegally as an immigrant the anti trump protesters are tools of the oligarchy watch as a trump advisor has a hissy fit when asked about white supremacist supporters shocker left wing msnbc commentator chris mathews has just endorsed donald trump for president why did they vote for trump comment on what donald trump just did is going to have social conservatives in a state of complete shock by live in the light urgent donald trump just called out obama for his sickest crime yet liberty writers news secret service rushes donald trump offstage in nevada as paid hillary supporter with gun attacks donald trump tells uk you should make kate bush the new queen just in trump camp caught on cam bragging of voter suppression against women blacks freedom rider how not to protest trump gallup americans more confident in trump since election daily wire trump vp plane slides off runway at new york airport donald trump le marais et le feu vid o katehon think tank geopolitics tradition rigged election hillary and trump caught partying like bff with kissinger at jesuit gala the media is getting desperate and pushing a bogus trump comeback story trump campaign for celebrity trump proposed student loan program makes him look more liberal than obama republicans fuming donald trump uses beautiful scissors to cut ribbon on new d c hotel lindsey graham wants trump to put ted cruz on the supreme court bench trump opponents see normal americans as deplorables paul craig roberts nc trump supporter hangs clinton in effigy at rally says she deserves prison democrats urge obama to pardon 750 000 illegal immigrants before trump takes power former miss finland accuses trump of sexual assault bringing number of accusers to 12 comment on are the obamas the clintons and the bushes going to seek refuge in countries that dont extradite to the us if trump wins by marlene how donald trump moving the u embassy from tel aviv to jerusalem could trigger the psalm 83 war cant trust obama look at sick thing he just did to stab trump in the back liberty writers news badass patriot has massive surprise for thieves who stole his trump sign 13 year old girl rousing speech if donald trump had a brick for every lie hillary has told he could build two walls tomi lahren has special message for celebrities who said they d move to canada if trump won code red hillary clinton calling for civil war if trump is elected conservative daily post donald trump destroyed as fact checker reveals trump lies 20 to 37 times per day trump and roger stone were just ordered to court for voter intimidation tactics experts obama helped trump with illegal database memo to trump slash payroll taxes for workers not income taxes for the elites clinton and trump offer diverse me scenarios hillary thugs identified homeless woman protecting trump star gets justice nyt fbi failed to connect trump to putin iraqi christians hold first mass in over 2 years pray for trump to win pin drop speech by father of daughter kidnapped and killed by isis i have voted for donald j trump trump time to dream big trump wins putin molodets michael mcfaul says michelle runs her nasty mouth at trump then karma smacks her in the face donald trump gives 10 000 to pastor family trump jr suspiciously helps arizona woman push stalled car uses it as a photo op comment on ny times trump supporters are threatening a violent revolution if hillary wins by richard johnson video build the wall meet israel trump supporters soros intensifies his funding for riots and unrest plotting to resist trump behind closed doors next steps clean up the democratic party oppose trump warning or threat hillary hints at second civil war if trump wins how donald trump will be blamed for economic crash trump adviser says israeli settlements not illegal donald trump minnesota has suffered enough accepting refugees trump posts report of clinton secret income immediately goes viral donald trump hillary clinton rap song the oligarchy another trump surrogate admits trump wont build that effing wall watch they already know they ve lost as gingrich talks of 2020 trump party rematch donald trump i m going to grab the world by the p ssy henningsen us anti trump protests similar to soros color revolutions abroad brad pitt shocks america i m tired of liberals taking my money i m voting for trump breaking police catch iowa man who executed two officers and he a trump deplorable if you only news attention donald trump voters what to do if you see vote switching from trump to clinton at the polls game changer trump supporter charged in voter fraud case watch rigged voting machine will not allow vote for trump pence stuck on clinton kaine post trump liberal meltdown counseling cry ins therapy dogs and poetry donald trump announces an urban revitalization plan for black americans as a counter move hillary clinton announces a free rap concert russell brand brilliantly explains the trump election german defense minister warns donald trump to stay away from russia and commit full to nato trump tells gop rally in jerusalem he ll make israel u safe again the look on chris christie face as he goes to vote for trump says it all image a black church was just burned and spray painted vote trump stop trump mixtape a protest song collection iran warns president elect trump not to mess with their sweetheart nuclear deal from obama billionaire donald trump presidential campaign is flat out broke watch louis ck epic answer on trump vs hillary 1990 comic book predicted the donald trump campaign trump rips press in private meeting with media honchos is that good or bad for conservatives clinton lawyers push for recount in 3 key swing states that she lost to trump iran deal tests trump independence hillary i m sick and tired of the negative dark divisive dangerous vision and behavior of trump supporters adolf hitler and donald trump similarities will lead to what outcome comment on rachel maddow declares that a trump presidency could have radical effects on her chosen profession by anonymous both trump and clinton went to jeffrey epstein sex slave island the coming storm trump only won because the elites want him there delete your account episode 24 president trump trump reopening 9 11 reversing rome in bid to be greatest american steward bernie sanders rises in the senate prepares to become trump worst nightmare tweets addicting info the knowledge you crave donald trump moment will it last information trump family say trump brand has not been damaged memo to trump fire janet yellen now or the swamp will take you down why trump won why clinton lost sean hannity interviewing mike pence about obama claims on election fraud mr trump has recommended everyone watch this clip bombshell report exposes fbi agents trying to get trump elected tweets new century times james turk what donald trump faces is very different from what ronald reagan faced expect major market moves former congressman joe walsh if trump loses i m grabbing my musket america stunned mein trumpf storms into the white house dear