ebpmf.alpha_v0.4.2_show_topics

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Last updated: 2020-06-05

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Knit directory: ebpmf_data_analysis/

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---

Introduction

On kos dataset, I show the topics computed from all methods, which are all initialized with the same \(L, F\).
* bg: ebpmf_bg; pick the words with most weight sin each topic
* wbg: ebpmf_wbg; pick the words with most weight sin each topic
* pmf: Poisson NMF; pick the words with most weight sin each topic
* pmf2binom: apply fasTopics::poisson2binom to PMF results, then use \(log(p_1/p_0)\) to rank the importance of words.

library('knitr')

Warning: package 'knitr' was built under R version 3.5.2

\(K = 20\)

K = 20
top_words_df = read.csv(sprintf("output/uci_BoW/v0.4.2/top_words_K%d_v0.4.2.csv", K))
kable(top_words_df, format = "markdown")

bg	wbg	pmf2binom	pmf	Topic
upenn	peanut	liberalrakkasan	november	1
lud	bradnickel	rad	voting	1
senategovernors	lawnorder	senategovernors	republicans	1
jiacinto	rad	nprigo	vote	1
abstain	danielua	jiacinto	house	1
bald	bald	bald	account	1
danielua	abstain	lud	kerry	1
converted	converted	lawnorder	senate	1
lawnorder	jiacinto	danielua	governor	1
rad	senategovernors	converted	electoral	1
bradnickel	upenn	upenn	poll	1
nprigo	lud	egon	polls	1
egon	nprigo	bradnickel	bush	1
seamus	egon	seamus	election	1
peanut	seamus	abstain	voter	1
buh	buh	furiousxgeorge	sunzoo	1
luaptifer	luaptifer	buh	general	1
furiousxgeorge	furiousxgeorge	luaptifer	experience	1
cfr	kitty	maximumken	media	1
suppression	lzmd	peanut	planned	1
rasmussen	lines	rasmussen	bush	2
gallup	florida	evs	kerry	2
battleground	arkansas	tipp	poll	2
surveyusa	sampling	lvs	polls	2
battlegrounds	results	gallup	general	2
tipp	margin	oregonian	states	2
gotv	oregon	battlegrounds	voters	2
bounce	gallups	cnnusa	florida	2
lvs	pennsylvania	nbcwsj	polling	2
evs	tipp	rasmussens	election	2
arkansas	cnnusa	gallups	state	2
wisconsin	soto	arkansas	results	2
ruy	gotv	orlando	ohio	2
kerryedwards	michigan	rimjob	nader	2
undecided	lvs	columbus	numbers	2
pollsters	battlegrounds	sampling	oct	2
kerry	conducted	surveyusa	vote	2
masondixon	shows	roundup	battleground	2
soto	roundup	snapshot	gore	2
nbcwsj	alabama	minnesota	news	2
sharpton	secondplace	lieberman	dean	3
braun	lieb	sharpton	edwards	3
clarks	marist	braun	kerry	3
secondplace	parenthesis	lieb	clark	3
parenthesis	composite	secondplace	primary	3
gep	deanclark	marist	democratic	3
undecided	liebermans	composite	poll	3
lieb	geps	deanclark	lieberman	3
caucuses	wesley	kucinich	gephardt	3
marist	superdelegates	clark	iowa	3
arg	delegate	moseley	results	3
antidean	moseley	parenthesis	polls	3
composite	polled	edwards	numbers	3
deanclark	delegates	intangibles	kucinich	3
moseley	antidean	inching	sharpton	3
zogbys	inching	clarks	jan	3
wisconsin	intangibles	geps	feb	3
lieberman	postiowa	susas	candidates	3
edwards	pol	wesley	state	3
matchups	carville	delegate	latest	3
nagourney	boat	nagourney	bush	4
boat	swift	fournier	kerry	4
millers	nagourney	brooks	president	4
swift	sbvt	sbvt	john	4
fournier	brooks	mccains	general	4
veterans	fournier	broder	bushs	4
mccains	mccains	playbook	campaign	4
cutter	halliburton	cutter	kerrys	4
kerry	cutter	veepstakes	cheney	4
sbvt	broder	flipflopper	war	4
admire	millers	vet	debate	4
cleland	ahnold	acceptance	george	4
ahnold	dishonest	cheney	iraq	4
vietnam	brownstein	millers	speech	4
dukakis	podium	ahnold	republicans	4
podium	vietnam	unfit	convention	4
broder	unfit	advertisement	presidential	4
vet	biden	dishonest	time	4
miserable	vets	vets	senator	4
chooses	vet	profiles	vice	4
toomey	toomey	herseth	senate	5
salazar	salazar	thune	house	5
diedrich	diedrich	toomey	republican	5
daschle	thune	diedrich	race	5
thune	tenenbaum	salazar	democrats	5
herseth	demint	beauprez	elections	5
dakota	daschle	tenenbaum	state	5
tenenbaum	coors	campbell	seat	5
demint	campbell	toomeys	democratic	5
coors	specter	inez	gop	5
campbell	runoff	specters	district	5
beauprez	beauprez	hoeffels	democrat	5
inez	inez	jindal	candidate	5
runoff	rodney	vitter	races	5
rodney	dscc	herseths	south	5
seats	indiana	diedrichs	primary	5
breaux	greenwood	greenwood	republicans	5
greenwood	breaux	amdt	rep	5
vitter	vitter	mitakides	herseth	5
indiana	jindal	cosen	election	5
clarke	clarke	clarke	bush	6
counterterrorism	counterterrorism	counterterrorism	administration	6
plame	plame	clarkes	house	6
clarkes	clarkes	plame	white	6
adviser	libby	pdb	intelligence	6
libby	rice	condoleezza	president	6
condoleezza	condoleezza	rices	commission	6
pdb	colin	berger	report	6
rices	rices	hijackers	security	6
colin	pdb	scooter	officials	6
leak	hijackers	rkan	cia	6
intelligence	intelligence	airplane	national	6
commissioners	withheld	declassified	adviser	6
hijackers	powell	ddel	terrorism	6
withheld	berger	valerie	rice	6
biden	rkan	stonewalling	powell	6
berger	investigating	undercover	attacks	6
qaeda	documents	aristide	richard	6
rkan	declassified	ashcrofts	news	6
alqaida	valerie	withheld	secretary	6
wink	hecht	hecht	people	7
hecht	dad	rude	time	7
johns	bed	walks	ive	7
amazon	sports	wink	meteor	7
wood	fatherinlaw	observation	blades	7
dad	surgery	surgery	ill	7
wiki	wink	fatherinlaw	oct	7
rude	johns	internets	life	7
baseball	amazon	bypass	live	7
walks	rude	baseball	lot	7
jenna	wiki	traffic	youre	7
sox	patience	driver	general	7
equipment	walks	amazon	night	7
realitybased	jenna	dad	years	7
sisters	sox	sox	country	7
bypass	baseball	gobbell	put	7
strange	bypass	taught	love	7
observation	sisters	jenna	community	7
wheels	observation	sports	guys	7
gear	mothers	johns	war	7
deficit	tax	tax	bush	8
taxes	cuts	cuts	tax	8
cuts	deficit	deficit	health	8
fiscal	fiscal	prescription	administration	8
prescription	prescription	vaccine	billion	8
flu	flu	tuition	budget	8
deficits	tuition	vaccines	year	8
vaccine	vaccine	middleclass	cuts	8
tuition	deficits	budget	care	8
reagans	income	income	reagan	8
income	middleclass	deficits	president	8
middleclass	vaccines	incomes	federal	8
medicare	incomes	fiscal	government	8
vaccines	supplemental	overtime	spending	8
incomes	wages	taxes	years	8
overtime	budget	cato	taxes	8
wages	seniors	grover	deficit	8
package	overtime	tobacco	bushs	8
revenues	drug	reagans	economy	8
social	grover	colmes	plan	8
ethics	ethics	ethics	delay	9
jury	jury	jury	republicans	9
judicial	judicial	judicial	house	9
judiciary	rowland	judiciary	court	9
earle	judiciary	earle	committee	9
justices	earle	lindauer	law	9
prosecutors	prosecutors	violations	republican	9
rowland	justices	scalia	federal	9
lawsuit	lawsuit	schwarz	texas	9
complaint	complaint	lawsuit	bill	9
violations	violations	justices	ethics	9
redistricting	scalia	travis	investigation	9
scalia	indicted	censure	senate	9
supreme	redistricting	aarp	supreme	9
indicted	janklow	caci	democrats	9
mcgreevey	mcgreevey	matrix	majority	9
janklow	schwarz	ronnie	leader	9
schwarz	lindauer	license	political	9
bell	matrix	obligations	legal	9
kuhl	clerks	drake	criminal	9
prices	prices	prices	jobs	10
cells	oil	emissions	bush	10
companies	cells	vance	years	10
oil	walmart	walmart	administration	10
species	emissions	species	oil	10
walmart	china	cells	science	10
emissions	tariffs	china	energy	10
china	vance	treaty	space	10
halliburton	steel	stagflation	economic	10
vance	epa	kyoto	research	10
epa	treaty	wildlife	economy	10
treaty	disease	amphibians	blades	10
economists	species	carbon	meteor	10
stagflation	stagflation	landmines	policy	10
kyoto	kyoto	petroleum	states	10
tariffs	greenhouse	arctic	year	10
warming	wildlife	greenhouse	environmental	10
wildlife	economists	zimbabwe	report	10
fishing	warming	tariffs	labor	10
landmines	researchers	epa	united	10
marriage	marriage	samesex	party	11
gay	samesex	catholics	democratic	11
amendment	couples	cats	marriage	11
abortion	catholics	couples	rights	11
samesex	abortion	paige	gay	11
catholic	womens	bishops	republican	11
couples	cats	equality	political	11
catholics	catholic	marriages	democrats	11
womens	constitutional	marriage	vote	11
cats	marriages	marry	conservative	11
religious	rosenberg	abortion	amendment	11
outsiders	bishops	communion	issue	11
marriages	paige	gay	republicans	11
marry	abortions	discrimination	state	11
abortions	communion	catholic	people	11
bishops	equality	racial	women	11
paige	husbands	rosenberg	support	11
fma	amendments	antigay	white	11
communion	discrimination	outsiders	states	11
sahni	antigay	womens	american	11
mich	bloomfield	parecommend	november	12
allegory	virginiadem	duderino	poll	12
kingelection	idetestthispres	hotshotxi	house	12
countdown	barbero	barbero	polls	12
gatana	hotshotxi	virginiadem	account	12
juppon	tradesports	tradesports	electoral	12
punkmonk	misterajc	misterajc	republicans	12
sappy	katerina	idetestthispres	senate	12
katerina	gatana	vaantirepublican	governor	12
chedrcheez	juppon	juppon	ground	12
wclathe	crooks	countdown	trouble	12
hoodies	allegory	gatana	turnout	12
vaantirepublican	kingelection	punkmonk	contact	12
releasing	releasing	katerina	duderino	12
misterajc	countdown	bloomfield	parecommend	12
crooks	punkmonk	sappy	exit	12
tradesports	sappy	allegory	bush	12
barbero	chedrcheez	wclathe	vote	12
hotshotxi	wclathe	chedrcheez	primary	12
idetestthispres	hoodies	kingelection	general	12
ads	kerr	kerr	campaign	13
kerr	chandler	oxley	million	13
mcauliffe	oxley	soros	money	13
dccc	pacs	pacs	party	13
oxley	soros	blitz	democratic	13
regula	donations	dnc	ads	13
pacs	blitz	begging	candidates	13
konop	loophole	frost	dnc	13
soros	donor	loophole	raised	13
fund	transfers	epatriots	bush	13
frost	axelrod	buys	campaigns	13
blitz	donate	mcauliffe	fundraising	13
parity	konop	axelrod	democrats	13
loophole	vis	sessions	election	13
fec	donors	soft	media	13
transfers	alice	receipts	house	13
blogpac	expenditures	expenditures	national	13
fundraising	fec	konop	political	13
soft	frost	shakeup	cash	13
axelrod	parity	mccainfeingold	republicans	13
ghraib	torture	ghraib	war	14
prisoners	prisoners	torture	iraq	14
abu	civilian	prisoners	military	14
torture	detainees	detainees	soldiers	14
civilian	prisoner	prisoner	american	14
detainees	ghraib	civilian	abu	14
prison	fatalities	interrogation	iraqi	14
rumsfeld	interrogation	detention	people	14
soldiers	petraeus	petraeus	rumsfeld	14
prisoner	battalion	armys	ghraib	14
fallujah	detention	battalion	general	14
fatalities	marines	atrocities	army	14
marines	israeli	airborne	pentagon	14
interrogation	armys	maj	defense	14
pentagon	mercenaries	gehlen	troops	14
petraeus	fallujah	gharib	prisoners	14
battalion	saleh	fatalities	men	14
detention	arab	mercenaries	killed	14
armys	mosque	blackwater	fallujah	14
guatemala	blackwater	saleh	prison	14
shiite	shiite	sunni	iraq	15
chalabi	sunni	shiite	war	15
occupation	sadr	sadr	iraqi	15
explosives	najaf	shiites	bush	15
sunni	spain	sistani	troops	15
sadr	shiites	kurds	saddam	15
iraqis	occupation	spain	american	15
resistance	sistani	kurdish	forces	15
baghdad	cleric	cleric	attacks	15
spain	zarqawi	uprising	baghdad	15
shiites	qaeda	muqtada	united	15
laden	explosives	ayatollah	killed	15
bin	blair	zarqawi	country	15
najaf	kurds	sadrs	military	15
osama	sovereignty	militiamen	government	15
taliban	kurdish	alhusainy	iraqis	15
saddam	uprising	dearborn	officials	15
islamic	sadrs	kufa	weapons	15
sistani	taliban	fubar	people	15
cleric	cpa	imam	bin	15
signatures	signatures	signatures	nader	16
naders	naders	naders	ballot	16
guard	petition	petition	bush	16
petition	thurlow	thurlow	general	16
medals	sproul	sproul	party	16
thurlow	petitions	petitions	state	16
sproul	secretaries	secretaries	election	16
petitions	applications	applications	republican	16
secretaries	volleyball	volleyball	voter	16
applications	martinez	boats	national	16
volleyball	absentee	mel	guard	16
martinez	verified	drills	service	16
absentee	medals	indymedia	records	16
mel	mel	allday	voters	16
boat	bronze	verified	campaign	16
verified	drills	medals	bushs	16
honorable	boats	absentee	people	16
drills	allday	bronze	texas	16
boats	indymedia	discharge	vote	16
vietnam	discharge	ramsey	republicans	16
coburn	disapprove	disapprove	percent	17
disapprove	unfavorable	unfavorable	poll	17
unfavorable	approve	statistically	voters	17
approval	murkowski	percent	vote	17
surveys	favorability	registrants	polls	17
latino	registrants	coburn	numbers	17
respondents	tulsa	approve	lead	17
carson	hispanics	favorability	results	17
percent	latinos	tulsa	race	17
favorability	coburns	coburns	coburn	17
registrants	statistically	rating	carson	17
tulsa	rotated	latinos	democratic	17
coburns	cuban	hispanics	republican	17
murkowski	adults	countylevel	polling	17
hispanics	oksen	rell	support	17
statewide	aksen	oksen	registered	17
approve	rating	adults	democrats	17
rating	countylevel	twoparty	election	17
survey	registrations	murkowskis	republicans	17
ratings	lisa	favorable	people	17
mongiardo	mongiardo	murphy	senate	18
keyes	keyes	keyes	race	18
murphy	nag	nag	elections	18
nag	matsunaka	matsunaka	dkos	18
matsunaka	farmer	mongiardo	campaign	18
stork	stork	stork	candidates	18
donors	murphy	seemann	dozen	18
farmer	seemann	lois	obama	18
seemann	donors	nagging	house	18
obama	lois	bunnings	illinois	18
lois	ilsen	samara	jim	18
ilsen	cohen	crane	donors	18
romero	romero	ditka	candidate	18
samara	samara	hyde	bunning	18
cohen	bunnings	burt	jun	18
bunnings	crane	actblue	races	18
crane	ditka	barend	farmer	18
nagging	burt	cegelis	knowles	18
burt	barend	storks	state	18
barend	barack	mosen	mongiardo	18
blogs	book	oreilly	media	19
oreilly	bloggers	luntz	news	19
bloggers	blog	theaters	bloggers	19
limbaugh	radio	oceana	internet	19
luntz	film	debunking	political	19
fox	moores	splice	blog	19
oceana	brokaw	janeane	fox	19
theaters	atrios	deceits	book	19
advertisers	rush	limbaugh	people	19
moores	conservative	moores	blogs	19
tnr	oceana	bloggers	radio	19
coulter	theaters	publications	press	19
splice	magazine	franken	conservative	19
debunking	coulter	brokaw	read	19
janeane	janeane	journalism	tom	19
kurtz	splice	fahrenheit	america	19
rationing	debunking	dncc	liberal	19
dncc	journalists	programming	coverage	19
deceits	drudge	publishing	times	19
publications	deceits	documentary	air	19
afscme	precinct	afscme	dean	20
seiu	endorsement	seiu	iowa	20
moines	howard	mcdonalds	democratic	20
des	endorse	mcentee	campaign	20
trippi	field	mcmahon	primary	20
unions	dubuque	stella	gephardt	20
harkin	liebeck	dubuque	people	20
mcentee	davenport	liebeck	deans	20
mcdonalds	armstrong	weber	endorsement	20
mcmahon	weber	harts	howard	20
deans	uaw	teamsters	unions	20
vermont	harts	uaw	candidate	20
gephardts	teamsters	davenport	union	20
caucuses	dfa	aft	labor	20
stella	federation	des	tom	20
endorsements	stella	precinct	candidates	20
davenport	aft	moines	schaller	20
organizational	vermont	harkin	state	20
liebeck	ethic	ethic	edwards	20
aflcio	organizational	iowans	jan	20

