# Python-Computer Science Solved Homework Sample

QUESTION

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 )
2
.
(b) [1pts] Now suppose we sample two points independently from a unit cube in d dimensions. 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)
2
.
Using the properties of expectation and variance, determine E[R] and Var[R]. You may
part (a)).
(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”?
1
CSC411 Winter 2019 Homework 1
2. [5pts] Decision Trees. This question is taken from a project by Lisa Zhang and Michael
Guerzhoy.
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
(http://scikit-learn.org/stable/modules/classes.html#module-sklearn.feature_
extraction.text), and splits the entire dataset randomly into 70% training, 15% validation, 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 (information 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.
(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
the split.
Report the outputs of this function for the topmost split from the previous part, and for
several other keywords.

Clean Real

```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 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
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
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
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 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
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
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
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 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 says he has right to reveal classified information
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
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trump putin held a second undisclosed meeting at g20 summit
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Clean Fake

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```trump warns of vote flipping on machines
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brian cloughley the greatest achievement of mr trump would be engage in positive discussions with russia and china
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republican protester says he was nearly killed after trump says take him out
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congressmen turned radio host joe walsh recklessly talks muskets if trump loses
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anti trump crowd chants what better than 11 dead cops 12 dead cops three police officers ambushed the same weekend
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revealed hillary sat on sex misconduct allegations against trump for months
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msnbc screws up interviews two african american donald trump supporters that destroy msnbc negative stereotyped narrative
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trumpprotest communists mobilize to disrupt president elect trump inauguration
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suicide hotlines get record number of calls after trump win phones have been ringing off the hook
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harry reid blasts comey for misconduct drops bombshell fbi is sitting on russian trump info
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a federal judge just ordered the rnc to reveal its voter fraud pact with trump
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trump jokes that they should just cancel the election now guarantees win
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first effect of trump win al qaeda morale in aleppo collapses western campaign against russian bombing ends
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obama tells black voters trump would tolerate kkk support in office
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chicago hits back strips trump of honorary street designation
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here is why the trump administration will be a force for peace james p pinkerton
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trump compares himself to veterans says he brave military explodes
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in the first 19 days of october trump gave just 31k to his own campaign
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cdc scientist confirms donald trump is right about vaccines and autism
obama gets desperate tells americans trump will tolerate the kkk if president
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fbi director just admitted his new hillary probe is a smear to help trump gop
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hillary planning violent mob attacks if trump wins
donald trump closes gap with hillary clinton in michigan
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mainstream media ignoring 75 lawsuits against trump to focus on clinton emails
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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
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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
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breaking trump takes lead in battleground state of florida
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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
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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
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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
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 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
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
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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
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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
shocker left wing msnbc commentator chris mathews has just endorsed donald trump for president
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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
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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
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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
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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
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
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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
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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
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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
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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
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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
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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
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assange predicts trump will lose accuses clinton campaign of trying to hack wikileaks
11 very depressing economic realities that donald trump will inherit
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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
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florida designated terrorist group cair demands hate crime investigation of anti islam graffiti on mosque blames trump
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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
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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
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
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
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
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
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

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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