foreign friends here why trump won from a clevelander katehon think tank geopolitics tradition more evidence george soros is behind the anti trump rallies magafeed life preparing for change this woman is scrambling to experience as much human dignity as possible before the trump administration takes power how cities can protect people threatened by trumpism whether it john mccain mitt romney or donald trump democrats always run war on women tactic to destroy the republican candidate a leaked memo just proved trump housing discrimination in new york city donald trump hit with very shady voter intimidation lawsuit in arizona details did trump make a secret deal not to prosecute hillary in exchange for her concession trump finally outspends hillary on tv spots bernie sanders says what the media wont trump is a gutless political coward can trump save america like putin saved russia the saker the trump campaign actually has a hillary voter suppression strategy with 3 key targets trump world darkest side watch giuliani crushes msnbc host foolish enough to call trump a racist dr david duke with mark collett of the uk collett explains why duke trump victories would change politics forever donald trump thanks infowarriors alt media for the win trump wins presidency duke falls short in absolutely heroic effort top russian expert on ukraine could trump replace poroshenko with saakashvili did trump tv just get axed before it even hits the air trump supporter comes up with the dumbest act of civil disobedience if hillary wins tweet world war 3 begins trump elected putin adviser takes credit for trump victory maybe we helped a bit with wikileaks the simpsons react to their trump election prediction and they re not happy the anti trump protesters are tools of the oligarchy paul craig roberts nevada judge slams trump campaign lawyer for filing bs lawsuit against poll workers donald trump promises to pardon snowden assange and manning pres obama ruthlessly trolls trump after his own campaign grounds him from twitter shock white house wont comment on obama plan to leave country if trump elected idiot who destroyed trump hollywood star gets exactly what he deserves watch fbi re opens hillary investigation trump immediately does this breaking hillary just lost the black vote trump is going all the way to the white house americans given historic opportunity to tell donald trump to go fuck himself fox news reporter seeing trump rally crowds how could he possibly be losing endingfed news network obama had the best reaction to a protester ever so trump lies and says he did the exact opposite comment on respected journalist bill moyers is first high profile american to flee u after trump election by sue penn suepennontwitte donald trump has won the 2016 presidential election violent libs try to attack trump star again find fearless homeless man guarding it dr david duke and dr slattery expose hillary treason and why trump duke will win rancher yearns for trump wall on us mexico border jake tapper fact checks the hell out of trump campaign assassination lie trump bombshell i m reopening 9 11 investigation fbi horrified as spy says russia has been supporting and cultivating trump for years god has chosen trump foreign affairs confronts trump populism anti trump violence sweeps the nation ignored by media profit from chaos elites have secretly banked on trump victory populist uprising ibd tipp tracking poll trump leads clinton with 43 percent support trump prepares for mass deportations 2 to 3 million undocumented immigrants with criminal records they re going to be gone photo president elect trump grabs pussy at the white house kanye tour cancelled after pro trump rants update kanye hospitalized exposed blocks of george soros funded anti trump protest buses for paid agitators caught on tape 3 ways to find focus in trump age of distractions guardian liberty voice trump targets democratic states in final assault ron paul to trump dont listen to neocons revealed trump financial backers paid a playmate 150 000 in hush money to hide affair women everywhere cringe in horror watching donald trump sexually humiliate a woman for revenge comment on trump election will be the biggest f you in history by dr eowyn trump and clinton have both assembled an army of lawyers to file lawsuits and contest the election results hillary to be indicted after election trump responds to fbi investigation lady gaga protests donald trump outside of trump tower top 10 scary list ghosts replaced by trump jimmy kimmel children book for hillary clinton donald trump parody trump convocar ma ana mismo las elecciones a primera dama donald trump will be 70 years 7 months and 7 days old on first full day in office as president fbi weiner probe reopens hillary clinton investigation clinton foundation pay to play for israeli pork is not kosher president trump will make america great again maga american foreign policy in the post trump era face it nobody cares about wikileaks because trump doesnt have the temperament to be president he scary cnbc trump will win the election and is more popular than obama in 2008 ai system finds photo of trump jr confronting woman with broken down car goes viral literally pushes it out of way watch traffic reporter savage message to those who threatened to leave u if trump won bad jewish losers lament trump victory on bbc newsnight libertynews daily electoral projection tracking map now has trump at 259 clinton at 197 donald j trump 10 point plan to put america first a response report megyn trashes trump newt then murdoch announces replacements are available trump wrote a book about sexually assaulting women and casual racism early voting results in key battleground states appear to favor donald trump boycottcomedian robert deniro wanted to punch trump in the face supports anti trump rioters now wants americans to support his new movie moby just destroyed trump in a passionate defense of hillary 13 year old if donald trump had a brick for every lie hillary has told he could build two walls watch trump goes full on dictator says cancel the election trump drops campaign surprise on melania during gma interview her expression says it all 8 more states legalize marijuana will donald trump let it stand guardian liberty voice trump promises new deal for black america fooling ourselves trump is not the new messiah includes video badass trump chairwoman shreds michelle hillary favorite spokesman ucla prof would rather vote for dog poop than trump dilbert creator scott adams endorses trump says hillary is a bully the libertarian party just gave up on winning tacitly endorsed hillary over trump november 8th american spring reaches zenith with donald trump presidency let the heathen rage anti trump protesters reveal their hatred towards america and liberty trump is deadbeating on his campaign debts by refusing to pay his own pollster trump and his supporters are fighting a rigged system soros blames recent hate crimes on trump pledges 10m for opposition trump campaign