\(K = 50\)

K = 50
top_words_df = read.csv(sprintf("output/uci_BoW/v0.4.2/top_words_K%d_v0.4.2.csv", K))
kable(top_words_df, format = "markdown")

bg	wbg	pmf2binom	pmf	Topic
burt	cohen	burt	campaign	1
cohen	trippi	cohen	campaigns	1
mcmahon	burt	fingerhut	candidate	1
fingerhut	farmer	trippis	senate	1
oconnor	mcmahon	oconnor	community	1
mongiardo	oconnor	mcmahon	message	1
knowles	fingerhut	consultants	support	1
shrum	mongiardo	lehane	people	1
users	trippis	shrum	political	1
beth	knowles	trippi	trippi	1
farmer	profiles	websites	website	1
appeals	shrum	eric	race	1
specifics	users	complained	book	1
advertise	barack	advertise	statement	1
pst	advertise	lowering	money	1
profiles	specifics	website	media	1
lowering	appeals	patron	running	1
medium	websites	anticipated	elections	1
barack	lowering	responded	dkos	1
shakeup	shakeup	daniel	state	1
evs	evs	evs	states	2
metaphor	straw	straw	state	2
trending	trending	boycott	ohio	2
hoover	battleground	maine	florida	2
straw	metaphor	battleground	battleground	2
connecticut	minnesota	midwest	election	2
skip	grabs	metaphor	swing	2
offline	mustwin	grabs	votes	2
miserable	hoover	minnesota	campaign	2
ohio	boycott	trending	presidential	2
mustwin	montana	idaho	candidates	2
governorship	governorship	ohio	michigan	2
industrial	contests	squeeze	win	2
strategery	offline	swing	electoral	2
placement	oregon	blue	gore	2
states	industrial	states	national	2
jersey	arkansas	placement	race	2
boycott	states	contests	wisconsin	2
columbus	hampshire	jersey	general	2
grabs	ohio	mustwin	play	2
tipp	tipp	tipp	kerry	3
realitybased	repubs	angst	election	3
broder	realitybased	broder	general	3
repubs	broder	repubs	time	3
tie	fundamentals	realitybased	polls	3
pollsters	brownstein	brownstein	people	3
brownstein	angst	tape	note	3
meantime	meantime	answering	win	3
angst	carlson	battlegrounds	polling	3
debates	pollsters	narrative	vote	3
lineup	prediction	fundamentals	voters	3
sampling	minds	obl	sun	3
differ	pollster	meantime	times	3
fournier	mtp	till	gotv	3
battlegrounds	fournier	minds	kerrys	3
prediction	surveys	likeability	lets	3
charlie	tightening	exists	close	3
editors	tucker	lvs	oct	3
construction	debates	experiment	youre	3
election	walk	observations	country	3
moderates	pelosi	chafee	republicans	4
hastert	chafee	pelosi	republican	4
republican	moderates	party	democrats	4
party	opens	republican	party	4
committees	hastert	senators	democratic	4
chafee	notable	gops	gop	4
senators	goopers	opens	house	4
hypocritical	committees	conservative	vote	4
democrat	caucus	republicans	democrat	4
opens	switch	parties	senate	4
daschle	democrat	democrats	conservative	4
caucus	gops	floor	national	4
republicans	senators	goopers	committee	4
budgets	retake	democrat	political	4
traditions	minority	dreams	congress	4
switch	speaker	retake	bill	4
equally	partys	dems	majority	4
retake	democrats	hill	year	4
democratic	ideological	ideological	parties	4
democrats	parties	gop	dems	4
cheney	president	crawford	bush	5
bush	bush	president	president	5
halliburton	bushs	advisers	bushs	5
trip	george	halliburton	administration	5
sentiments	crawford	cheney	george	5
advertisement	advisers	bush	cheney	5
whine	cheneys	george	campaign	5
advertisements	cheney	cheneys	kerry	5
cheneys	presidents	policies	general	5
dishonest	halliburton	loves	iraq	5
strategery	sits	dick	war	5
disastrous	dishonest	faced	white	5
sits	vice	flip	john	5
ceo	administration	bushs	presidents	5
resort	advertisements	lie	time	5
crawford	flops	presidents	vice	5
president	rallies	competence	attack	5
twin	resort	touch	house	5
strategists	ranch	vice	people	5
advisers	strategery	criticism	presidential	5
nagourney	fox	nagourney	news	6
kurtz	nagourney	coverage	media	6
outlet	journalists	murdoch	press	6
murdoch	drudge	fox	fox	6
drudge	kurtz	news	coverage	6
liars	outlets	outlets	conference	6
tenet	murdoch	journalists	reporters	6
outlets	bop	drudge	times	6
news	affiliates	reporters	report	6
abc	propaganda	correspondent	campaign	6
funeral	tenet	stories	stories	6
journalists	cutter	press	political	6
demonstrated	liars	media	local	6
bop	breakfast	context	national	6
print	abc	cutter	questions	6
reporters	adam	broadcast	journalists	6
media	broadcast	outlet	source	6
antikerry	coverage	kurtz	washington	6
texans	empirical	tenet	cbs	6
lynne	tense	conference	call	6
preemptive	countries	rationing	iraq	7
nato	nato	nato	war	7
france	miserable	preemptive	united	7
rationing	spain	germany	policy	7
spain	overtime	dictator	states	7
stability	preemptive	france	americans	7
miserable	rationing	toxic	foreign	7
postwar	postwar	miserable	terrorism	7
dictator	stability	believing	care	7
poverty	europeans	universal	health	7
overtime	france	resident	issues	7
universal	poverty	authorization	military	7
authorization	usled	ashamed	america	7
europeans	kerryedwards	irans	nations	7
countries	hussein	europeans	country	7
rebuilding	toxic	ramp	people	7
ashamed	invasion	diplomacy	countries	7
teacher	germany	europe	troops	7
french	ashamed	countries	american	7
usled	reducing	care	allies	7
lawnorder	lawnorder	danielua	november	8
danielua	danielua	nprigo	voting	8
cfr	converted	egon	election	8
converted	cfr	lawnorder	senate	8
nprigo	nprigo	luaptifer	governor	8
egon	egon	maximumken	house	8
buh	drfranklives	furiousxgeorge	electoral	8
luaptifer	pride	buh	account	8
furiousxgeorge	buh	converted	republicans	8
drfranklives	luaptifer	pride	poll	8
maximumken	furiousxgeorge	woes	kerry	8
liberalrakkasan	woes	drfranklives	general	8
woes	liberalrakkasan	mom	polls	8
mom	maximumken	nro	experience	8
seamus	mom	matches	voter	8
pride	seamus	husband	sunzoo	8
senategovernors	hstewart	cfr	bush	8
jiacinto	materiel	dday	city	8
investigators	senategovernors	anecdotal	profile	8
anecdotal	sunzoo	seamus	war	8
dingell	cats	aarp	space	9
cats	medicare	cats	government	9
aarp	aarp	dingell	medicare	9
prescription	dingell	matrix	administration	9
mice	prescription	nra	security	9
matrix	matrix	qadafi	years	9
libya	mice	cops	weapons	9
medicare	cops	mice	bill	9
nra	nra	libya	defense	9
ndp	accounting	prescription	congress	9
qadafi	qadafi	accounting	union	9
accounting	ndp	medicare	house	9
loan	libya	license	officials	9
moon	moon	secrecy	report	9
aclu	tobacco	space	information	9
touting	seniors	drug	year	9
cops	billion	mouse	federal	9
canadians	secrecy	holes	law	9
laws	touting	inspection	police	9
lobbyist	aclu	tobacco	white	9
gehlen	berg	gehlen	war	10
berg	gehlen	berg	iraq	10
carrier	carrier	armor	people	10
accomplished	accomplished	guerilla	mission	10
equipment	uss	carrier	soldiers	10
recruiting	guerilla	accomplished	american	10
uss	armor	beheading	men	10
philippines	philippines	philippines	country	10
explosions	taught	banner	accomplished	10
patriots	equipment	taught	dead	10
wives	beheading	kim	military	10
kim	militants	sacrifice	troops	10
beers	banner	chickenhawk	time	10
chickenhawk	chickenhawk	williams	long	10
justified	aircraft	ideologues	life	10
fed	explosions	deck	theyre	10
armored	wounded	armored	combat	10
armor	guerillas	nails	wars	10
specialist	afghanistan	uss	death	10
ease	patriots	sons	army	10
rad	rad	rad	november	11
lud	lud	bald	vote	11
peanut	bald	lud	voting	11
bald	abstain	abstain	kerry	11
abstain	peanut	peanut	polls	11
bradnickel	kitty	casts	account	11
repub	bradnickel	kitty	bush	11
casts	lzmd	atlanta	electoral	11
lzmd	tunesmith	citizen	poll	11
tunesmith	casts	suppression	house	11
kitty	liberalrakkasan	repub	senate	11
upenn	upenn	bradnickel	republicans	11
liberalrakkasan	proudly	proudly	governor	11
suppression	sunzoo	upenn	voter	11
jiacinto	suppression	kids	sunzoo	11
senategovernors	jiacinto	lzmd	win	11
slight	senategovernors	tunesmith	election	11
proudly	repub	slight	waiting	11
meter	atlanta	waiting	general	11
christopher	christopher	jiacinto	watch	11
gdp	jobs	jobs	jobs	12
economists	economists	timken	economy	12
statistics	gdp	layoffs	job	12
timken	layoffs	revised	growth	12
layoffs	timken	growth	economic	12
unemployment	statistics	employment	rate	12
canton	growth	payroll	number	12
output	employers	rate	report	12
employers	employment	employers	numbers	12
recession	hiring	canton	labor	12
manufacturing	manufacturing	manufacturing	workers	12
hiring	output	economists	bush	12
jobless	rates	upbeat	year	12
industries	industries	consumer	average	12
inflation	upbeat	hiring	million	12
revised	revised	statistics	employment	12
jobs	jobless	unemployment	month	12
incomes	inflation	economic	years	12
employment	canton	employ	reported	12
economist	unemployment	census	market	12
katerina	katerina	katerina	november	13
gatana	gatana	countdown	house	13
juppon	juppon	gatana	contact	13
countdown	countdown	juppon	trouble	13
punkmonk	punkmonk	punkmonk	ground	13
yahoo	duderino	clock	republicans	13
direwolf	parecommend	yahoo	duderino	13
stocks	yahoo	direwolf	parecommend	13
clock	direwolf	stocks	senate	13
bloomfield	stocks	duderino	account	13
virginiadem	clock	misterajc	electoral	13
duderino	bloomfield	parecommend	governor	13
parecommend	virginiadem	bloomfield	polls	13
misterajc	misterajc	pictures	poll	13
tradesports	tradesports	tradesports	turnout	13
mich	hstewart	reverse	general	13
tunesmith	materiel	mich	kerry	13
idetestthispres	mich	falling	lead	13
barbero	admin	trouble	bush	13
hotshotxi	watchers	crooks	pictures	13
rasmussen	gallup	rasmussen	poll	14
gallup	rasmussen	gallup	kerry	14
susa	susa	surveyusa	bush	14
bounce	trend	outlier	polls	14
surveyusa	bounce	bounce	results	14
trend	surveyusa	trend	numbers	14
undecided	undecided	ind	polling	14
undecideds	undecideds	undecideds	general	14
zogbys	zogby	masondixon	zogby	14
outlier	masondixon	susa	voters	14
methodology	zogbys	pdf	lead	14
skews	ind	gallups	trend	14
cnnusa	outlier	rasmussens	lines	14
masondixon	nbcwsj	ohpres	undecided	14
nbcwsj	favorableunfavorable	methodology	gallup	14
ruy	ruy	cnnusa	susa	14
internals	cnnusa	roundup	state	14
favorableunfavorable	doubledigit	bushkerry	latest	14
samples	pollsters	ruy	rasmussen	14
matchups	skews	lines	pdf	14
matsunaka	donors	seemann	dozen	15
seemann	seemann	mcdonalds	dkos	15
stork	matsunaka	oceana	donors	15
nag	stork	storks	candidates	15
mcdonalds	nag	liebeck	jim	15
lois	murphy	stella	time	15
morrison	mcdonalds	nag	house	15
musgrave	stan	matsunaka	nag	15
stan	musgrave	stork	jun	15
murphy	lois	stan	matsunaka	15
oceana	oceana	actblue	contributions	15
stella	stella	mosen	murphy	15
liebeck	farmer	cegelis	quarter	15
storks	cegelis	emilys	campaign	15
samara	morrison	dozen	stork	15
mosen	liebeck	murphy	morrison	15
barend	emilys	lois	fundraising	15
newberry	storks	donors	richard	15
emilys	hyde	dough	lets	15
actblue	mosen	nagging	seemann	15
mccainfeingold	pacs	pacs	million	16
expenditures	cash	million	money	16
cash	expenditures	blitz	campaign	16
blitz	blitz	financing	ads	16
pacs	loophole	soft	kerry	16
loophole	donations	loophole	raised	16
receipts	receipts	epatriots	fundraising	16
vis	mccainfeingold	expenditures	dnc	16
dnc	spending	cash	democratic	16
taxpayer	dnc	funds	cash	16
advertisements	soft	fec	advertising	16
fec	vis	receipts	candidates	16
committees	epatriots	vis	campaigns	16
transfers	matching	expenses	spent	16
outraised	fec	dnc	raise	16
epatriots	financing	transfers	election	16
onethird	committees	money	funds	16
donor	transfers	ads	spend	16
caps	funds	raised	general	16
soros	buys	donations	raising	16
boat	boat	swift	kerry	17
swift	swift	boat	kerrys	17
thurlow	gwb	thurlow	vietnam	17
gwb	thurlow	boats	war	17
boats	medals	gwb	boat	17
secretaries	boats	purple	veterans	17
veterans	volleyball	smears	swift	17
medals	secretaries	wink	john	17
volleyball	purple	volleyball	general	17
bronze	bronze	veterans	campaign	17
purple	allday	bronze	aug	17
decorated	veterans	vets	military	17
grenade	wink	allday	record	17
allday	janklow	vet	group	17
smears	smears	smear	service	17
vets	vet	elliott	gwb	17
vet	liars	secretaries	star	17
flipflopper	vets	sbvt	smear	17
heroism	grenade	vietnam	book	17
citation	oneill	oneill	enemy	17
osama	bin	zarqawi	iraq	18
bin	laden	bombings	war	18
laden	osama	ladens	saddam	18
saddam	saddam	osama	attacks	18
bombings	bombings	laden	troops	18
spain	zarqawi	baathist	bin	18
zarqawi	ladens	flypaper	killed	18
alqaeda	afghanistan	turkey	laden	18
ladens	alqaeda	alqaeda	soldiers	18
flypaper	spain	occupying	military	18
militant	saddams	bomb	iraqi	18
ramadan	hussein	ramadan	forces	18
militants	islamic	militant	osama	18
wounded	baathist	taliban	afghanistan	18
wmds	province	italy	attack	18
attacks	troops	zahn	hussein	18
occupying	taliban	shells	american	18
madrid	militant	madrid	country	18
rewards	flypaper	afghanistan	terrorists	18
pakistani	wmds	killings	bushs	18
libby	cia	iaea	administration	19
perle	libby	scooter	intelligence	19
clarke	clarke	undercover	bush	19
clarkes	clarkes	uranium	house	19
leak	leak	libby	white	19
plame	plame	valerie	cia	19
hijackers	uranium	goss	officials	19
feith	feith	stockpiles	iraq	19
uranium	goss	plame	report	19
valerie	scooter	hannah	weapons	19
iaea	iaea	feith	threat	19
scooter	alqaida	pdb	official	19
cia	undercover	leak	security	19
cias	cias	intelligence	powell	19
undercover	pdb	tubes	terrorism	19
goss	rices	declassified	information	19
rices	ashcrofts	fbi	united	19
pdb	intelligence	queda	states	19
alqaida	wmd	hijackers	war	19
intelligence	rice	rices	time	19
toomey	specter	toomey	senate	20
murkowski	toomey	murkowski	race	20
specter	murkowski	specters	elections	20
knowles	knowles	castor	specter	20
demint	hoeffel	toomeys	knowles	20
hoeffel	salazar	hoeffels	colorado	20
salazar	nrsc	cosen	toomey	20
tenenbaum	tenenbaum	burr	primary	20
inez	demint	murkowskis	seat	20
coors	coors	inez	murkowski	20
specters	inez	hoeffel	salazar	20
nrsc	specters	specter	hoeffel	20
toomeys	toomeys	tenenbaum	state	20
castor	arlen	nrsc	dscc	20
beasley	lisa	demint	republican	20
hoeffels	bowles	coors	south	20
vitter	vitter	bowles	sen	20
cosen	beasley	schaffer	carolina	20
bowles	hoeffels	lisa	coors	20
burr	dscc	salazar	candidate	20
clark	clark	clark	dean	21
lieberman	lieberman	secondplace	clark	21
kucinich	kucinich	lieb	edwards	21
gephardt	gephardt	composite	kerry	21
edwards	sharpton	braun	primary	21
sharpton	braun	sharpton	democratic	21
braun	deans	lieberman	lieberman	21
parenthesis	caucuses	kucinich	gephardt	21
secondplace	secondplace	deanclark	iowa	21
caucuses	clarks	parenthesis	kucinich	21
dean	parenthesis	intangibles	sharpton	21
antidean	antidean	inching	poll	21
deans	lieb	marist	jan	21
lieb	marist	geps	feb	21
undecided	composite	clarks	candidates	21
composite	deanclark	liebermans	numbers	21
wesley	undecided	gep	deans	21
deanclark	delegates	wesley	braun	21
gep	gep	dean	results	21
geps	wesley	parentheses	race	21
gerlach	seats	gerlach	house	22
rodney	gerlach	mitakides	district	22
keever	mitakides	tauzin	races	22
mitakides	beauprez	downer	race	22
districts	districts	chocola	seat	22
fletcher	alexander	alexanders	elections	22
beauprez	rodney	donnelly	democrats	22
tauzin	tauzin	beauprez	democratic	22
district	keever	alexander	seats	22
alexanders	nrcc	keever	gop	22
tancredo	alexanders	rodney	state	22
downer	seat	wetterling	congressional	22
chocola	yellin	yellin	democrat	22
donnelly	regula	seats	won	22
nrcc	downer	patsy	rep	22
regula	matheson	gubenatorial	candidate	22
matheson	chocola	taylor	incumbent	22
holden	donnelly	benson	strong	22
conti	schrader	fletcher	republican	22
patsy	taylor	murphys	win	22
signatures	nader	signatures	nader	23
naders	signatures	registrations	ballot	23
registrations	naders	sproul	voter	23
registrants	registrations	registrants	election	23
sproul	registrants	naders	voters	23
petitions	sproul	petitions	general	23
ralph	petitions	twoparty	state	23
petition	petition	petition	registration	23
twoparty	registration	registration	county	23
collected	oregon	camejo	vote	23
absentee	twoparty	ballot	voting	23
nader	absentee	absentee	florida	23
camejo	camejo	mel	ohio	23
thirdparty	ralph	outreach	people	23
countylevel	martinez	disenfranchise	signatures	23
broward	countylevel	blackwell	campaign	23
correlation	counties	ballots	elections	23
martinez	supervisors	countylevel	party	23
database	applications	broward	ralph	23
associates	fraud	ralph	naders	23
eminem	debates	olbermann	kerry	24
olbermann	eminem	eminem	debate	24
gobbell	olbermann	gobbell	bush	24
wood	wood	debate	oct	24
cheney	gobbell	wood	general	24
flipflopper	postdebate	song	won	24
oregonian	dealer	pundit	papers	24
halliburton	flipflopper	postdebate	kerrys	24
columbus	circulation	editorial	spin	24
supplemental	song	dealer	endorsement	24
orlando	oregonian	publisher	john	24
tribune	prokerry	oregonian	debates	24
las	pundit	flipflop	times	24
dealer	abc	papers	cheney	24
debates	orlando	miami	edwards	24
publisher	endorsements	tally	endorsed	24
perry	seattle	debates	talking	24
flipflop	internets	endorsed	editorial	24
implied	publisher	spin	speech	24
thirdparty	editorial	seattle	senator	24
reagans	reagans	alhusainy	reagan	25
lindauer	lindauer	splice	reagans	25
splice	splice	lindauer	human	25
alhusainy	alhusainy	indymedia	rights	25
dearborn	dearborn	amphibians	miller	25
amphibians	amphibians	dearborn	years	25
indymedia	indymedia	reagans	ronald	25
fineman	guatemala	zimbabwe	people	25
guatemala	imam	guatemala	blair	25
blair	zimbabwe	reagan	death	25
zimbabwe	hurry	imam	time	25
imam	fineman	hurry	war	25
hurry	species	cow	american	25
species	cow	optimists	peace	25
sudan	graves	northup	tony	25
dictator	shia	species	government	25
puppet	salvador	ronald	political	25
kurdish	blair	africa	group	25
salvador	reagan	protesters	man	25
minister	minister	baker	military	25
illinois	keyes	ditka	illinois	26
keyes	ilsen	hecht	obama	26
ilsen	ryan	ilsen	ryan	26
ditka	ditka	keyes	senate	26
hecht	hecht	ryan	keyes	26
crane	tariffs	tariffs	people	26
ryans	crane	ryans	black	26
tariffs	ryans	maya	white	26
dupage	bean	steel	race	26
bean	obamas	bean	steel	26
cegelis	steel	crane	state	26
hyde	hughes	obamas	elections	26
obamas	maya	obama	tariffs	26
novak	barack	racism	life	26
ryan	novak	confederate	ilsen	26
maya	jack	brazil	campaign	26
fax	karen	racial	jack	26
hastert	sanctions	illinois	heard	26
exwife	melissa	black	america	26
conservatism	fitzgerald	hughes	hughes	26
earle	court	earle	delay	27
ethics	ethics	ronnie	court	27
redistricting	earle	jury	house	27
jury	jury	ethics	texas	27
kuhl	redistricting	delay	law	27
court	enron	lawsuit	committee	27
prosecutors	prosecutors	prosecutors	ethics	27
scalia	kuhl	court	investigation	27
ronnie	scalia	travis	federal	27
subpoenas	indicted	justices	supreme	27
indictments	indictments	bell	criminal	27
probe	justices	indicted	delays	27
indicted	lawsuit	delays	justice	27
morrison	subpoenas	supreme	judge	27
enron	prosecutor	kuhl	legal	27
justices	ronnie	scalia	majority	27
lawsuit	morrison	violations	filed	27
judicial	courts	filed	attorney	27
statute	enrons	complaint	political	27
complaint	probe	clerks	district	27
allegory	allegory	chedrcheez	november	28
kingelection	kingelection	wclathe	poll	28
sappy	sappy	allegory	vote	28
chedrcheez	chedrcheez	vaantirepublican	exit	28
wclathe	wclathe	sappy	house	28
hoodies	hoodies	hoodies	polls	28
vaantirepublican	vaantirepublican	kingelection	governor	28
mosh	mosh	spindizzy	electoral	28
verification	barbero	bumblebums	senate	28
barbero	hotshotxi	verification	account	28
hotshotxi	idetestthispres	mosh	republicans	28
idetestthispres	verification	slate	turnout	28
releasing	releasing	francisco	return	28
spindizzy	spindizzy	stark	primary	28
bumblebums	crooks	san	democratic	28
misterajc	misterajc	barbero	san	28
crooks	bumblebums	con	francisco	28
bloomfield	hstewart	releasing	releasing	28
virginiadem	materiel	idetestthispres	bush	28
con	bloomfield	hotshotxi	political	28
bunning	bunning	theaters	draft	29
mongiardo	mongiardo	deceits	bunning	29
fahrenheit	film	film	film	29
theaters	draft	bunnings	mongiardo	29
moores	moores	fahrenheit	rumors	29
bunnings	oreilly	moores	health	29
oreilly	fahrenheit	oreilly	cell	29
teleprompter	bunnings	documentary	oreilly	29
cells	theaters	teleprompter	stem	29
deceits	teleprompter	bunning	research	29
film	deceits	prostate	movie	29
alzheimers	cells	cells	debate	29
documentary	documentary	draft	oct	29
epa	prostate	debunking	fahrenheit	29
prostate	alzheimers	stem	kentucky	29
researchers	kysen	sharks	study	29
kysen	debunking	kysen	moores	29
louisville	researchers	cancer	issue	29
films	sharks	alzheimers	senator	29
debunking	films	mongiardo	moore	29
sens	sens	ddel	sunday	30
edition	edition	rariz	john	30
rkan	biden	rkan	mccain	30
dconn	rkan	dconn	edition	30
ddel	racicot	devine	campaign	30
rariz	lineup	sens	sen	30
racicot	abc	rcalif	adviser	30
devine	ddel	edition	shows	30
ramsey	rariz	racicot	sun	30
biden	warner	biden	chairman	30
marc	dconn	guests	national	30
warner	devine	hagel	sens	30
lehane	mccain	levin	news	30
lineup	marc	marc	cnn	30
dcalif	ramsey	noon	democratic	30
guests	fox	joseph	meet	30
rcalif	rcalif	roberts	late	30
lugar	lugar	rva	press	30
shelby	guests	dny	cbs	30
levin	hagel	lugar	abc	30
tax	tax	deficit	tax	31
deficit	deficit	tax	billion	31
fiscal	fiscal	tuition	cuts	31
cuts	cuts	middleclass	budget	31
tuition	billion	cuts	deficit	31
billion	income	colmes	taxes	31
wages	tuition	fiscal	spending	31
income	taxes	revenues	federal	31
overtime	deficits	taxes	cut	31
revenues	budget	income	year	31
deficits	spending	deficits	bush	31
middleclass	wages	billion	fiscal	31
supplemental	middleclass	burden	cost	31
spending	gdp	projections	pay	31
trillion	burden	cato	government	31
incomes	colmes	budget	income	31
poverty	poverty	ink	economy	31
recession	cato	pocket	years	31
colmes	projections	wages	costs	31
burden	revenues	overtime	deficits	31
dubyanocchio	gas	emissions	meteor	32
oil	emissions	blades	blades	32
emissions	warming	meteor	energy	32
climate	dubyanocchio	warming	oil	32
arctic	pollution	greenhouse	years	32
petroleum	greenhouse	wildlife	environmental	32
warming	petroleum	dubyanocchio	gas	32
auxiliary	arctic	coal	administration	32
greenhouse	wildlife	pollution	science	32
epa	epa	drilling	environment	32
conservation	lightbulb	gas	scientists	32
gas	coal	carbon	plan	32
wildlife	yucca	bulb	policy	32
spectrum	auxiliary	plants	time	32
lightbulb	prices	lightbulb	federal	32
yucca	oil	landmines	research	32
plants	spectrum	treaty	industry	32
pollution	carbon	arctic	global	32
carbon	utility	spectrum	land	32
discovery	kyoto	sea	public	32
server	amazon	amazon	time	33
amazon	server	ethic	traffic	33
servers	traffic	traffic	ive	33
schwarz	servers	weber	server	33
html	html	schwarz	dkos	33
harris	schwarz	bug	ill	33
ethic	ethic	html	page	33
database	harris	servers	oct	33
wiki	cho	bugs	makes	33
weber	weber	smoothly	guys	33
bug	bug	freeway	harris	33
katherine	user	browser	online	33
user	bugs	blogpac	servers	33
weirdness	katherine	user	people	33
traffic	weirdness	server	community	33
cho	blogpac	fixed	put	33
bugs	database	edit	sites	33
charts	download	rusty	links	33
browser	unfit	download	sep	33
download	browser	robinson	scoop	33
ghraib	ghraib	ghraib	abu	34
abu	abu	interrogation	military	34
prison	detainees	detainees	iraq	34
detainees	prison	gharib	ghraib	34
interrogation	torture	caci	rumsfeld	34
torture	rumsfeld	prisoner	war	34
prisoner	interrogation	petraeus	prisoners	34
prisoners	prisoner	torture	prison	34