has a nervous breakdown after comey letter fails to swing the election utah evan mcmullin endorses hillary clinton says his only goal is to stop trump trump to star in the president a new reality tv show on fox flashback hillary clinton kkk smear against trump was democrat strategy gambling on the unknowable trump mr trump here is a worthy perhaps final opportunity to put america first trump busted for flat out financially scamming his donors campaign goes into last minute freefall life the power of unity this trump supporter and clinton supporter held each other hair while vomiting out of election anxiety black americans going for donald trump in record numbers as election day approaches trump and brexit defeat globalism for now anyway inside the invisible government war propaganda clinton trump what does a trump victory mean for africa texas ask for a paper ballot at polling stations where george soros electronic voting machines are rigged to switch trump votes to hillary trump smiles waves starts rounding them up rape hoaxer drops charges against trump no comment from lawyer the real numbers in florida trump winning by 14 points assassination attempt at reno trump rally donald trump calls a black supporter a paid thug and kicks him out of his rally hillary takes a cookie from a little person on univision gets tequila and a huge birthday cake practices spanish dances salsa and gets called a home girl in do anything bid to crush trump in florida up in arms trump nation absolutely rejects mitt romney for secretary of state pick sc gov nikki haley announces she voting for donald trump opeds eric zuesse 34 reasons this bernie voter will vote trump shameful obama legacy white man beaten viciously for voting trump north carolina republicans sued for rigging the election for trump obama departure is one reason to feel optimism for trump arrival new details trump gaffe with khan family was even worse than we thought the hatred that trump lies will leave behind donald trump may not deliver on campaign promises stock markets collapse in anticipation of trump win dow jones futures down 750 points nevertrump radio host does 180 makes brilliant case for voting trump huckabee responds to flag burning trump hater what happened to this country black female attorney demolishes anti trump white tv anchors trump victory a new political awakening war breaks out between neo cons and libertarians over trump foreign policy dr david duke and pastor dankof discuss the magnificent victory of donald trump against the globalist warmongers and criminals nyt on trump rise whiteness is more than just skin color breaking trump announces devastating cuts to social security his reason will make you vomit trump i m reopening 9 11 investigation canadian immigration website crashes as millions hear of trump victory trump hillary clintons policy for syria would lead to world war three apocalypse now trump voters warn of revolution if clinton wins he is a pig says morbidly obese and tattooed model while wearing a dump trump t shirt in times square bare naked islam comment on fbi no link between trump and russian government by christian zionist report dirty reporter blackmails montel help us hit trump or we ll print your address former classmate trump smacked his son so hard it knocked him to the floor addicting info the knowledge you crave samantha bee who gives a f k about trump the dauphin of breitbartistan peaceful hillary supporter destroys hollywood trump star trump campaign says hillary supporter tried assassinating trump it was a republican with a poster trump campaign admits they are trying to steal the election with voter suppression when trump attacked the khans he didnt know what a gold star family was top eu official disputes that trump could upend iran nuclear deal taking a stand disney will add donald trump to i clickhole hustle at hofstra with donald trump and hillary clinton fbi officials no link between donald trump and putin an alternate narrative on hillary clinton and donald trump jordanian bedouin poet proposes to tiffany trump asks her to wear burka 10 things that every american should know about donald trump plan to save the u economy sur twitter donald trump se f licite d avoir vot pour lui m me deux reprises le gorafi putin if americans vote for trump they re voting for peace if they vote for clinton its war wow watch trump turn to a cnn reporter tear her a new one in this epic 35 second video liberty writers news trump panics as 28 of florida gop early votes go to hillary love trumps hate gofundme to rebuild church torched by trump supporter shatters fundraising records why the trump reflation trade is for chumps trump releases new tv ad that uses anthony weiner to put clinton on full blast blog if donald trump pardons me i would be honored to serve as secretary of agriculture trump hillary clinton may be most corrupt person ever to run for president trump follows through more soon unfortunately biden i d take on trump behind gym donald trump tells stephen colbert we have to have a wall in that wall we will have a big fat door for people to come in legally david bossie desperately claims clinton enthusiasm gap is trump path to victory trump avoids facts again wind energy wont kill all the birds obama white house legacy at stake a president trump could nullify all of obama executive orders pointing fingers over trump victory trump voter arrested when officials see what his shirt says about hillary cnbc just confirmed comey is abusing his power to help trump donald trump hillary syria policy would lead to world war three breitbart trumped liberal news outlet bloomberg poll concedes trump beating crooked hillary in florida comment on new breed of crisis actors fake political protesters by clinton election cheating will trump muster the courage to catcall democrat disqualification moralmatters org life we dont know how to take down these photoshops of bald donald trump so we ve stretched his face out all wide so nobody can recognize it him signs of divine intervention in trump victory dan savage on trump misogyny if gay was a choice trump would be assange predicts trump will lose accuses clinton campaign of trying to hack wikileaks 11 very depressing economic realities that donald trump will inherit comment on he is a pig plus size model tess holliday dons dump trump t shirt for new fashion ad by goldbug like from a movie mike pence did something amazing at a trump rally today julian assange says trump wont be allowed to win information fantastic trump 7 point plan to reform healthcare begins with a bombshell america primal scream david icke explains reason for trump election result trump family already sworn to secrecy about faked moon landings more soon gold prices grow by 60 as trump wins us dollar trashed did you vote to draintheswamp take the trumppledge florida designated terrorist group cair demands hate crime investigation of anti islam graffiti on mosque blames trump video compilation pundits and politicians insist donald trump can