hersh	prisoners	mercs	soldiers	34
caci	hersh	prisoners	torture	34
petraeus	petraeus	abu	pentagon	34
abuses	abuses	blackwater	iraqi	34
detention	caci	hersh	abuse	34
gharib	gharib	rumsfelds	defense	34
geneva	mercs	abuses	american	34
civilian	geneva	prisons	people	34
mercs	civilian	titan	abuses	34
mercenaries	rumsfelds	photographs	army	34
prisons	donald	naked	government	34
rumsfelds	blackwater	prison	secretary	34
discharge	guard	discharge	bush	35
archives	discharge	drills	service	35
drills	awol	awol	guard	35
awol	archives	guard	records	35
bartlett	drills	honorably	national	35
inactive	honorably	honorable	military	35
berger	inactive	tang	bushs	35
honorably	reservists	archives	texas	35
reservists	berger	inactive	duty	35
medals	tang	duty	house	35
records	verified	exam	documents	35
tang	honorable	reservists	white	35
unit	bartlett	fulfilled	air	35
honorable	medals	records	awol	35
verified	redacted	berger	active	35
redacted	fulfilled	unrelated	unit	35
guard	pilot	redacted	vietnam	35
requirement	records	unit	years	35
unrelated	secretaries	guardsmen	record	35
pilot	physical	verified	time	35
marriage	marriage	marriage	marriage	36
amendment	amendment	samesex	gay	36
samesex	samesex	amdt	amendment	36
ban	ban	marriages	rights	36
gay	couples	amendment	ban	36
couples	marriages	couples	issue	36
marriages	amdt	fma	hate	36
amdt	fma	gay	state	36
fma	lesbian	ban	civil	36
log	gays	gays	states	36
licenses	antigay	lesbian	constitutional	36
wives	schrock	schrock	samesex	36
marry	marry	marry	law	36
amendments	discrimination	lesbians	support	36
antigay	licenses	antigay	massachusetts	36
schrock	unions	constitutional	constitution	36
gays	lesbians	discrimination	political	36
lesbian	wives	licenses	unions	36
discrimination	log	amendments	vote	36
lesbians	banning	lynne	legal	36
disapprove	disapprove	unfavorable	percent	37
unfavorable	unfavorable	disapprove	voters	37
percent	favorability	favorability	poll	37
favorability	respondents	percent	kerry	37
respondents	survey	margin	vote	37
surveys	approve	statistically	bush	37
polled	polled	approve	support	37
survey	statistically	rotated	margin	37
undecided	rotated	rating	lead	37
rotated	undecided	latinos	polling	37
statistically	latinos	approval	survey	37
garnering	hispanics	unchanged	numbers	37
rating	spanishlanguage	latino	approval	37
spanishlanguage	margin	favorable	general	37
aged	rating	respondents	polls	37
surveyed	registered	surveyed	race	37
nationally	quinnipiac	evenly	results	37
undecideds	percent	ratings	percentage	37
hispanics	aged	nationwide	democratic	37
quinnipiac	ratings	handling	rating	37
luntz	luntz	luntz	commission	38
kean	commissioners	commissioners	administration	38
commissioners	kean	kean	war	38
kerrey	clarke	condis	american	38
clarke	kerrey	liberated	richard	38
clarkes	clarkes	kerrey	rice	38
condis	rice	girls	attacks	38
girls	testimony	fatalities	people	38
rices	girls	uttered	clarke	38
stonewalling	condis	congrats	political	38
citizenship	romney	insistence	testimony	38
insistence	pollster	dishonest	terror	38
pollster	rices	commissions	americans	38
condi	liberated	extension	september	38
liberated	testify	condi	national	38
implied	condi	commission	truth	38
fatalities	fatalities	uncertain	america	38
testify	commission	dissonance	bush	38
testimony	richard	citizenship	tom	38
memorandum	citizenship	advised	public	38
catholic	womens	sahni	women	39
womens	catholic	bishops	saudi	39
arabia	saudi	womens	catholic	39
bishops	arabia	catholic	faith	39
devos	bishops	devos	rights	39
sahni	devos	saudis	abortion	39
jenna	sahni	communion	religious	39
abortion	religion	catholics	church	39
catholics	abortion	sisters	womens	39
religion	catholics	saudi	law	39
saudi	jenna	religion	men	39
granholm	saudis	twins	political	39
womans	church	church	people	39
saudis	communion	womans	religion	39
twins	granholm	birth	act	39
communion	islam	blessed	god	39
pope	womans	granholm	american	39
islam	sisters	jenna	arabia	39
aclu	faith	mall	war	39
brokaw	abortions	women	life	39
vance	vance	vaccine	fire	40
flu	firefighters	vance	labor	40
vaccine	flu	vaccines	security	40
firefighters	vaccine	walmart	firefighters	40
walmart	walmart	firefighters	campaign	40
vaccines	vaccines	aristide	members	40
reno	picket	picket	flu	40
aristide	aristide	flu	time	40
picket	reno	reno	attack	40
ashcrofts	wtc	omb	union	40
counterterrorism	omb	specializes	workers	40
wtc	guild	surveillance	center	40
guild	images	responders	contract	40
doj	responders	childhood	counterterrorism	40
documentation	documentation	documentation	walmart	40
surveillance	fighters	guild	ads	40
omb	doj	monitoring	million	40
specializes	specializes	contract	years	40
notorious	unions	disputes	health	40
responders	ashcroft	recruit	public	40
moines	moines	des	dean	41
des	des	moines	iowa	41
precinct	caucus	iowans	democratic	41
iowans	precinct	dubuque	primary	41
caucus	iowans	harts	people	41
schaller	caucuses	precinct	caucus	41
davenport	dubuque	davenport	tom	41
dubuque	caucusgoers	aps	jan	41
caucuses	harts	caucusgoers	schaller	41
harts	deans	manchester	campaign	41
caucusgoers	davenport	sawyer	edwards	41
sawyer	sawyer	ample	kerry	41
captain	manchester	rapids	night	41
harkin	harkin	captain	moines	41
deans	gephardt	stump	gephardt	41
tom	rapids	harkin	des	41
iowas	towns	caucus	jerome	41
ample	undeclared	tickets	deans	41
gephardt	kenny	baer	precinct	41
kenny	stump	paleo	turnout	41
daschle	nominees	reid	senate	42
reid	reid	giago	daschle	42
nominees	thune	filibuster	thune	42
giago	giago	nominees	democratic	42
soros	filibuster	thunes	johnson	42
filibuster	collins	thune	democrats	42
collins	johnson	johnson	time	42
abb	soros	collins	bill	42
stirling	stirling	soros	state	42
judiciary	fitzpatrick	drink	votes	42
indian	delegates	daschles	leading	42
thunes	thunes	daschle	nominees	42
newberrys	newberrys	foe	nomination	42
judicial	greenwood	pop	ballot	42
foes	abb	todd	leader	42
schumer	indian	fitzpatrick	nov	42
daschles	campbell	judiciary	person	42
delegate	foe	theft	candidate	42
johnson	delegate	hatch	majority	42
frists	judicial	mondale	reid	42
fallujah	najaf	najaf	iraq	43
najaf	fallujah	sadr	iraqi	43
shiite	shiite	sistani	baghdad	43
sadr	sadr	saleh	fallujah	43
sunni	mosque	mosque	american	43
iraqi	saleh	ayatollah	forces	43
mosque	sistani	shrine	war	43
saleh	cleric	uprising	officials	43
sistani	sunni	cleric	iraqis	43
cleric	chalabi	kufa	city	43
chalabi	sovereignty	ramadi	military	43
usled	sadrs	alsadr	troops	43
sovereignty	uprising	sadrs	government	43
sadrs	ramadi	militiamen	shiite	43
uprising	shiites	muqtada	general	43
ramadi	muqtada	moqtada	najaf	43
conway	baghdad	americanled	insurgents	43
shiites	shrine	shiite	chalabi	43
muqtada	alsadr	sovereignty	killed	43
alsadr	conway	latif	coalition	43
rowland	rowland	boxer	governor	44
boxer	boxer	rowland	california	44
dreier	sessions	frost	state	44
frost	dreier	sessions	campaign	44
sessions	frost	arnold	sessions	44
schwarzenegger	jindal	rell	signs	44
blanco	blanco	jindal	rowland	44
arnold	schwarzenegger	dreier	arnold	44
jindal	arnold	norquist	boxer	44
eisenhower	norquist	blanco	gov	44
grover	grover	eisenhower	cell	44
rell	rell	schwarzenegger	dreier	44
connecticut	eisenhower	ancient	schwarzenegger	44
glass	connecticut	lawn	frost	44
norquist	impeachment	impeachment	blanco	44
enron	pete	grover	office	44
activism	glass	graph	norquist	44
legislature	ancient	glass	political	44
impeachment	assembly	bobby	local	44
ancient	lawn	truck	louisiana	44
herseth	herseth	herseth	carson	45
carson	carson	chandler	herseth	45
chandler	coburn	diedrich	coburn	45
diedrich	chandler	kerr	race	45
coburn	diedrich	carsons	oklahoma	45
schrader	kerr	herseths	elections	45
oklahoma	oklahoma	diedrichs	house	45
kerr	konop	coburn	chandler	45
ginny	humphreys	humphreys	diedrich	45
konop	ginny	chandlers	election	45
humphreys	oxley	coburns	state	45
oxley	schrader	carson	senate	45
sdal	romero	oxley	south	45
herseths	chandlers	manslaughter	republican	45
coburns	herseths	sdal	dakota	45
diedrichs	diedrichs	alice	seat	45
romero	sdal	tulsa	kentucky	45
carsons	carsons	dakotas	candidate	45
chandlers	tulsa	konop	campaign	45
tulsa	janklow	stephanie	special	45
blog	blog	blogs	blog	46
blogs	blogs	bloggers	bloggers	46
bloggers	bloggers	steinhardt	blogs	46
blogads	blogger	blogger	media	46
advertisers	steinhardt	blog	internet	46
steinhardt	tnr	hoax	people	46
hoax	hoax	blogging	political	46
magazines	blogads	tnr	book	46
dncc	dncc	blogads	atrios	46
whine	internet	dncc	conservative	46
lakoff	advertisers	lakoff	blogosphere	46
yadda	blogging	billmon	blogger	46
liberalism	lakoff	frame	online	46
rewards	billmon	internet	community	46
niche	atrios	credentials	read	46
franken	ari	relevance	tnr	46
internet	republic	blogosphere	time	46
dncs	frame	ari	party	46
laugh	spine	bumpersticker	blogging	46
tnr	rewards	medium	liberal	46
hillary	veep	axelrod	kerry	47
mcgreevey	mcgreevey	veep	convention	47
axelrod	surgery	surgery	edwards	47
bypass	hillary	bypass	clinton	47
veep	axelrod	vilsack	john	47
surgery	bypass	mate	speech	47
vilsack	vilsack	paige	presidential	47
edwards	zell	acceptance	general	47
keynote	keynote	zell	ticket	47
paige	paige	keynote	jul	47
veepstakes	acceptance	hillary	kerrys	47
ahnold	gephardt	speeches	choice	47
dukakis	ahnold	blitzer	veep	47
primetime	mate	wolf	democratic	47
richardson	speeches	convention	senator	47
wheres	millers	ahnold	campaign	47
mate	veepstakes	veepstakes	president	47
gephardt	richardson	rudy	nominee	47
giuliani	blitzer	wheres	gephardt	47
acceptance	primetime	mcgreevey	zell	47
radio	radio	radio	radio	48
sinclair	sinclair	drake	air	48
cuban	cuban	castro	america	48
programming	programming	robots	stations	48
castro	castro	programming	sinclair	48
drake	drake	cuban	rush	48
robots	robots	janeane	liberal	48
listeners	janeane	sinclair	media	48
franken	listeners	listeners	channel	48
janeane	limbaugh	gotcha	clear	48
fatherinlaw	fatherinlaw	fatherinlaw	network	48
scarborough	castor	channel	people	48
broadcasting	diebold	diebold	friday	48
gotcha	gotcha	ice	limbaugh	48
stemcell	cubanamerican	stations	time	48
limbaugh	cuba	limbaugh	years	48
predebate	stemcell	cubanamerican	water	48
diebold	garofalo	scarborough	love	48
subpoena	franken	rush	television	48
garofalo	broadcasting	mars	cuba	48
afscme	afscme	afscme	party	49
seiu	seiu	seiu	dean	49
stern	stern	stern	democratic	49
unions	unions	mcentee	unions	49
rosenberg	rosenberg	uaw	union	49
ndn	mcentee	rosenberg	endorsement	49
mcentee	sterns	aft	labor	49
sterns	simon	sterns	howard	49
simon	ndn	simon	campaign	49
uaw	mcauliffe	aflcio	candidates	49
mcauliffe	uaw	teamsters	dnc	49
aflcio	deans	trades	afscme	49
deans	aft	meyerson	seiu	49
aft	meyerson	mcauliffe	candidate	49
endorsing	industrial	labors	establishment	49
meyerson	aflcio	federation	state	49
teamsters	labors	outsiders	democrats	49
labors	meetup	dlc	support	49
industrial	gephardt	unions	mcauliffe	49
gephardt	dlc	ndn	organization	49
schaller	sharon	arafat	tom	50
oil	cubs	cubs	schaller	50
sharon	arafat	suskind	trapper	50
stagflation	prices	palestinian	oil	50
prices	abrams	settlements	john	50
cubs	stagflation	israeli	east	50
tom	suskind	sharon	blair	50
suskind	monetary	sox	west	50
arafat	barrels	abrams	middle	50
trip	palestinian	palestinians	prices	50
blair	israeli	stagflation	baseball	50
monetary	settlements	barrels	general	50
abrams	minister	woodward	prime	50
minister	palestinians	monetary	minister	50
palestinians	oil	baseball	sun	50
barrels	woodward	prices	report	50
rain	rain	fred	washington	50
woodward	sox	blair	piece	50
palestinian	yanks	fans	tonight	50
israeli	franks	shoes	election	50