not win election trump not assassinated yet breaking plot to kill trump revealed he needs your support comment on 184 u generals and admirals endorse trump for commander in chief by 184 u generals and admirals endorse trump for commander in chief fellowship of the minds kommonsentsjane how many of you will never vote again if trump is not elected trump surging now tied with clinton in michigan as fbi wipes out hillary 13 point lead redflag news will trump make america great again trump just revealed he going to end all federal clean energy development losing trump tries to fool voters with last ditch media propaganda scam if donald trump wins the election it will be the biggest miracle in us political history trump supporter whose brutal beating by black mob was caught on video asks what happened to america alex jones declares trump landslide victory trump threatens press in closed door meeting here are the terrifying things he said new century times trump or clinton life or death trump promises 100 billion to black and latino communities electronic voting machines caught switching trump votes to hillary trying to steal texas how deep will trump truths go mexicans say they will build trump wall three feet high a trump fan just hung two black dummies from a tree in his front yard trump presidency and the future of us russia relations why you should pay attention to the anti trump riots and how to prepare media self destruct over trump hot norpoth model predicts trump presidency 10 radikale vorhaben die donald trump sofort nach amtsantritt durchsetzen wird just in aclu makes full page donald trump announcement via new york times image the meaning of trump paypal founder blasts corrupt media intolerant left defends trump beyond the anti trump protests breaking trump just gave obama horrible news check out what the pentagon just did clinton foundation ceo goes missing after trump top money guru found dead trump the great paul craig roberts trump and the balkans katehon think tank geopolitics tradition black trump supporters call hillary clinton a racist female college students protesting because trump is a rapist trump hollywood star vandal outs himself in shameless new video taunts police seeking him out watch up mission impossible against voter registration to make trump win starts from indiana how they could steal the election from trump even if he is announced the winner next tuesday nuclear weapons how foreign hotspots could test trump finger on the trigger meet the neocons 9 11 criminals and goldman bankers on team trump the corbett report trump says alec baldwin impression of him is unfair he portraying someone mean and nasty trump is being killed in the press for saying system is rigged here 90 seconds of democrats saying it trump proudly declares most of the people i ve insulted deserved it clinton camp claims media was pro trump blames them for devastating loss endingfed news network pope francis takes backhanded swipe at trump those who raise walls label people presstv sanders to trump dont target minorities trump wins florida needs michigan to win it can he do it trump new ad portraying every mother worst nightmare is nothing short of chilling trump camp manager destroys hillary by pointing out 1 thing we all missed trump supporters get last laugh after hillary disrespects them on radio show trump gettysburg address against the new world order female veterans release anti trump ad election shock trump outperforms romney latest short list for trump cabinet positions it a knife fight netanyahu scuttles trump russian rapprochement new eastern outlook the banishment of trump has begun as the american people are tuning him out breaking trump jumps in fl takes 4 point lead in oh donald trump may have broken the law to avoid paying federal income taxes trump is keeping his promises cutting taxes building a wall repealing obamacare trump calls black man at rally a thug kicks him out except there one big problem trump national security adviser islam is a political ideology hides behind this notion of it being a religion michael moore calls anyone voting for donald trump a legal terrorist what trump did for a disabled child is stunning media kikes 91 of trump coverage is negative new play vicu a portrays trump in emperor new clothes tale trump spokesperson katrina pierson caught in blatant lie threatened with lawsuit netanyahu calls trump true friend of israel likud party pols call for u embassy move to jerusalem all in in the hood for donald trump game of thrones author just ripped trump endorsed hillary trump brexit and the collapse of the liberal order watch trump gropes humiliates miss universe just to get revenge you re not alone we re with you video aims to help you adjust to new trump reality donald trump el primer presidente naranja de los estados unidos maga mania ford motor company calls donald trump to say they wont be moving to mexico comment on maryland trump supporter they switched my vote to hillary by misterdawg this is donald trump favorite thing he has in common with his daughter trump campaign being sued for humiliating skittles candy by comparing it to syrian muslim infiltrators breaking illegal alien causes 61 million in damage has been deported 5 times trump is pissed obama just blasted fbi director for smearing hillary to help trump trump has gotten the republican party sued for trying to intimidate voters destruction of walk of fame star leaves donald trump down to his last six horcruxes breaking since donald trump won the presidency ford shifts truck production from mexico to ohio trump gets dumped on instagram by supermodel gisele b ndchen how to live after trump trump promotes world peace as hillary calls for war cnn is over look what trump did moments ago to end wolf blitzer career liberty writers news trumps hollywood walk of fame star destroyed with a sledgehammer and pick dr david duke farren shoaf countdown 7 days left to trump presidency and the critical first primary to send dr duke to the u senate trump true mission lance the boil paid protesters planning to cause chaos in dc and block peaceful inauguration for trump saudi arabia warns trump on blocking oil imports ft voters report their votes switched from trump to hillary in texas us officials fbi see no link between trump and russia donald trump deutsche bank did clintons lean on us justice department comment on are you on pace to reach your goals by 4 goals for the neomasculinity movement during trump first term putin and trump on the phone in view better relations progress in syria comment on bryan cranston another hollyweird actor who promises to move out of the us if trump is elected by dr eowyn foreign policy names floated by trump transition undermine campaign promises obama slams trump rigged election claims as dangerous michelle obama next president after donald trump trump makes special announcement after homeless lady attacked by liberals comment on trump walk of fame star vandalized by methepeople clinton campaign blames fbi director for loss to trump nato goes on high alert to block donald trump presidency put hillary clinton in power elites have secretly banked on trump victory president elect trump invites an excited israeli prime minister benjamin netanyahu to come visit trump suffers bizarre memory disorder says he always opposed obamacare news crowning achievement donald trump has just accomplished his lifelong goal of kicking the nation most powerful black family out of their house counting 100 over trump gets 306 electors media refuses to update maps putin congratulates trump reset of us russian relations inevitable noam chomsky why it a big danger to dismiss the anger of trump voters trump in the white house an interview with noam chomsky financial times fumbles trump central banking criticism chris matthews sounds alarm on trump presidency in chilling warning to americans new century times stephen king just got real with trump supporters donald trump attorney searching for homeless woman who was attacked by clinton supporters for guarding trump star on the hollywood walk of fame watch trump calls cnn reporter rude for question about trump hotel michelle obama warns that playing around with a protest vote will lead to a trump win civil rights icon all in for trump i m not looking to like donald trump i m looking at what he will do will trump resist war hawks on iran trump to deport everyone who is not native american david fahrenthold strikes exposing donald trump false philanthropy legend art cashin on a trump presidency the new world order gold brexit the great depression and why we will see panic three african american hillary supporters attempt to murder trump supporter in broad daylight steal car afterwards magafeed trump starts new youtube channel to combat fake news new world order globalist soros is the hidden hand behind trump protests and riots trump in gender transition confusion after bashing trump for months george soros just got the worst news of his life big blue vision seth meyers epic rant on the difference between trump hillary boom canada and mexico cave ahead of trump presidency they are ready to renegotiate nafta trade deal george soros on tape trump will win popular vote in landslide but hillary clinton electoral victory is already a done deal ha ha look at arkansas today trump 28 trump sues trumpton trump wins mock election of young people the israeli trumpess 12 signs of extreme optimism in america now that donald trump has been elected watch trump caught on tape saying he and daughter ivanka have sex in common tweets clinton email investigation has shifted the polls significantly in trump favor european america the whole world is counting on you his pro trump video is getting brigaded breaking trump fires 500 obama staffers dems panic endingfed news network trump a people new world order taking shape john mccain to donald trump dont you dare make peace with russia non mainstream poll shows trump poised to win with 76 chance cnn breaking news trump tells supporters to vote multiple times watch video leaked from obama 2008 campaign is every trump hater worst nightmare remember when biden challenged trump to a fight trump just accepted cnn catches trump making sure his wife votes for him twitter erupts in laughter markets do not want trump wow look at the huge crowd that showed up to see trump in michigan pics and video american lookout donald trump construir un muro alrededor de cada mexicano trump didnt win the establishment lost news shaking up washington donald trump just appointed a cloaked man as secretary of the hook if trump wants to fix the disaster of the pentagon he should clean up its nuclear lies trump thug chants jews a at arizona rally trump election heralds coming of messiah says deri miley cyrus crying over trump victory trump wants to nuke isis but says hillary would start wwiii wtf dr duke and pastor dankof on trump america first foreign policy texas police arrest trump voter for wearing deplorable t shirt a tea party congressman just called for armed uprising if trump loses comment on macy dump trump backfires as 30 000 irate customers cut up their cards by methepeople obama meets boy after deplorable trump fans attack his wheelchair when he removed from rally trump erupts at secret meeting with the press transition in chaos tweets addicting info the knowledge you crave only trump can save america now if he can survive and follow in the footsteps of vladimir putin trump whistles his dogs intrepid report com donald trump is the 45th president of the united states guardian liberty voice seth meyers schools idiot trump you dont even know what obamacare is the week after trump win the reaction of liberal college students trump tells the truth watch six communists arrested after attacking trump supporters media yawns topless protesters arrested at trump polling station rigged to deny trump looks like elite trying to steal these states to block electoral path to 270 crushing hillary trump landslide by the numbers black trump supporter we need somebody that loves america trump teaches his supporters how to vote correctly facebook nazi thought police editors threaten to quit if mark zuckerberg doesnt ban donald trump for hate speech comment on dilbert cartoonist hypnotist scott adams in 2015 predicted a hillary health crisis by free the trumprolled fierce homeless woman guarding trump star from future vandals flashes trump worthy reason for it the blacks for trump guy is an ex cult member who thinks obama is the devil mother and daughter remind msnbc reporter that trump has black supporters the non existent trump mandate black veterans for trump too savchenko begs trump to strengthen anti russian sanctions breaking we caught obama spending 30 million dollars against trump to rig this election endingfed news network everyone to blame for twats like trump except the people who vote for them trump would have beaten obama in 2012 trump says he d be neutral with israelis and palestinians trump and brexit directed history proceeds apace democrats are racist for calling black trump supporters uneducated red necks trump elected president thanks to 4 in 5 white evangelicals jewish home touts trump victory as sign of change trump is ahead in zero national polls while the media continues close race narrative judgment day the one reason why every christian and jew in america should vote for donald trump trump wont mention that bush cheney deleted 22 million emails video trump never mocked disabled reporter it never happened this open letter to trump voters just told it like it is will trump be rolled by the republican establishment on trump an open letter to the brokenhearted if you thought the trump child rape case in ny couldnt get much worse you were wrong paul craig roberts trump faces assasination lego refuse to build trump wall anti trump protests are paid and staged craigslist reveals president elect donald trump first televised interview since he won the election information mexico richest oligarch loses billions