\(K = 100\)

K = 100
top_words_df = read.csv(sprintf("output/uci_BoW/v0.4.2/top_words_K%d_v0.4.2.csv", K))
kable(top_words_df, format = "markdown")

bg	wbg	pmf2binom	pmf	Topic
chedrcheez	chedrcheez	vaantirepublican	november	1
wclathe	wclathe	hoodies	poll	1
hoodies	hoodies	wclathe	vote	1
vaantirepublican	vaantirepublican	chedrcheez	exit	1
sappy	sappy	bumblebums	polls	1
allegory	allegory	spindizzy	governor	1
kingelection	kingelection	sappy	house	1
mosh	verification	verification	electoral	1
verification	mosh	mosh	republicans	1
exit	barbero	allegory	account	1
spindizzy	hotshotxi	slate	senate	1
bumblebums	idetestthispres	kingelection	return	1
barbero	spindizzy	stark	san	1
hotshotxi	bumblebums	san	francisco	1
idetestthispres	exit	francisco	primary	1
releasing	crooks	idetestthispres	mike	1
slate	hstewart	return	democratic	1
crooks	materiel	con	verification	1
stark	releasing	releasing	chedrcheez	1
hstewart	username	crooks	wclathe	1
lawnorder	lawnorder	danielua	november	2
danielua	danielua	lawnorder	voting	2
nprigo	nprigo	egon	election	2
egon	egon	luaptifer	governor	2
drfranklives	drfranklives	nprigo	senate	2
buh	buh	maximumken	house	2
luaptifer	luaptifer	buh	account	2
furiousxgeorge	furiousxgeorge	furiousxgeorge	electoral	2
cfr	converted	converted	republicans	2
converted	liberalrakkasan	drfranklives	poll	2
liberalrakkasan	cfr	mom	general	2
maximumken	woes	pride	polls	2
seamus	hstewart	woes	kerry	2
woes	materiel	cfr	experience	2
pride	maximumken	dday	voter	2
hstewart	seamus	nro	sunzoo	2
materiel	mom	matches	bush	2
mom	sunzoo	anecdotal	city	2
nro	pride	diplomatic	war	2
sunzoo	qaqaa	husband	profile	2
prediction	voting	machines	vote	3
diebold	diebold	votes	election	3
machines	machines	prediction	votes	3
ballots	prediction	landslide	win	3
formula	votes	election	voting	3
landslide	ballots	popular	general	3
winner	landslide	deleted	elections	3
begging	formula	begging	voted	3
vote	automated	vote	voters	3
surplus	margins	winner	victory	3
election	gotv	voting	popular	3
automated	surplus	predictions	early	3
turnout	begging	complacent	chance	3
retain	absentee	counted	voter	3
percentage	winner	diebold	electoral	3
win	turnout	cast	oct	3
predictions	predictions	smallest	winner	3
margins	margin	retain	nov	3
philadelphia	deleted	banking	won	3
margin	counted	outcome	turnout	3
party	partys	party	democratic	4
partys	nominee	partys	party	4
platform	party	presidential	candidate	4
conscience	platform	nominee	national	4
democratic	parties	candidate	presidential	4
affiliated	democratic	democratic	political	4
nominee	nomination	candidates	candidates	4
presidential	conscience	national	campaign	4
parties	elected	parties	nominee	4
wing	chairman	political	state	4
candidate	presidential	elected	partys	4
elected	affiliated	traditions	committee	4
national	candidates	supporters	parties	4
candidates	candidate	affiliated	chairman	4
chairman	democrat	nomination	john	4
fodder	wing	conviction	democrat	4
democrat	traditions	interest	elected	4
nomination	national	offer	supporters	4
supporters	political	worth	support	4
committee	supporters	chairman	nomination	4
gop	gops	gop	republicans	5
gops	goopers	gops	republican	5
republicans	gop	republicans	democrats	5
goopers	republicans	partisan	gop	5
dems	gooper	republican	democrat	5
gooper	democrats	dems	house	5
advantages	moderate	democrat	conservative	5
switch	democrat	democrats	senate	5
democrats	dems	conservative	dems	5
republican	republican	goopers	year	5
dealing	advantages	majority	majority	5
partisan	dealing	sen	dem	5
democrat	parties	switch	sen	5
parties	conservative	parties	partisan	5
dem	partisan	rep	rep	5
conservative	switch	strengthening	gops	5
moderate	giving	taking	giving	5
majority	rep	moderate	wont	5
giving	majority	dealing	parties	5
equally	senate	theyll	congress	5
values	values	values	people	6
people	issue	people	issue	6
issue	people	issue	time	6
politics	care	family	american	6
answer	understand	americans	americans	6
stayed	answer	politics	country	6
american	americans	real	politics	6
friends	feelings	care	real	6
family	friends	understand	public	6
americans	politics	common	lot	6
person	family	question	question	6
understand	questions	kind	theyre	6
paying	quote	questions	america	6
live	quotes	theyre	issues	6
common	real	person	family	6
half	stayed	issues	important	6
hope	half	lot	matter	6
lot	common	answer	asked	6
country	health	live	care	6
care	live	talking	fact	6
pentagons	pentagons	defense	iraq	7
rumsfeld	intelligence	tubes	defense	7
capabilities	capabilities	poses	war	7
weapons	rumsfeld	postwar	officials	7
husseins	uranium	americanled	intelligence	7
uranium	armitage	uranium	official	7
capability	pentagon	secretary	administration	7
donald	donald	pentagons	security	7
postwar	capability	biological	secretary	7
planners	planners	pentagon	department	7
deputy	neoconservative	stockpiles	pentagon	7
armitage	cia	intelligence	weapons	7
neoconservative	husseins	officials	policy	7
assessments	deputy	donald	rumsfeld	7
classified	stockpiles	assessments	house	7
poses	fubar	official	senior	7
biological	tubes	deputy	united	7
cia	postwar	agency	state	7
wolfowitz	secretary	planners	states	7
counterterrorism	poses	nuclear	terrorism	7
saleh	saleh	saleh	military	8
conway	conway	conway	iraq	8
counterinsurgency	fallujah	brigades	war	8
americanled	commander	battalion	forces	8
maj	counterinsurgency	mojo	army	8
brigades	gen	elite	general	8
gen	battalion	maj	iraqi	8
battalion	insurgency	gen	force	8
insurgency	myers	units	troops	8
nato	command	generals	gen	8
commander	husseins	commander	commander	8
troop	maj	objectives	command	8
command	brigades	brigade	fallujah	8
husseins	units	command	american	8
fallujah	kimmitt	subsequently	operations	8
myers	troop	troop	soldiers	8
civilian	nato	myers	iraqis	8
objectives	iraqis	nato	saleh	8
baathist	brigade	iron	officers	8
guerrilla	fighters	counterinsurgency	country	8
lud	rad	lud	november	9
rad	lud	peanut	vote	9
peanut	peanut	bald	voting	9
kitty	bald	abstain	kerry	9
bald	abstain	kitty	polls	9
abstain	bradnickel	casts	bush	9
bradnickel	kitty	rad	account	9
casts	casts	repub	house	9
liberalrakkasan	liberalrakkasan	citizen	poll	9
repub	upenn	lzmd	electoral	9
upenn	sunzoo	upenn	republicans	9
lzmd	lzmd	bradnickel	governor	9
tunesmith	repub	kids	senate	9
suppression	tunesmith	proudly	voter	9
sunzoo	suppression	waiting	sunzoo	9
senategovernors	senategovernors	jiacinto	win	9
proudly	christopher	atlanta	election	9
jiacinto	proudly	liberalrakkasan	waiting	9
christopher	jiacinto	tunesmith	kitty	9
username	username	christopher	kids	9
catholic	catholic	bishops	catholic	10
bishops	bishops	sahni	faith	10
sahni	sahni	communion	church	10
ethic	ethic	weber	abortion	10
communion	communion	ethic	religious	10
weber	weber	devos	community	10
granholm	granholm	catholic	responsibility	10
devos	devos	granholm	religion	10
abortion	catholics	exemplary	support	10
exemplary	church	church	political	10
church	exemplary	pope	politics	10
pope	religion	catholics	catholics	10
muslim	pope	religion	family	10
muslims	abortion	frame	people	10
religion	muslim	chinese	child	10
catholics	muslims	abb	politicians	10
charities	passion	alex	muslim	10
ramadan	charities	monitoring	children	10
passion	faith	china	granholm	10
lakoff	frame	parish	stand	10
drake	drake	drake	rumsfeld	11
prisoners	prisoners	cops	war	11
rumsfeld	subpoenas	subpoena	prisoners	11
subpoenas	rumsfeld	wolf	secretary	11
berg	cops	accidents	iraq	11
cops	guild	rummy	law	11
guild	subpoena	presses	union	11
detention	berg	berg	federal	11
subpoena	detention	guild	theyre	11
rummy	protesters	oneill	records	11
geneva	rumsfelds	rumsfelds	protesters	11
beers	wolf	beers	police	11
wolf	pacific	evans	military	11
protesters	jury	fatal	subpoena	11
jury	donald	persons	university	11
fatal	oneill	rumsfeld	times	11
accidents	beers	crossing	grand	11
presses	geneva	dodge	oneill	11
rumsfelds	accidents	disappointing	bad	11
dodge	rummy	protesters	cops	11
registrants	registrants	greenhouse	cell	12
greenhouse	emissions	emissions	research	12
countylevel	greenhouse	registrants	registration	12
emissions	countylevel	countylevel	energy	12
cells	cells	graph	science	12
twoparty	twoparty	broward	registrants	12
correlation	dna	twoparty	counties	12
broward	broward	dna	years	12
dna	correlation	carbon	cells	12
scientists	researchers	cells	county	12
graph	graph	correlation	plan	12
kerryedwards	kerryedwards	researchers	scientists	12
lai	pollution	diebold	emissions	12
beef	carbon	discovery	share	12
manufacturers	epa	cell	administration	12
epa	scientists	climate	kerryedwards	12
fields	industries	fuel	statewide	12
industries	manufacturers	strengthen	data	12
researchers	fields	counties	industry	12
carbon	cell	household	stem	12
drills	guard	allday	service	13
allday	drills	drills	guard	13
secretaries	allday	volleyball	records	13
volleyball	records	secretaries	military	13
fulfill	volleyball	reservists	national	13
bartlett	discharge	honorable	duty	13
discharge	reservists	discharge	texas	13
reservists	medals	guard	air	13
ribbons	secretaries	ribbons	vietnam	13
medals	fulfill	exam	bushs	13
honorably	bartlett	honorably	bush	13
guard	honorable	duty	house	13
honorable	duty	fulfill	white	13
ambitious	ribbons	medals	unit	13
houston	honorably	fulfilled	active	13
barnes	awol	service	documents	13
duty	unit	physical	record	13
reserve	vietnam	pilot	awol	13
physical	exam	superiors	released	13
awol	fulfilled	obligation	time	13
sadr	sadr	sadr	iraq	14
fallujah	najaf	mosque	city	14
najaf	mosque	kufa	baghdad	14
mosque	sadrs	moqtada	najaf	14
sadrs	cleric	najaf	fallujah	14
cleric	shiite	cleric	shiite	14
moqtada	fallujah	uprising	iraqi	14
kufa	moqtada	shrine	sadr	14
uprising	uprising	alsadr	american	14
shiite	kufa	muqtada	killed	14
sunni	muqtada	sadrs	forces	14
muqtada	alsadr	latif	apr	14
kimmitt	shrine	ramadi	insurgents	14
samarra	samarra	militiamen	war	14
alsadr	sunni	clashes	marines	14
sistani	sistani	mahdi	troops	14
shrine	ramadi	samarra	violence	14
latif	latif	falluja	mosque	14
militiamen	marines	patrol	sunni	14
shia	shia	shiite	officials	14
broder	broder	broder	bush	15
handling	fournier	fundamentals	iraq	15
fournier	strategery	fournier	bushs	15
strategery	fundamentals	brownstein	kerry	15
brownstein	handling	perceptions	voters	15
fundamentals	brownstein	strategery	war	15
horserace	undecided	horserace	president	15
veepstakes	perceptions	stevenson	campaign	15
compassionate	horserace	undermining	note	15
repubs	debates	veepstakes	election	15
truman	enthusiastic	rimjob	issues	15
perceptions	stevenson	stable	general	15
stevenson	veepstakes	handling	handling	15
bushs	repubs	playbook	kerrys	15
enthusiastic	stability	enthusiastic	race	15
economy	stable	tucker	job	15
debates	ruy	repubs	economy	15
doubts	incumbent	thrilled	polls	15
undermining	tucker	character	swing	15
unchanged	undermining	wot	base	15
news	news	fox	news	16
fox	fox	news	media	16
outlets	outlets	coverage	press	16
outlet	coverage	outlets	fox	16
coverage	drudge	journalists	report	16
drudge	journalists	cbs	coverage	16
abc	cbs	abc	cbs	16
kurtz	abc	broadcast	stories	16
affiliates	affiliates	outlet	national	16
print	touting	drudge	journalists	16
cbs	kurtz	balanced	abc	16
hardball	sirota	press	local	16
journalists	media	brit	reports	16
anchor	outlet	facts	found	16
cable	affiliate	kurtz	reporters	16
diarists	antikerry	affiliate	network	16
sirota	brit	journalism	times	16
carl	broadcast	media	evidence	16
cowboy	journalism	item	general	16
mask	print	touting	reporting	16
mcmahon	deans	manchester	dean	17
des	moines	hats	iowa	17
moines	des	aps	deans	17
manchester	iowa	concord	campaign	17
deans	manchester	oconnor	democratic	17
sawyer	concord	judy	primary	17
aps	mcmahon	paleo	jan	17
hats	caucusgoers	moines	howard	17
iowa	sawyer	undeclared	hard	17
oconnor	aps	caucusgoers	email	17
rapids	oconnor	dubuque	caucus	17
caucusgoers	rapids	rapids	event	17
undeclared	harkin	sawyer	night	17
towns	hats	harkin	field	17
concord	davenport	bradley	moines	17
dean	schaller	davenport	des	17
davenport	undeclared	meetup	tonight	17
bradley	caucus	towns	turnout	17
trippi	postiowa	yell	kerry	17
harkin	dubuque	palace	tom	17
alexander	alexander	giago	democrats	18
giago	giago	downer	seat	18
downer	alexanders	alexander	race	18
vitter	rodney	gubenatorial	state	18
tauzin	downer	rodney	senate	18
alexanders	vitter	nighthorse	seats	18
beauprez	campbell	vacated	gop	18
rodney	blanco	vitter	alexander	18
blanco	beauprez	campbell	primary	18
gubenatorial	tauzin	majette	democratic	18
breaux	seats	breaux	governor	18
runoff	vacated	alexanders	congressman	18
majette	nighthorse	runoff	senator	18
nighthorse	majette	beauprez	candidate	18
vacated	breaux	congressman	district	18
campbell	gubenatorial	collins	democrat	18
jindal	runoff	tauzin	georgia	18
gop	jindal	holden	john	18
matheson	louisiana	retiring	elections	18
tancredo	district	burns	louisiana	18
chalabi	chalabi	indymedia	chalabi	19
chalabis	chalabis	chalabi	information	19
indymedia	indymedia	chalabis	government	19
brokaw	brokaw	brokaw	iraqi	19
spy	brahimi	brahimi	administration	19
brahimi	feith	ahmad	chalabis	19
israeli	israeli	feith	united	19
ahmad	spy	ahmed	policy	19
perle	treason	islam	states	19
feith	ahmad	envoy	brokaw	19
treason	islam	spy	science	19
secrecy	ahmed	smoking	iran	19
saudis	perle	grass	years	19
airplane	iran	philip	time	19
scientists	secrecy	secrecy	freedom	19
morris	cpa	treason	israel	19
cpa	israel	dishonest	war	19
scoring	envoy	collection	nations	19
shiites	airplane	scientific	officials	19
envoy	morris	irans	scientists	19
dccc	dccc	dtrip	money	20
dtrip	fundraising	targetting	raised	20
schrader	dtrip	wetterling	fundraising	20
ginny	donations	donations	campaign	20
donors	schrader	dccc	dccc	20
donations	ginny	money	race	20
wetterling	vis	vis	cash	20
cash	cash	donor	candidates	20
vis	donors	contribute	elections	20
fundraisers	wetterling	ginny	house	20
blogads	contribute	epatriots	online	20
lend	donor	fundraising	raise	20
blogpac	epatriots	excitement	donations	20
epatriots	blogads	crass	campaigns	20
russ	lend	raised	donors	20
soft	blogpac	online	support	20
skip	fundraisers	raise	candidate	20
donor	morrison	begging	cycle	20
excitement	excitement	soft	win	20
crass	targetting	fundraisers	running	20
keyes	keyes	ilsen	senate	21
obama	obama	keyes	illinois	21
ilsen	ilsen	ditka	obama	21
ditka	ryan	ryans	ryan	21
illinois	illinois	maya	keyes	21
ryans	kuhl	ryan	elections	21
kuhl	ryans	exwife	state	21
ryan	ditka	kuhl	race	21
divorce	barack	obama	ilsen	21
exwife	exwife	fax	harris	21
barack	maya	illinois	barack	21
maya	divorce	ramsey	jack	21
russo	obamas	barack	campaign	21
obamas	harris	russo	house	21
ramsey	fax	divorce	kuhl	21
harris	russo	coach	ditka	21
fax	katherine	obamas	ryans	21
katherine	ramsey	bears	chicago	21