on news of trump victory breaking trump vp plane slides off runway at laguardia airport in nyc donald trump impide que una mujer se haga con un cargo de responsabilidad will trump presidency change the way america views russia on trump victory will trump erase the progress of the obama administration mavs fans got mad at mark cuban for bashing trump his response is perfect 4 goals for the neomasculinity movement during trump first term bernie sanders surprise speech outside the white house on rejecting dakota pipeline trump homeless trump supporter posts as guard for trump hollywood star liberals lose it trump leads independent voters in several early voting states donald trump begs hillary clinton early voters to change their votes the bond vigilantes are back just in time to stop trumponomics president obama and president elect donald trump meet at white house trump wrecks any hope gop had of taking advantage of clinton email investigation media claim trump transition chaos trump way ahead of schedule daily wire a veteran fbi spy just confirmed trump shocking russian ties george soros funds anti trump riots similarly to how he funded the ferguson riots interview green party presidential candidate jill stein on clinton loss to trump melania trump meet your first lady america irony alert first person arrested for voter fraud is a trump supporter fake news about trump continues unabated rising up to the trump moment we are the ones we ve been waiting for ww3 averted putin congratulates trump trump prepares to fill out security economy teams trump won because of white people donald trump to leave america for a younger sexier country george soros begins his color revolution in america as moveon activists march against trump new trump cia director let dump the iran deal cnn reach new low call sheriff clarke a terrorist after trump gave him the most important job endingfed news network will trump dump the wahabbi autocrats new eastern outlook fear of trump bush obama clinton all buying property in non extradition nations will trump prosecute them donald trump likely to end aid for rebels fighting syrian government information trump campaign backfires as hillary clinton attracts millions of new voters trump livid after beyonce and jay z support hillary explodes with rage heartless trump cuts sweet old grannys water supply trump reaches out to blacks blacks riot in philadelphia alt right meeting full video replay people give hitler salute for donald trump since donald trump won the presidency ford shifts truck production from mexico to ohio endingfed news network watch 60 minutes full interview with president elect donald trump magafeed arise president trump or why it not the end of the world as we know it little loved by scholars trump also gets little of their cash rwnj says trump didnt grope women because he one of the handsomest billionaires that ever lived shell shocked by unprecedented election how trump will be used for what will happen next chairman of the house oversight and government reform committee jason chaffetz says he will vote for trump breaking trump moves to file charges against clinton i dont rent to n smoking gun proves trump family racism addicting info the knowledge you crave i m so tired of all these psychotics babbling anti trump propaganda they re working anti trump protests send trump into humiliating twitter rage spiral the art of the deal trump phone calls provoke hysteria in kiev and panic in brussels israel just sent trump very clear message just weeks from election fox biz reporter cant help but bash clinton rally after covering trump packed event day before dilbert creator endorses donald trump for simple reason democrats are bullies the hubris of democratic elites clinton campaign gave us president trump confusion as clinton cards changes name to trump cards donald trump names white supremacist as chief strategist alt right rejoices surprise hillary receives devastating news on her poll lead over trump nusra on the run trump induces first major policy change on syria ukraine congratulates trump god bless america video idiot destroys trump hollywood star gets bad news seconds later hillary clinton planning trump russian agent lie since april whether hillary clinton or donald trump world war 3 is coming expert trump has already won election democrats stealing it arab prince who gave hillary 50 million begs americans not to vote for trump is president trump really going to revalue gold to this jaw dropping price the libertarian party just gave up on winning endorsed hillary over trump new york times warns that donald trump is stalking muslim kids in their dreams is donald trump autistic trump is already betraying his voters 370 economists sign letter urging america not to vote for donald trump trump called edward snowden a traitor implied he should be executed massive spike in obamacare health premiums could boost trump to victory moronic trump campaign thinks reopened clinton email investigation will save them teacher to 11 yr old i cant wait until trump is elected he going to deport all you muslims despite gaining some in the national polls the electoral math remains dismal for trump a trump supporter just held six children at gunpoint for dumbest reason ever even hillary niece is voting trump defeating white liberalism in the age of trump everybody is telling me that trump is going to win so why do i have such an ominous feeling voting machines switching trump votes to hillary clinton it is happening again crime all stars election rigging and dirty tricks against trump and brexit slattery and collett breaking trump set to break 50 year old record with black voters trump walk of fame star smashed with a sledgehammer us officials see no link between trump and russia the big upset democrats go into shock as donald trump pulls even with crooked hillary in michigan donald trump excuse pour toutes les minorit qu il n a pas eu le temps d attaquer pendant la campagne le gorafi donald trump jr met with russian advocates about syria bang what the globalists are about to unleash on trump will kill america top black lives matter activist we will incite riots everywhere if trump wins cnn exposed using own camera man for story as trump protester thank you fbi the clinton email investigation has shifted the poll numbers significantly in trump favor black mob viciously beats white trump voter trump says fbi just righted the horrible mistake they made in july places most unsettled by rapid demographic change are drawn to donald trump congressman tells cub scouts he ll vote trump no matter what crazy things he says msm polls gaslighting us voters with manipulated poll results trump is winning in adjusted average video rude cnn reporter asks trump why he taking time off to open a hotel are the polls rigged against trump all of these wildly divergent surveys can not possibly be correct trump campaign was just ordered to appear in court for voter intimidation from monster to mr president elect democrats grovel before trump information cbs 60 minutes withheld trump appeal to stop attacking minorities and ignored reports of attacks on trump supporters trump throws a fit when asked why he is promoting his hotel instead of campaigning trump dont follow the bush obama foreign policy legacy trump wants to appoint alt right propagandist steve bannon as his chief of staff trump a wrench in the works to the nwo timetable for global control there might be consequences for the gop presidential candidates who wont endorse donald trump d k waving berlusconi knockoff late night host nasty trump attack dismantled by steven crowder mccain to trump dont you dare make peace with russia trump supporter busted committing voter fraud trump says polls are rigged so i had to ivana says young donald trump was a cry baby has anything changed hillary clinton betrayed by her own family we re voting for trump trump supporter jailed for trying to rig the election by committing voter fraud trump supporter got nuts on msnbc reporter covering anti trump rioters obstacles to trump growth plans trump heads to white house after stunning win clinton welcome to the trump world order information calling trump moscow favorite is nonsense created by media putin comment on shock video hillary supporters attack homeless woman protecting trump star by tooney trump tulsi gabbard factor donald trump continues to lie about voter fraud claims officials will throw away mail in ballots trump won because democratic party failed working people says sanders ny elementary school calls off mock election because students were chanting trump and we dont want muslims here busted trump supporters get caught creating fake badges to intimidate voters at polling places addicting info the knowledge you crave donald trump claims the election will be rigged and critics have called that preposterous and dangerous zulema rodriguez paid to incite violence at trump rallies proven politics in the matrix trump wont prosecute hillary clinton tug of war between nato and trump who will win donald trump and the equilibrium to come new eastern outlook trump swept to victory by fans of poor quality 80s action films donald trump entire election victory speech donald trump the next president of the united states of america system breakdown trump chickens come home to roost former u treasury secretary just warned trump could be assassinated the results are pouring in donald trump will be the next president in interview with bill maher obama warns america sitting out this election is a vote for trump how trump happened medvedev in jerusalem as putin waits for trump should russia rejoice at donald trump victory trump froh dass er sich ab morgen endlich nicht mehr zur ckhalten muss must see welcome to the family why so many hispanic americans are voting for donald trump new conservative media network sends out casting calls trump whistles with hands in pockets watch as chris cuomo tells rudy giuliani you live in fact free trumpland trump takes the kosher seal trump reveals american muslim solution hillary trump and sart how existentialism disrobes the major presidential candidates donald trump elected 45th president of the united states markets collapse as donald trump is projected to win trump induces first major policy change on syria information meet all the pundits pandering for a trump adminstration job daily wire if trump loses i m grabbing my musket former congressman tweets even if you hate hillary you have to give her props for making this race a referendum on trump rigged election hillary trump caught partying with kissinger in jesuit gala very concerned about islam sanctioned persecution of gays by muslim gays come out in force for trump clinton policy on syria will lead to ww3 says trump clinton coalition will trigger world war iii but who cares trump is sexist hillary campaign worker busted defacing trump signs state duma applauds to trump victory congressman who said he couldnt look his daughter in the eye and endorse trump is voting trump violent revolution if trump lets them down people remain poised for angry revolt roberts nyt trump supporters are threatening a violent revolution if hillary wins trump won because the democratic party failed not because the white working class revolted trump melts down and accuses the us postal service of stealing the election for clinton trump and putin we will destroy isis once and for all donald j trump is now president of the united states of america the most unqualified media personalities on tv people who never saw a president trump winning einigung bei regierungsbildung donald trump leitet k nftig alle ministerien selbst valentin katasonov america is in agony and trump is the doctor lin manuel miranda announces new musical about trump university reality slaps donald trump in the face as u economy roars back slovenia attractions know more about melania trump birthplace morning news usa trumped after deceiving the american people the new york times vows to start reporting honestly massive list the times tolerant libs got violent with trump supporters breaking ap finds proof melania trump illegally worked in u prior to getting work visa ny times trump supporters are threatening a violent revolution if hillary wins michael moo forget what i said before trump supporters are racists and rednecks the blacks for trump man once belonged to a murderous cult donald trump hillary clinton two figures in a derailed world trump new ad portraying every mother worse nightmare is nothing short of chilling reductress how am i supposed to explain this to my children asks melania trump al gore offers to work with trump on climate change 5 ways the media responded with butthurt to donald trump victory pussy riot released the perfect nasty woman answer to trump assassination attempt donald trump rushed off stage in reno by secret service after protester flashes gun watch ut students protest trump twitter freaks out when white people spotted holding blacks for trump signs la trump tower cambriol e les voleurs seraient repartis avec un myst rieux almanach des sports le gorafi trump voter yells kill obama at victory speech only barron has decency to look shocked trump presidential cabinet picks leak and they are terrifying project veritas video 4 20k bribery to dnc chaos at trump rallies trump votes are being flipped to clinton man uses trump victory as excuse to call ex girlfriend libertarian party vp insults trump practically endorses clinton triggered journalist snowflakes scared trump supporters are turning on the media will trump be different than hillary or obama sot 125 gay trump supporters getting death threats from gay people who support a candidate who receives multi million dollar contributions from countries that execute gays obama gives trump a gift obamacare collapsing nationwide one week before election day nobel confusion ramos horta trump and world disorder homeless woman protecting trump hollywood star gets attacked by big fat guy free market economic recovery with