jack	jack	outnumbered	divorce	21
hastert	rogers	harris	alan	21
lynne	cheney	cheney	cheney	22
cheney	vice	vice	vice	22
vice	lynne	cheneys	president	22
cheneys	cheneys	dick	dick	22
halliburton	dick	lynne	edwards	22
dick	halliburton	elizabeth	cheneys	22
elizabeth	elizabeth	halliburton	general	22
instructions	resort	lol	halliburton	22
resort	grim	instructions	united	22
lesbian	lol	grim	oct	22
cynical	cynical	fuck	attack	22
president	instructions	resort	iraq	22
liar	oath	oath	asked	22
edwards	implied	attendance	voted	22
nope	fuck	violating	states	22
lol	liar	cynical	john	22
oath	president	dish	wrong	22
coup	lesbian	falsely	calling	22
hatch	weak	logical	america	22
fuck	violating	implied	taking	22
arkansas	minnesota	arkansas	states	23
minnesota	arkansas	florida	state	23
battleground	battleground	battleground	florida	23
maine	maine	states	ohio	23
hawaii	midwest	virginia	battleground	23
montana	wisconsin	minnesota	swing	23
oregon	ohio	midwest	pennsylvania	23
hampshire	hampshire	idaho	michigan	23
nevada	montana	rhode	virginia	23
wisconsin	florida	montana	south	23
mississippi	hawaii	maine	gore	23
map	virginia	pennsylvania	wisconsin	23
connecticut	nevada	utah	hampshire	23
idaho	oregon	ohio	arkansas	23
wyoming	pennsylvania	hawaii	west	23
virginia	connecticut	swing	minnesota	23
midwest	map	jersey	iowa	23
dakota	idaho	tennessee	california	23
targetting	targetting	oregon	red	23
iowa	michigan	connecticut	missouri	23
clark	clark	lieb	dean	24
kucinich	kucinich	parenthesis	clark	24
lieberman	lieberman	sharpton	kerry	24
gephardt	braun	braun	edwards	24
braun	gephardt	secondplace	primary	24
sharpton	sharpton	kucinich	lieberman	24
parenthesis	parenthesis	deanclark	gephardt	24
iowa	clarks	inching	democratic	24
lieb	lieb	lieberman	iowa	24
clarks	secondplace	clark	sharpton	24
dean	marist	clarks	kucinich	24
gep	iowa	parentheses	jan	24
secondplace	deanclark	marist	poll	24
deanclark	gep	gephardt	braun	24
arg	inching	pol	polls	24
marist	arg	gep	latest	24
wesley	zogbys	susas	dec	24
inching	undecided	trix	numbers	24
zogbys	zogby	electability	zogby	24
deans	hampshire	arg	state	24
misterajc	misterajc	misterajc	november	25
bloomfield	bloomfield	tradesports	house	25
virginiadem	virginiadem	bloomfield	turnout	25
tradesports	tradesports	virginiadem	poll	25
idetestthispres	duderino	mich	account	25
barbero	parecommend	punkmonk	senate	25
hotshotxi	mich	countdown	electoral	25
crooks	punkmonk	crooks	republicans	25
mich	idetestthispres	clock	governor	25
releasing	barbero	light	polls	25
duderino	hotshotxi	juppon	contact	25
parecommend	countdown	katerina	west	25
punkmonk	crooks	releasing	ground	25
countdown	katerina	con	duderino	25
hstewart	hstewart	parecommend	parecommend	25
materiel	materiel	barbero	trouble	25
exit	gatana	corporate	tradesports	25
qaqaa	juppon	takes	misterajc	25
turnout	qaqaa	stocks	light	25
katerina	username	gatana	mich	25
tax	tax	tax	tax	26
wages	deficit	deficit	billion	26
deficit	cuts	colmes	cuts	26
cuts	wages	cuts	budget	26
taxes	income	rationing	deficit	26
income	taxes	billion	federal	26
tuition	tuition	fiscal	spending	26
billion	deficits	budget	cut	26
rationing	billion	burden	taxes	26
deficits	fiscal	income	health	26
colmes	rationing	ink	year	26
fiscal	budget	cut	fiscal	26
incomes	colmes	middleclass	income	26
budget	trillion	projected	care	26
insurance	cap	incomes	middle	26
cap	middleclass	taxes	government	26
ink	spending	deficits	plan	26
middleclass	burden	tuition	years	26
tancredo	incomes	hospitals	class	26
hospitals	ink	wages	pay	26
gdp	gdp	gdp	jobs	27
economists	economists	hiring	economy	27
poverty	jobs	revised	growth	27
employers	growth	growth	economic	27
incomes	employment	forecast	job	27
insurance	employers	payroll	rate	27
hiring	economy	overtime	labor	27
recession	revised	employers	number	27
layoffs	forecast	index	gdp	27
overtime	layoffs	poverty	month	27
employment	hiring	layoffs	numbers	27
index	jobless	employment	workers	27
revised	poverty	unemployment	employment	27
census	overtime	rate	year	27
jobs	rates	consumer	report	27
divorce	unemployment	economists	reported	27
minneapolis	payroll	jobs	average	27
stats	incomes	delong	market	27
economy	delong	recession	forecast	27
payroll	rate	bureau	rates	27
scalia	court	scalia	court	28
justices	supreme	justices	law	28
detainees	scalia	supreme	supreme	28
courts	justices	clerks	rights	28
clerks	courts	rulings	legal	28
unconstitutional	clerks	court	federal	28
rulings	detainees	unconstitutional	courts	28
geneva	unconstitutional	courts	judge	28
guantanamo	rulings	judges	justice	28
supreme	guantanamo	appeals	appeals	28
judicial	appeals	ruled	judges	28
guidelines	judges	guidelines	lawyers	28
appeals	geneva	ruling	justices	28
detention	guidelines	gonzales	human	28
judges	judicial	detained	american	28
prisoners	detention	judge	ruling	28
gonzales	detained	obligations	held	28
detained	prisoners	geneva	scalia	28
memorandum	redistricting	boundaries	ruled	28
disqualify	ruled	applies	texas	28
mcauliffe	mcauliffe	soros	dnc	29
dnc	dnc	mcauliffe	party	29
soros	soros	meyerson	groups	29
mccainfeingold	mccainfeingold	dnc	organizations	29
rosenberg	meyerson	terry	mcauliffe	29
meyerson	rosenberg	outsiders	democrats	29
gillespie	database	mccainfeingold	progressive	29
persuasion	terry	organizing	black	29
sierra	outsiders	institutional	white	29
soft	cfr	organizations	political	29
database	targeting	persuasion	america	29
simon	soft	innovation	election	29
terry	organizing	punch	message	29
heritage	simon	heritage	terry	29
dlc	sierra	progressive	act	29
moveonorg	moveonorg	sierra	soft	29
party	persuasion	gillespie	machine	29
innovation	fec	labors	organizing	29
leach	ndn	loophole	group	29
spanishlanguage	donors	moveonorg	field	29
stocks	duderino	wiki	november	30
direwolf	parecommend	direwolf	trouble	30
gatana	gatana	juppon	ground	30
juppon	juppon	duderino	duderino	30
duderino	katerina	reverse	parecommend	30
parecommend	tunesmith	katerina	house	30
reverse	direwolf	parecommend	contact	30
katerina	lzmd	slight	electoral	30
punkmonk	stocks	stocks	senate	30
yahoo	yahoo	tunesmith	governor	30
countdown	punkmonk	awaiting	republicans	30
tunesmith	countdown	falling	polls	30
lzmd	repub	pictures	account	30
clock	reverse	punkmonk	reverse	30
bloomfield	dkosopedia	gatana	falling	30
virginiadem	falling	enable	pictures	30
repub	clock	critic	dkosopedia	30
altsite	boxfeed_listing	yahoo	general	30
boxblogroll	boxrdf_feeds	repub	lead	30
boxfeed_listing	bushsux	admitting	yahoo	30
gehlen	gehlen	gehlen	war	31
jenna	jenna	twins	people	31
hughes	karen	hughes	hughes	31
karen	hughes	karen	general	31
twins	twins	taught	karen	31
hersh	hersh	bible	knew	31
robertson	robertson	fence	time	31
bradley	precinct	betrayed	barbara	31
precinct	bradley	hersh	son	31
illness	fence	jenna	put	31
fence	barbara	mailing	heard	31
shed	mailing	rap	campaign	31
mailing	bible	recruit	saddam	31
marry	dad	execution	years	31
insane	guard	alerts	weve	31
liars	gear	daughters	guard	31
execution	liars	prohibited	hersh	31
fade	fade	dad	gehlen	31
proved	irresponsible	robertson	man	31
dad	betrayed	sons	truth	31
mcdonalds	mcdonalds	mcdonalds	district	32
murphy	murphy	liebeck	murphy	32
crane	crane	beasley	race	32
beasley	schrader	stella	abortion	32
stella	gerlach	gerlach	schrader	32
liebeck	demint	crane	republican	32
gerlach	beasley	murphys	elections	32
tenenbaum	stella	taylor	demint	32
schrader	liebeck	bean	tenenbaum	32
demint	tenenbaum	keever	house	32
bean	keever	murphy	senate	32
fitzpatrick	bean	fitzpatrick	gerlach	32
keever	taylor	scsen	keever	32
taylor	ginny	melissa	mcdonalds	32
melissa	district	demint	crane	32
abortion	fitzpatrick	schrader	carolina	32
murphys	emilys	speakers	coffee	32
greenwood	murphys	patsy	bean	32
emilys	melissa	confederate	congressional	32
district	inez	tenenbaum	taylor	32
wmd	saddams	suicide	iraq	33
sunni	iraqis	roadside	war	33
roadside	roadside	wmd	soldiers	33
baathist	baghdad	exploded	killed	33
mortar	wmd	bomb	troops	33
occupying	suicide	toll	saddam	33
guerrillas	convoy	occupation	attacks	33
guerillas	usled	deaths	iraqi	33
convoy	guerillas	killed	military	33
mosul	bomb	died	baghdad	33
casualties	guerrillas	guerillas	forces	33
baghdad	sunni	casualties	american	33
usled	casualties	saddam	occupation	33
suicide	province	usled	americans	33
bomb	wounded	bombings	iraqis	33
wounding	shia	wounded	coalition	33
stability	sovereignty	soldiers	wounded	33
sovereignty	occupation	resistance	saddams	33
civilian	occupying	capture	wmd	33
invasion	fubar	casualty	attack	33
kean	commission	commissioners	commission	34
commissioners	commissioners	condis	administration	34
rices	kean	stonewalling	documents	34
stonewalling	rices	commission	rice	34
condis	stonewalling	rices	testimony	34
condi	condis	commissions	attacks	34
cutter	rice	kean	white	34
profiles	clarke	profiles	house	34
clarke	cutter	cutter	report	34
rice	commissions	condi	clarke	34
commissions	profiles	nagourney	sept	34
nagourney	condi	withheld	clinton	34
testify	testimony	friedman	intelligence	34
clarkes	testify	insistence	public	34
commission	clarkes	testimony	national	34
declassified	nagourney	clarke	attack	34
counterterrorism	counterterrorism	testify	september	34
extension	withheld	tenet	richard	34
panel	documents	girls	administrations	34
documents	investigating	rice	kean	34
bunning	bunning	kerr	bunning	35
mongiardo	mongiardo	bunning	kentucky	35
kerr	kentucky	bunnings	mongiardo	35
kentucky	kerr	teleprompter	senate	35
chandler	bunnings	mongiardo	campaign	35
bunnings	chandler	kysen	chandler	35
teleprompter	kysen	kentucky	race	35
kysen	cohen	chandlers	kerr	35
cohen	chandlers	cohen	elections	35
louisville	teleprompter	louisville	senator	35
chandlers	burt	burt	cohen	35
burt	louisville	adjust	debate	35
fingerhut	fingerhut	fingerhut	state	35
voinovich	voinovich	northup	bunnings	35
fletcher	vibes	vibes	washington	35
vibes	alice	voinovich	chandlers	35
alice	leaks	senates	daniel	35
leaks	northup	mansion	statements	35
jackson	debate	kim	kysen	35
satellite	fletcher	bust	sen	35
gallup	gallup	percent	percent	36
favorability	favorability	aged	voters	36
statistically	respondents	ind	poll	36
survey	statistically	statistically	lead	36
percent	rating	rating	registered	36
percentages	margin	surveyed	margin	36
barbour	percent	cnnusa	polls	36
respondents	percentage	voters	race	36
percentage	cnnusa	margin	support	36
cnnusa	surveyed	minus	rating	36
nationally	percentages	registered	gallup	36
surveyed	doubledigit	nationally	percentage	36
doubledigit	registered	favorability	vote	36
ind	nationally	evenly	numbers	36
sample	unfavorable	gallups	latest	36
lowest	survey	barbour	survey	36
nbcwsj	ind	improvement	results	36
ohpres	sample	error	showed	36
margin	improvement	sample	error	36
samples	barbour	slim	tied	36
unions	unions	aft	labor	37
teamsters	nra	nra	union	37
picket	teamsters	teamsters	unions	37
affiliates	affiliates	federation	michigan	37
aft	aft	firefighters	members	37
nra	paige	picket	state	37
firefighters	firefighters	labors	workers	37
hoax	federation	unions	benefits	37
uncommitted	picket	nagourney	primary	37
labors	labor	paige	firefighters	37
federation	hoax	bargaining	endorsement	37
nagourney	nagourney	hoax	gun	37
loophole	michigan	adam	nra	37
aflcio	labors	affiliates	act	37
adam	uncommitted	aflcio	proposal	37
salaries	aflcio	breaks	time	37
labor	loophole	proposal	dhinmi	37
teachers	teachers	loophole	national	37
collateral	guild	uncommitted	support	37
guild	adam	wayne	gephardt	37
reagans	reagan	reagans	reagan	38
reagan	reagans	reagan	reagans	38
ronald	ronald	ronald	ronald	38
alzheimers	alzheimers	alzheimers	research	38
coulter	ndp	blanco	jun	38
ndp	awol	inspire	nancy	38
bench	nancy	coulter	awol	38
adopting	memorial	arlington	republicans	38
stemcell	stemcell	legacy	stem	38
nancy	disease	jindal	years	38
coin	petition	occured	put	38
disease	inspire	awol	memorial	38
foundations	dingell	mrs	legacy	38
ocean	legacy	stem	death	38
awol	stem	bench	alzheimers	38
mrs	mrs	gods	cbs	38
dingell	foundations	ndp	cell	38
memorial	coulter	restrictions	campaign	38
inspire	cbs	reads	person	38
petition	outfits	shouting	war	38
sisters	sisters	sisters	women	39
womans	women	women	men	39
matheson	lightbulb	lightbulb	war	39
lightbulb	ashamed	mall	march	39
girly	womans	womans	uniform	39
ashamed	girly	ashamed	ive	39
wives	matheson	girly	children	39
mall	uniform	men	love	39
twins	mall	uniform	country	39
women	womens	applause	lets	39
journey	twins	matheson	time	39
womens	wives	metro	rally	39
abortions	metro	womens	sun	39
men	download	truck	remember	39
emotions	oreilly	wes	spot	39
pending	sacrifices	download	womens	39
paige	married	wheels	set	39
hughes	applause	emotions	sisters	39
oreilly	emotions	eat	oct	39
married	reproductive	wives	working	39
space	space	robots	space	40
robots	moon	space	weapons	40
atomic	robots	landmines	united	40
moon	mars	mars	nuclear	40
stockpiles	atomic	atomic	report	40
epa	abrams	moon	workers	40
abrams	epa	abrams	air	40
landmines	landmines	epa	water	40
mars	weapons	earth	earth	40
weapons	plant	plant	health	40
samples	nuclear	futures	mars	40
wtc	wtc	manhattan	people	40
toxic	map	european	problems	40
inspectors	earth	destiny	international	40
neoconservative	europeans	injuries	epa	40
satellite	wmds	toxic	thousands	40
wmds	toxic	wmds	years	40
injuries	european	inspectors	states	40
tests	inspectors	cloud	military	40
map	samples	universe	environmental	40
kroll	kroll	kroll	iraq	41
stemcell	wink	wink	war	41
wink	stemcell	stemcell	reports	41
oreilly	usaid	usaid	wink	41
usaid	oreilly	ice	political	41
drudge	drudge	degrees	past	41
fatalities	fatalities	spends	time	41
minus	degrees	adult	research	41
degrees	casualty	baker	scared	41
church	arctic	accidentally	oreilly	41
casualty	church	sailor	stemcell	41
scared	franken	drudge	economy	41
franken	pakistan	franken	year	41
responses	scared	casualty	kroll	41
reports	minus	arctic	policies	41
iraq	responses	medias	campaign	41
pakistan	funeral	bases	read	41
funeral	bank	surrogates	impact	41
britain	spends	fatalities	country	41
phrase	ice	repeating	terror	41
swift	swift	thurlow	boat	42
thurlow	boat	swift	veterans	42
boat	thurlow	boats	swift	42
liars	liars	boat	aug	42
boats	boats	liars	campaign	42
bronze	bronze	elliott	vietnam	42
vet	veterans	veterans	liars	42
sbvt	elliott	sbvt	kerrys	42
vets	sbvt	bronze	truth	42
citation	vets	annenberg	war	42
veterans	vet	vet	group	42
antikerry	citation	antikerry	kerry	42
purple	antikerry	citation	ads	42
elliott	smears	heroism	thurlow	42
annenberg	annenberg	recommendation	star	42
smears	vietnam	silver	book	42
carlson	sharon	purple	general	42
oneill	texans	carlson	record	42
sharon	carlson	bounds	service	42
dumb	medals	texans	bronze	42
delay	delay	earle	delay	43
earle	ethics	delay	house	43
ethics	earle	travis	committee	43