trump or global collectivism with hillary fox news poll clinton leads trump by three points trump surrounded by bankers wall st insiders banging on the door to get in draining the swamp trump crushed by hillary clinton new powerful closing argument to women the trump election life have mercy on us new eastern outlook megyn kelly makes bombshell admission about trump and the media rachel maddow shines the light on trump white supremacist support lol remember when obama told trump he d never be president american lookout news first steps donald trump has to go around the white house neighborhood letting residents know he is moving in down the street anoymous the world war 3 will surely happen 29 10 2016 donald trump will win trump received by massive crowd in albuquerque new mexico after gingrich attacks megyn kelly over sex trump advisor threat against her blows up online what hath trump wrought sickening hillarist spics attack kindly negress trump star defender homeless trump supporter guards trump star on hollywood blvd 20 million illegals and americans sleep on streets trump and hillary work for the same organization trump warns of world war iii if clinton is elected baba vanga was right about obama presidency and the 9 11 attacks sees dire future for trump and the us the toronto star published an unauthorized database of things that will infuriate trump addicting info the knowledge you crave china warns trump against abandoning climate change deal increases climate change aid to developing countries to 3 1b unhinged trump supporter holds children at gunpoint over damaged trump sign presstv i cant punch trump now he president with donald trump tanking a trump supporter waves her hillary in a noose doll at rally does trump have a fighting chance against the establishment new eastern outlook hillary clinton v donald trump in 2016 can trump survive the media onslaught all we need to know about trump demise we learned from his campaign launch speech comment on if elected president donald trump will not live in the white house by rebecca bennett fbi debunks hillary conspiracy theory trump is not a russian agent president trump man made global warming is a hoax the fix is in nbc affiliate accidentally posts election results a week early hillary wins presidency 42 to trump 40 the intercept outs neocon democrat smear against trump as putin puppet nigel farage held at heathrow on return from trump visit due to mysterious brown substance on nose obama just did something to spite trump on the president elect very first visit to the white house with trump elected world war 3 will not happen putin wants to restore full relations with the usa it about time maryland school official declares end to student trump protests with no consequences american lookout watch mass shooting occurs during trumpriot media ignores trump is the nation abuser in chief america post trump widening divide dr david duke and adrian salbuch the international impact of a u president trump and u senator duke gold signals trump is no different question about the constitutional amendment that trump proposed fox latinos are already crushing trump at the polls world leaders congratulate trump putin anxious to improve relations with america man who caused scare at nevada trump rally listed in wikileaks podesta emails the strange disturbed history of the gop token blacks for trump man busted trump campaign chief behind fbi review of clinton foundation the complicity of obama democrats set stage for dangerous trump presidency rigged to deny trump are they stealing these states to block electoral path to 270 la sortie du dernier livre in dit du gorafi clipse totalement la victoire de donald trump le gorafi trump wont prosecute hillary dismissing things that sound like the campaign clinton policy on syria would lead to ww iii trump trump opens new hotel in dc on time and under budget shows how outsiders get things done in dc donald trump the hero of the common man what happens if trump loses the election what this means for america latest poll shows trump with 4 point lead in florida breaking donald trump makes major clinton indictment announcement details no hate crimes have not intensified since trump election who to blame for president trump ANSWER Ans 1 a) Given : X and Y as 2 Independent uniform Random Variables in the interval of [0,1]. Z is a function of X,Y given as : Z = ( X - Y )2 Expectation of Z = E(Z) = E( X - Y )2 E(Z) = E(X2 + Y2 – 2XY) = E(X2 ) + E(Y2 ) - E(2*X*Y) (AS : E(X+Y) = E(X) + E(Y) if X and Y are independent) E(Z) = E(X2 ) + E(Y2 ) – (2*E(X)*E(Y) ) (AS : E(X*Y) = E(X)* E(Y) if X and Y are independent) We know that E(m) = ∫ 𝑚𝐹(𝑚)𝑑𝑚 +∞ −∞ , And F(X) = F(Y) = 1/(b-a) = 1 E(Z) = ∫ 𝑋 2𝐹(𝑋)𝑑𝑋 + ∫ 𝑌 2𝐹(𝑌)𝑑𝑌 − 1 0 1 0 E(Z) = 1/3 +1/3 – ½ =1/6 Variance of Z = Var(Z) = E(Z2 ) – E(Z)2 Var(Z) = Var((X-Y)4 ) (X-Y)4 = X4 – 4X3 y + 6X2Y 2 – 4XY3 + Y4 ) (As : Var(X+Y) = Var(X) + Var(Y) if X and Y are independent) Var(Z) = [E(X4 ) – (4 (E(X))3 E(Y)) + (6 E(X2 ) E(Y2 )) – (4 E(X) (E(Y))3 ] – E(Y4 )] - E(Z)2 Var(Z) = 1/5 – (4 *1/4*1/2) + (6*1/3*1/3) – (4*1/2*1/4) + 1/5 – 1/36 Var(Z) ≈ 0.038888 Std deviation (Z) ≈ 0.197200 1 b) R = Z1+Z2+…….+Zd E(R) = E(Z1+Z2+…….+Zd) E(R) = E(Z1) + E(Z2)+ -------+ E(Zd) E(R) = E(∑ 𝑍𝑖 𝑑 1 ) E(R) = ∑ 𝐸(𝑍𝑖) 𝑑 1 Var(R) = Var(Z1+Z2+…….+Zd) Var(R) = Var(Z1) + Var(Z2) + ------ +Var(Zd) Var(R) = Var(∑ 𝑍𝑖 𝑑 1 Var(R) = ∑ 𝑉𝑎𝑟(𝑍𝑖) 𝑑 1 1 c) Considering the diagonally opposite points of a unit cube A(0,0,0) and B(1,1,1) Mean = 1/6 + 1/6 + 1/6 = ½ = 0.5 (let d=3) Variance = 3 * 0.038888 = 0.116664 Standard deviation = 0.34156 Earlier the standard deviation was 0.197 but now it has increased to 0.341 which implies that as the dimensionality increases, the points start to scatter away from the mean far around the corners of the cube and the points in the middle ceases to exist. This is called the curse of dimensionality. Now since all the points lie at the corners therefore, we can conclude that the distance of the points from the mean becomes almost about constant and the distance function loses its functionality. Ans 2. b.) CASE : gini Max depth = 10 0.7448979591836735 CASE : gini Max depth = 20 0.7795918367346939 CASE : gini Max depth = 30 0.7795918367346939 CASE : gini Max depth = 40 0.7775510204081633 CASE : gini Max depth = 50 0.7816326530612245 CASE : entropy Max depth = 10 0.7142857142857143 CASE : entropy Max depth = 20 0.7448979591836735 CASE : entropy Max depth = 30 0.7387755102040816 CASE : entropy Max depth = 40 0.7591836734693878 CASE : entropy Max depth = 50 0.7612244897959184 OUTPUT: 0 c.) Consider 5 statements : d.) def compute_information_gain(y,x): entropy = - (P(Real_y)*log(Real_y)/log(2) + P(Fake_y)*log(Fake_y)/log(2)) weighted_avg= ((no. of examples in left child node) / ((total no. of examples in parent node) * (entropy of left node))) + (((no. of examples in right child node) / (total no. of examples in parent node)) * ((entropy of right node))) return (entropy - weighted_avg )
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