travis	rtexas	ethics	texas	43
rtexas	morrison	bell	ethics	43
bell	delays	ronnie	delays	43
ronnie	bell	delays	investigation	43
morrison	travis	charities	majority	43
charities	ronnie	lobbyists	tom	43
indicted	indicted	complaint	morrison	43
austin	blogpac	rtexas	leader	43
blogpac	indictments	austin	rep	43
indictments	charities	childrens	complaint	43
delays	austin	indictment	elections	43
redistricting	complaint	blogpac	earle	43
lobbying	redistricting	indictments	republican	43
districts	lobbyists	watchdog	indictment	43
complaint	touting	corruption	corporate	43
lobbyists	indictment	allegation	bell	43
judicial	investigation	indicted	indicted	43
enron	enron	enron	enron	44
cegelis	cegelis	cegelis	republican	44
hyde	hyde	hyde	federal	44
dupage	dupage	enrons	public	44
receipts	enrons	censure	financial	44
censure	censure	transfers	man	44
transfers	schrock	lands	question	44
schrock	transfers	dupage	notable	44
enrons	expenditures	schrock	california	44
expenditures	receipts	notable	hyde	44
blessed	blessed	blessed	executive	44
rulings	tapes	receipts	committee	44
lands	lands	clerk	general	44
coulter	catholic	commented	cegelis	44
weighing	notable	tapes	tapes	44
tapes	weighing	plea	energy	44
commented	rulings	wildlife	administration	44
accounting	wildlife	weighing	july	44
speechwriter	ken	interior	years	44
disappointing	gas	issuing	million	44
powell	powell	powell	powell	45
colin	colin	colin	colin	45
powells	powells	imaginary	administration	45
kim	armor	armor	war	45
franks	kim	powells	iraq	45
woodward	imaginary	woodward	body	45
saudis	franks	saudis	political	45
armor	woodward	hostage	armor	45
beers	spain	kim	failed	45
chinese	saudis	beers	wrong	45
imaginary	beers	body	time	45
spain	hostage	arrests	country	45
canadian	berg	tips	pay	45
berg	tips	fool	leaders	45
deployment	tests	canadian	george	45
pushes	fool	loans	state	45
tips	saudi	william	powells	45
william	loans	cop	million	45
hostage	arrests	tests	william	45
arrests	deployment	experiences	dhinmi	45
susa	susa	disapprove	poll	46
surveyusa	surveyusa	susa	results	46
disapprove	disapprove	surveyusa	numbers	46
unfavorable	trend	trend	polls	46
trend	unfavorable	methodology	polling	46
rasmussen	masondixon	masondixon	trend	46
methodology	methodology	pdf	lines	46
internals	quinnipiac	unfavorable	susa	46
masondixon	undecided	outlier	undecided	46
quinnipiac	respondents	rasmussens	research	46
respondents	rasmussen	automated	pdf	46
favorable	pdf	approve	latest	46
bounce	outlier	univ	surveyusa	46
poll	approve	quinnipiac	shows	46
wording	results	results	lead	46
pdf	headtohead	rasmussen	conducted	46
outlier	univ	numbers	approve	46
survey	favorable	undecided	rasmussen	46
headtohead	automated	statistical	report	46
undecided	zogbys	conducted	disapprove	46
rosenberg	rosenberg	dealer	papers	47
dlc	endorsements	publisher	endorsement	47
publisher	ndn	dispatch	newspaper	47
minneapolis	dlc	rosenberg	editorial	47
ndns	dealer	circulation	endorsed	47
dealer	publisher	columbus	endorsements	47
columbus	editorial	oregonian	ndn	47
tally	newberrys	editorial	oct	47
oregonian	columbus	ndns	dlc	47
simon	ndns	plain	times	47
stirling	papers	ndn	tally	47
newberrys	oregonian	endorsements	newspapers	47
ndn	dispatch	newspaper	conference	47
dispatch	simon	dlc	backed	47
remorse	minneapolis	papers	plain	47
endorsements	circulation	simon	rosenberg	47
circulation	stirling	newberrys	democrats	47
sundays	tally	seattle	paper	47
pittsburgh	newspaper	prokerry	board	47
manchester	cleveland	involve	sun	47
bush	bushs	bushs	bush	48
crawford	president	george	president	48
bushs	crawford	president	bushs	48
steady	bush	bush	administration	48
rove	george	presidents	george	48
administration	administration	administration	white	48
george	white	crawford	house	48
president	steady	white	campaign	48
white	presidents	reelection	presidents	48
courtesy	house	response	put	48
visit	reelection	lie	job	48
believes	job	steady	years	48
presidents	call	call	general	48
house	leader	believes	call	48
response	lie	house	reelection	48
put	response	leadership	response	48
reelection	put	job	leader	48
job	increasingly	presidency	time	48
concerned	leadership	finally	press	48
turns	visit	put	makes	48
debate	debate	debate	debate	49
postdebate	postdebate	postdebate	spin	49
olbermann	spin	testy	oct	49
testy	debates	spin	won	49
tonights	testy	debates	debates	49
debates	tonights	olbermann	tonight	49
likeability	abc	andrea	questions	49
spin	likeability	tonights	night	49
dreaming	beauprez	flipflopper	general	49
andrea	andrea	convictions	talking	49
beauprez	oreilly	sentences	presidential	49
abc	nagourney	likeability	race	49
master	flipflopper	beth	president	49
flipflop	nights	energized	thought	49
flipflopper	winner	nights	postdebate	49
uncommitted	miami	asserted	performance	49
obtain	sentences	uncle	hard	49
oreilly	olbermann	performance	gave	49
wreck	calm	pundit	watch	49
gotcha	uncommitted	viewers	reality	49
laden	bin	rewards	war	50
bin	laden	patriotism	nation	50
unfit	unfit	unfit	american	50
ramsey	islam	citizenship	makes	50
battalion	citizenship	sacrifices	americans	50
kerrey	ideals	ideals	iraq	50
citizenship	patriotism	technique	america	50
patriotism	battalion	generation	terrorism	50
rewards	rewards	aims	people	50
islam	generation	freedoms	unfit	50
sacrifices	ramsey	islam	soldiers	50
technique	lieutenant	uncle	fighting	50
hawaii	civilized	gold	bin	50
muslims	sacrifices	ramsey	country	50
cleland	osama	diplomacy	enemy	50
ideals	kerrey	royal	defend	50
towns	hawaii	civilized	laden	50
uncle	technique	undermine	ideals	50
monetary	constitution	liberty	military	50
ladens	heroism	teresa	generation	50
salazar	salazar	latinos	colorado	51
latinos	latinos	cosen	salazar	51
coors	coors	schaffer	coors	51
cosen	cosen	coors	latinos	51
spanishlanguage	schaffer	salazar	latino	51
schaffer	colorado	luis	ads	51
hispanics	spanishlanguage	spanishlanguage	ken	51
luis	luis	latino	senate	51
colorados	hispanic	hispanic	miles	51
ndns	hispanics	collar	campaign	51
udall	latino	colorado	hispanic	51
hispanic	ken	ibm	race	51
denver	colorados	hispanics	general	51
owens	upbeat	denver	support	51
ads	denver	ken	mike	51
ken	ads	bridges	group	51
commercials	collar	udall	swing	51
upbeat	bridges	upbeat	florida	51
latino	ndns	birthday	schaffer	51
constituency	orlando	india	picture	51
sens	sens	ddel	sunday	52
rkan	edition	rkan	edition	52
dconn	guests	sens	campaign	52
ddel	rkan	devine	john	52
devine	ddel	rcalif	sun	52
guests	dconn	dconn	adviser	52
rcalif	devine	guests	sens	52
noon	rcalif	edition	shows	52
warner	fox	tad	meet	52
mehlman	racicot	rariz	chairman	52
racicot	lineup	gene	cnn	52
biden	lugar	noon	national	52
edition	abc	racicot	nation	52
lugar	biden	lineup	news	52
rva	warner	roberts	late	52
levin	noon	interviewed	nbc	52
rariz	roberts	marc	gov	52
lineup	hagel	dcalif	press	52
listings	sunday	dny	sen	52
rtenn	levin	rva	noon	52
delegates	delegates	harts	dean	53
harts	straw	straw	caucus	53
straw	caucus	boycott	delegates	53
kucinich	harts	delegate	iowa	53
iowa	kucinich	delegates	candidates	53
boycott	iowa	caucus	primary	53
precinct	lieberman	threshold	gephardt	53
superdelegates	gephardt	superdelegates	clark	53
captain	clark	captain	lieberman	53
gephardt	precinct	viability	edwards	53
delegate	delegate	precinct	straw	53
caucusgoers	superdelegates	caucusgoers	kerry	53
trippi	boycott	thirdplace	democratic	53
uncommitted	caucusgoers	flavor	campaign	53
lieberman	caucuses	carlson	kucinich	53
clark	captain	horserace	deans	53
wesley	trippi	caucuses	win	53
deans	hampshire	rooting	caucuses	53
gephardts	deans	location	polls	53
skews	threshold	participating	precinct	53
hecht	hecht	deceits	clinton	54
lehane	lehane	hecht	miller	54
deceits	deceits	debunking	war	54
debunking	debunking	bypass	zell	54
bypass	bypass	lehane	bill	54
zell	hillary	clinton	hillary	54
hillary	zell	zell	peace	54
keynote	keynote	surgery	president	54
surgery	surgery	hillary	attack	54
concert	hospital	keynote	clintons	54
clinton	miller	chest	hecht	54
chickenhawk	clinton	testing	wars	54
philippines	chest	miller	surgery	54
olbermann	testing	sucking	years	54
hospital	redistricting	dog	time	54
chest	guatemala	hospital	political	54
reef	sucking	reef	washington	54
redistricting	philippines	partisanship	senator	54
apple	clintons	ceremony	heart	54
dishonest	dog	clintons	lehane	54
lindauer	lindauer	lindauer	saudi	55
judiciary	janklow	saudi	janklow	55
janklow	judiciary	judiciary	act	55
manslaughter	saudi	theft	judiciary	55
frists	manslaughter	janklow	committee	55
dress	theft	manslaughter	patriot	55
janklows	frists	dress	arabia	55
theft	dress	patriot	senate	55
server	server	frists	memos	55
patriot	arabia	arabia	security	55
judicial	hatch	provisions	years	55
provisions	janklows	solve	war	55
saudis	memos	reckless	lindauer	55
hatch	patriot	drunk	leaders	55
saudi	provisions	concert	bill	55
spy	judicial	sunset	investigation	55
computers	reckless	orrin	law	55
solve	solve	hatch	driving	55
memos	orrin	computers	criminal	55
jail	aclu	expire	wasnt	55
miserable	miserable	iyad	failure	56
queen	accomplished	miserable	mission	56
accomplished	cato	banner	accomplished	56
cleland	banner	cato	bush	56
cato	queen	queen	house	56
banner	iyad	accomplished	iraq	56
vance	vance	uss	speech	56
uss	uss	bumpersticker	time	56
iyad	allawi	specializes	white	56
glass	cleland	wood	people	56
evs	mission	mission	miserable	56
prisons	glass	failure	lincoln	56
wood	bumpersticker	glass	security	56
scoring	platform	cleland	war	56
bumpersticker	brooks	hubris	message	56
stevens	evs	asset	book	56
specializes	prisons	wear	questions	56
platform	specializes	brooks	sign	56
percentages	olbermann	documentation	cleland	56
damning	lincoln	videotape	banner	56
ghraib	ghraib	caci	abu	57
abu	abu	gharib	ghraib	57
caci	abuses	matrix	prison	57
prisoners	prisoner	abu	military	57
gharib	prisoners	titan	abuse	57
interrogation	caci	ghraib	prisoners	57
detainees	gharib	prisoner	abuses	57
prisoner	detainees	abuses	war	57
abuses	interrogation	interrogation	iraq	57
titan	prison	abuse	torture	57
hersh	matrix	prison	iraqi	57
matrix	titan	prisoners	soldiers	57
photographs	torture	specialist	american	57
guantanamo	photographs	apples	iraqis	57
civilian	abuse	detainees	prisoner	57
detention	guantanamo	torture	people	57
fallujah	hersh	notorious	detainees	57
torture	iraqis	photos	scandal	57
satellite	apples	atrocities	photos	57
senor	detention	snip	army	57
splice	splice	splice	bush	58
inactive	verified	inactive	aug	58
verified	inactive	verified	time	58
russo	keystone	keystone	nader	58
keystone	russo	libertarian	campaign	58
sweet	garnering	russo	bounce	58
garnering	nader	chicken	general	58
nader	libertarian	stops	election	58
concert	bounce	photograph	verified	58
libertarian	sweet	libertarians	corner	58
awards	battleground	garnering	war	58
battleground	medal	sweet	battleground	58
murdoch	libertarians	medal	showing	58
postconvention	chicken	sky	strong	58
medal	stops	awards	support	58
citation	awards	negatives	cycle	58
define	panic	panic	polls	58
chicken	reserves	slogan	turning	58
slogan	slogan	faithful	incumbent	58
libertarians	photograph	crowds	libertarian	58
frost	sessions	frost	conservatives	59
sessions	frost	sessions	sessions	59
cats	cats	cats	signs	59
axelrod	axelrod	axelrod	melanie	59
melanie	mice	mice	government	59
mice	ndp	freeway	frost	59
ndp	mouse	mouse	social	59
mouse	freeway	conservatives	put	59
freeway	dallas	ndp	years	59
ramadan	holes	lawn	cats	59
chickenhawk	lawn	differ	campaign	59
lawn	pete	signs	oct	59
holes	melanie	cat	white	59
cat	ramadan	progressives	conservative	59
signs	yard	holes	black	59
pete	signs	parliament	liberal	59
fires	obama	dallas	political	59
commentary	producing	ramadan	america	59
canadian	commentary	producing	left	59
dallas	cat	pete	mice	59
humphrey	greenwood	humphrey	leading	60
greenwood	gas	conti	gas	60
taxes	fitzpatrick	gasoline	ballot	60
conti	prices	foe	wins	60
gasoline	gasoline	gas	nomination	60
wyoming	foe	eisenhower	chicago	60
foes	humphrey	wallace	time	60
chafee	ballot	truman	john	60
prices	wallace	rid	prices	60
wallace	conti	pocket	richard	60
clarke	taxes	chicago	foe	60
foe	clarke	roosevelt	taxes	60
romney	chafee	legislator	administration	60
eisenhower	eisenhower	bucks	mike	60
pocket	pocket	fitzpatrick	jim	60
hawk	caucusgoers	pump	wouldnt	60
biden	delaware	prices	gasoline	60
mondale	romney	chafee	clarke	60
leading	roosevelt	romney	higher	60
delaware	wyoming	tensions	joe	60
convention	convention	convention	convention	61
mcgreevey	mcgreevey	speech	speech	61
primetime	acceptance	pataki	aug	61
ahnold	ahnold	primetime	boston	61
pataki	primetime	ahnold	rnc	61
paige	pataki	millers	speaking	61
acceptance	benson	mcgreevey	night	61
benson	speech	acceptance	general	61
platform	delegates	rudy	monday	61
romney	romney	paige	york	61
rod	paige	keynote	acceptance	61
delegates	platform	benson	sep	61
giuliani	vet	giuliani	senator	61
spotlight	millers	podium	campaign	61
speech	lynch	spotlight	mcgreevey	61
vet	networks	edit	war	61
jenna	podium	boston	networks	61
dowd	schwarzenegger	cspan	time	61
podium	zell	speeches	tuesday	61
traction	jenna	networks	national	61
toomey	toomey	toomey	specter	62
specter	specter	specters	toomey	62
hoeffel	hoeffel	toomeys	hoeffel	62
specters	specters	hoeffels	iowa	62
arlen	toomeys	specter	senate	62
toomeys	arlen	hoeffel	primary	62
hoeffels	hoeffels	arlen	edwards	62
moines	moines	gotcha	state	62
des	des	defection	moines	62
gotcha	gotcha	des	campaign	62
dubuque	iowa	keystone	des	62
davenport	dubuque	moines	pennsylvania	62
iowa	keystone	dubuque	specters	62
keystone	iowans	pennsylvanias	senator	62
fundraise	santorum	directors	elections	62
defection	defection	treasurer	joe	62
feingold	fundraise	suits	toomeys	62
santorum	qpoll	santorum	arlen	62
falls	harkin	yadda	college	62
harkin	precinct	wingnut	hoeffels	62
alhusainy	alhusainy	dearborn	internet	63
dearborn	dearborn	alhusainy	tnr	63
imam	tnr	tnr	republic	63
steinhardt	steinhardt	imam	campaign	63
tnr	imam	steinhardt	media	63
trippi	internet	internet	political	63
websites	trippi	republic	online	63
carville	republic	websites	dean	63
internet	websites	relevance	trippi	63
relevance	barbour	dissonance	book	63
newberrys	appeals	tap	campaigns	63
mood	optimists	optimists	people	63
tap	dissonance	editing	community	63
republic	relevance	barbour	magazine	63
editing	mood	whining	posts	63
stirling	carville	wired	war	63
hats	specifics	worthless	power	63
optimists	alabama	bright	liberal	63
dissonance	tap	length	read	63
medium	online	mightve	recently	63
schaller	schaller	schaller	tom	64
ramp	gadflyer	gadflyer	schaller	64
gadflyer	ramp	markos	long	64
feingold	tom	tom	media	64
clever	dncs	winners	matters	64
submit	sean	clever	gadflyer	64
est	metaphor	akin	political	64
tom	markos	ramp	final	64
dncs	hannity	dncs	race	64
hannity	est	kenny	resources	64
analogy	concede	metaphor	watch	64
metaphor	clever	output	group	64
concede	guidelines	concede	time	64
precinct	akin	sean	read	64
element	winners	talent	piece	64
horse	organizational	resonate	rove	64
johns	blog	intellectual	hand	64
hardball	tally	stages	levels	64
brock	brock	baer	late	64
markos	baer	shake	posting	64
blackwater	musgrave	blackwater	musgrave	65
musgrave	blackwater	musgrave	war	65
walmart	matsunaka	marilyn	support	65
matsunaka	marilyn	yucca	matsunaka	65
marilyn	walmart	mercs	blackwater	65
evs	yucca	supplies	forces	65
yucca	mcgreevey	guerilla	walmart	65
colorados	colorados	walmart	iraq	65
mcgreevey	evs	enlisted	military	65
guerilla	guerilla	earn	security	65
garofalo	robinson	evs	push	65
mercenaries	mercs	fringe	marilyn	65
owes	guerillas	colorados	private	65
robinson	garofalo	robinson	mercenaries	65
guerillas	stan	guards	evs	65
firms	owes	owes	robinson	65
mighty	supplies	windows	force	65
mercs	mercenaries	dies	fight	65
janeane	enlisted	crack	troops	65
stan	mountain	mercenaries	mountain	65
flypaper	blair	flypaper	war	66
blair	flypaper	blair	iraq	66
downing	fatalities	downing	blair	66
syria	downing	fatalities	iraqi	66
berg	tony	syria	tony	66
ministry	berg	zahn	american	66
fatalities	invaded	ministry	fatalities	66
juan	ministry	mps	saddam	66
alqaeda	muslim	reflection	foreign	66
invaded	syria	illusion	prime	66
cowboy	muslims	sneak	government	66
muslims	juan	beheading	killing	66
muslim	alqaeda	invaded	minister	66
collateral	cole	disgraced	freedom	66
stockpiles	british	identifying	month	66
folly	minister	revolt	british	66
tony	prime	dept	cole	66
identifying	beheading	liberated	soldiers	66
disgraced	secular	cowboy	dead	66
carl	allawi	england	ministry	66
veep	veep	veep	edwards	67
vilsack	gephardt	vilsack	veep	67
richardson	vilsack	dncc	ticket	67
gephardt	richardson	hurry	gephardt	67
hurry	hurry	richardson	choice	67
mate	vice	mate	jul	67
gallery	mate	selection	running	67
warner	ticket	fineman	vice	67
selection	dncc	bloc	presidential	67
fineman	selection	gallery	president	67
scrambling	gallery	gasp	general	67
rockefeller	warner	chooses	rove	67
cleland	fineman	nod	mate	67
nominated	rockefeller	veepstakes	politics	67
veepstakes	scrambling	scrambling	boost	67
biden	kerryedwards	rumor	john	67
bloc	rendell	picks	nomination	67
attractive	hillary	ambitions	pick	67
kerryedwards	ambitions	assure	vilsack	67
hillary	bloc	nominated	richardson	67
afscme	afscme	mcentee	dean	68
seiu	seiu	seiu	campaign	68
mcentee	mcentee	afscme	endorsement	68
unions	unions	uaw	clark	68
uaw	uaw	trades	afscme	68
dfa	clark	dfa	seiu	68
gep	gep	industrial	unions	68
deans	industrial	pragmatic	union	68
gephardts	antidean	gephardts	gephardt	68
antidean	gephardt	faction	deans	68
industrial	deans	geps	iowa	68
clark	clarks	antidean	endorse	68
trades	geps	attract	primary	68
geps	trades	coup	support	68
dean	stern	endorsing	howard	68
gephardt	dfa	andy	labor	68
stern	iowa	gep	organization	68
performances	gephardts	structure	establishment	68
teamsters	aflcio	stern	movement	68
aflcio	endorsements	aflcio	mcentee	68
murkowski	knowles	murkowski	senate	69
knowles	murkowski	murkowskis	races	69
mrliberal	alaska	lisa	elections	69
murkowskis	lisa	knowles	house	69
lisa	murkowskis	ivan	knowles	69
ado	mrliberal	mrliberal	murkowski	69
burt	ado	pst	race	69
aksen	aksen	alaska	tony	69
farmer	farmer	narrowed	alaska	69
fingerhut	burt	nepotism	candidates	69
yellin	tony	pacs	mrliberal	69
alaska	ivan	ado	primary	69
tony	pst	ourcongress	lisa	69
ivan	fingerhut	patron	campaigns	69
retaking	yellin	aksen	farmer	69
pst	missouris	bond	negative	69
races	bond	races	candidate	69
lott	cohen	burt	miller	69
missouris	tenenbaum	advertise	matter	69
cohen	ourcongress	retaking	sen	69
boxer	boxer	boxer	california	70
arnold	dreier	dreier	campaign	70
dreier	arnold	arnold	arnold	70
schwarzenegger	martinez	schwarzenegger	boxer	70
martinez	schwarzenegger	sterns	martinez	70
gobbell	stern	martinez	schwarzenegger	70
jindal	jindal	gobbell	dreier	70
stern	gobbell	stern	stern	70
castor	castor	castor	candidate	70
blanco	camejo	mel	edwards	70
sterns	sterns	disqualify	trial	70
disqualify	blanco	jindal	howard	70
mel	mel	blanco	republican	70
listeners	disqualify	listeners	voters	70
bobby	listeners	grass	vote	70
simon	louisiana	license	political	70
grass	bobby	california	lawyer	70
davis	california	spell	state	70
duke	simon	duke	sterns	70
opted	independents	overturn	independents	70
signatures	signatures	petitions	nader	71
nader	naders	signatures	ballot	71
naders	nader	naders	voter	71
petitions	ballot	sproul	state	71
sproul	petitions	camejo	voters	71
ralph	sproul	ballot	general	71
camejo	ralph	applications	signatures	71
nevada	registrations	petition	ohio	71
oregon	petition	outreach	ralph	71
petition	oregon	blackwell	naders	71
registrations	nevada	supervisors	registration	71
blackwell	applications	collecting	election	71
supervisors	ballots	valid	county	71
ballots	absentee	nader	nevada	71
applications	blackwell	ralph	oregon	71
collected	voter	registrations	petition	71
absentee	outreach	absentee	republican	71
disenfranchise	disenfranchise	qualify	efforts	71
registering	supervisors	oregon	elections	71
valid	arizona	nevada	campaign	71
oceana	oceana	amphibians	study	72
amphibians	amphibians	oceana	species	72
dingell	species	prostate	shells	72
prostate	sharks	sharks	found	72
sharks	prostate	species	areas	72
species	dingell	fishing	years	72
fishing	shells	shells	oceana	72
shells	fishing	dingell	british	72
cow	cow	cow	scientists	72
myers	cancer	cancer	cancer	72
cancer	treaty	shark	regions	72
scientists	regions	authors	environmental	72
amendments	eagle	foundations	dingell	72
shark	myers	treaty	time	72
eagle	shark	buried	amphibians	72
regions	amendments	holidays	congress	72
foundations	foundations	ocean	treaty	72
treaty	turner	eisenhower	men	72
ocean	british	mad	cow	72
ratio	mortar	tests	fishing	72
sistani	governing	governing	council	73
governing	sistani	ministries	iraq	73
provisional	sovereignty	rubin	iraqi	73
sovereignty	handover	handover	governing	73
rubin	ayatollah	interim	war	73
handover	interim	council	government	73
ayatollah	rubin	sistani	interim	73
shiites	shiites	sovereignty	officials	73
cpa	ministries	redacted	elections	73
interim	cpa	kurds	power	73
bremer	kurdish	provisional	iraqis	73
kurdish	kurds	intimidated	political	73
ministries	shiite	puppet	authority	73
ali	ali	ahmad	constitution	73
kurds	provisional	ali	baghdad	73
redacted	bremer	bremer	members	73
perle	iraqis	cpa	american	73
shiite	constitution	ayatollah	june	73
guerrilla	iraqs	neocon	coalition	73
ahmad	perle	intimidate	country	73
laden	bin	alqaida	bin	74
bin	laden	osama	laden	74
alqaida	alqaida	zarqawi	administration	74
osama	osama	bin	bush	74
pdb	pdb	laden	osama	74
zarqawi	zarqawi	pdb	threat	74
ladens	ladens	qaeda	iraq	74
alqaeda	qaeda	ladens	qaeda	74
airplane	airplane	harbor	terrorists	74
kerrey	pakistan	airplane	saddam	74
rices	rices	indicating	terrorist	74
militant	perle	contradicted	attacks	74
embassy	militant	extremists	attack	74
clarke	kerrey	pakistan	terrorism	74
perle	clarke	hijack	intelligence	74
fanatics	fbi	terrorists	war	74
imminent	alqaeda	embassy	united	74
fbi	threat	preparations	alqaida	74
hijackers	bombings	invented	states	74
patterns	intelligence	justify	terror	74
explosives	explosives	explosives	explosives	75
iaea	iaea	iaea	iraq	75
tons	tons	tons	state	75
dishonest	halliburton	patients	war	75
patients	patients	palestinians	troops	75
chickenhawk	facility	offense	texas	75
airborne	palestinians	airborne	contract	75
ahnold	brigade	facility	bush	75
pan	ahnold	amazingly	general	75
facility	qaqaa	contract	halliburton	75
secretaries	contract	boots	baghdad	75
advertisers	airborne	conclusions	oct	75
brigade	baghdad	advertisement	tons	75
lai	conclusions	pan	missing	75
halliburton	morris	brigade	facility	75
morris	lai	morris	conclusions	75
jumped	boots	halliburton	forces	75
contract	offense	discredited	area	75
invasion	advertisements	lacked	qaqaa	75
advertisements	advertisers	nyt	iaea	75
flu	flu	vaccine	gotv	76
vaccine	gotv	vaccines	oct	76
vaccines	vaccine	guardian	general	76
browser	vaccines	flu	flu	76
eminem	guardian	gotv	guardian	76
tobacco	eminem	eminem	health	76
guardian	browser	browser	column	76
arafat	tobacco	arafat	vaccine	76
omb	arafat	tobacco	government	76
stationed	stationed	stationed	speech	76
gamble	mosh	shots	ive	76
gotv	shots	canadians	line	76
shots	omb	hip	americans	76
glory	canadians	childhood	years	76
mosh	bugs	shortage	shots	76
obl	hip	predebate	people	76
basra	register	bugs	atrios	76
canadians	shortage	seal	issue	76
predebate	seniors	gamble	hours	76
bugs	recommendations	glory	register	76
district	district	oxley	district	77
konop	konop	heather	house	77
oxley	oxley	konop	race	77
heather	romero	timken	seat	77
districts	heather	donnelly	elections	77
romero	timken	regula	districts	77
timken	regula	nussle	races	77
mitakides	mitakides	romero	congressional	77
northup	donnelly	district	incumbent	77
donnelly	seemann	reynolds	won	77
regula	districts	canton	percent	77
chocola	map	hopeless	strong	77
nussle	northup	northup	republican	77
map	chocola	tossups	democrat	77
redistricting	reynolds	mitakides	ohio	77
outspent	nussle	districts	county	77
reynolds	redistricting	chocola	wilson	77
tossups	outspent	advertiser	seats	77
seemann	beauprez	enlarge	money	77
beauprez	hopeless	davis	map	77
luntz	spain	luntz	iraq	78
spain	luntz	spains	troops	78
sharon	sharon	sharon	war	78
spains	spains	spain	spain	78
palestinians	settlements	settlements	countries	78
settlements	deployment	deployment	minister	78
deployment	nato	italy	nations	78
nato	palestinian	france	policy	78
brock	italy	nato	south	78
poland	brock	australia	bushs	78
australia	pollster	brock	government	78
israeli	france	japan	terrorism	78
palestinian	israel	killings	luntz	78
kurtz	contingent	israeli	sharon	78
italy	australia	engineers	middle	78
pollster	israeli	israel	east	78
israel	poland	palestinian	allies	78
embassy	minister	madrid	israel	78
australian	msnbc	korean	foreign	78
folly	korea	poland	prime	78
libby	libby	ashcrofts	administration	79
leak	leak	libby	investigation	79
ashcrofts	plame	scooter	cia	79
ashcroft	ashcrofts	hannah	house	79
clarkes	ashcroft	plame	intelligence	79
declassified	clarkes	undercover	white	79
scooter	scooter	ashcroft	plame	79
clarke	undercover	cooper	officials	79
undercover	cia	leak	fbi	79
plame	probe	probe	ashcroft	79
hannah	hannah	intel	source	79
probe	reno	valerie	clarke	79
subpoenas	subpoenas	affair	leak	79
fitzgerald	counterterrorism	doj	time	79
cooper	fitzgerald	reno	libby	79
valerie	valerie	clarkes	report	79
counterterrorism	fbi	fbi	justice	79
reno	prewar	agents	affair	79
fbi	agents	fitzgerald	terrorism	79
cia	declassified	covert	counterterrorism	79
herseth	herseth	herseth	herseth	80
diedrich	diedrich	diedrich	house	80
thune	thune	herseths	south	80
dakota	dakota	thunes	dakota	80
daschle	daschle	diedrichs	daschle	80
herseths	stephanie	thune	diedrich	80
stephanie	sdal	sdal	elections	80
diedrichs	herseths	stephanie	thune	80
thunes	diedrichs	daschles	special	80
sdal	thunes	janklows	election	80
chandler	daschles	dakota	seat	80
daschles	chandler	atlarge	race	80
janklows	janklows	daschle	stephanie	80
dakotas	janklow	chandler	senate	80
janklow	dakotas	chafee	chandler	80
manslaughter	manslaughter	alice	state	80
alice	tauzin	eagle	johnson	80
nrcc	alice	tauzin	sdal	80
tauzin	atlarge	dakotas	time	80
todd	nrcc	janklow	victory	80
marriage	marriage	amdt	marriage	81
gay	gay	samesex	gay	81
samesex	amendment	marriage	amendment	81
amendment	samesex	couples	issue	81
amdt	couples	amendment	rights	81
couples	amdt	fma	hate	81
marriages	marriages	gay	state	81
fma	tariffs	tariffs	civil	81
licenses	fma	marriages	steel	81
antigay	licenses	lesbians	samesex	81
marry	antigay	discrimination	constitutional	81
discrimination	discrimination	antigay	ban	81
tariffs	gays	marry	tariffs	81
lesbians	marry	steel	states	81
gays	constitutional	gays	massachusetts	81
unions	steel	hate	vote	81
amendments	lesbians	orientation	support	81
unconstitutional	unions	legislatures	couples	81
lesbian	log	institution	unions	81
log	rogers	licenses	constitution	81
bloggers	bloggers	blog	blog	82
blog	blog	bloggers	bloggers	82
dncc	blogs	blogging	blogs	82
blogging	blogger	blogs	media	82
blogs	blogging	murdoch	blogger	82
blogger	blogads	blogger	atrios	82
stoller	blogosphere	blogads	blogosphere	82
blogosphere	murdoch	blogosphere	blogging	82
blogads	advertisers	credentials	web	82
murdoch	gilliard	billmon	time	82
concert	billmon	stoller	page	82
advertisers	stoller	gilliard	community	82
mydd	schrock	googlebomb	readers	82
schrock	dailykos	linking	ive	82
medium	credentials	guest	links	82
dailykos	guest	strictly	guest	82
disclaimer	journalism	schrock	ill	82
diarists	disclaimer	medium	email	82
linking	commentary	spine	conservative	82
billmon	atrios	owns	read	82
wisconsin	wisconsin	super	edwards	83
johnny	armstrong	feb	primary	83
armstrong	clark	armstrong	feb	83
larouche	johnny	brokered	dean	83
clark	larouche	larouche	democratic	83
composite	jerome	johnny	jerome	83
delegates	feb	composite	kerry	83
yellin	delegates	wisconsin	wisconsin	83
limb	caucuses	offset	armstrong	83
super	super	february	tuesday	83
feb	yellin	caucuses	clark	83
comeback	brokered	withdrawing	february	83
secondplace	tennessee	yellin	ill	83
snow	composite	scenario	trapper	83
frontrunner	bowl	schedule	wins	83
iowa	maryland	mustwin	race	83
brokered	iowa	johns	win	83
caucuses	frontrunner	distance	john	83
schedule	threeway	realistic	primaries	83
eventual	schedule	jerome	close	83
afghan	afghan	sudan	afghanistan	84
sudan	womens	afghan	human	84
taliban	taliban	williams	rights	84
womens	fighters	footage	women	84
graves	sudan	womens	iraq	84
philippines	williams	taliban	fire	84
sinclair	sinclair	graves	iraqi	84
fighters	footage	kills	womens	84
nussle	women	sir	war	84
ditka	chambers	limbaugh	security	84
williams	limbaugh	chambers	people	84
chambers	militants	freeper	decision	84
limbaugh	graves	blind	political	84
militants	philippines	condemned	officials	84
onethird	memory	apologists	afghan	84
footage	ditka	extraordinary	taliban	84
blind	grant	documented	attack	84
kills	protesters	memory	country	84
execution	kills	tragic	american	84
clashes	afghanistan	philippines	terrorists	84
mccain	schwarz	schwarz	mccain	85
schwarz	mccain	mccains	smith	85
vance	mccains	mccain	time	85
reid	vance	vance	john	85
mccains	reid	reid	campaign	85
fighter	smith	smith	senator	85
hastert	hastert	journey	joe	85
journey	rogers	sanity	white	85
smith	honorably	remarkable	mccains	85
lott	fighter	producer	vance	85
honorably	journey	michigans	issues	85
picket	picket	dignity	reid	85
mississippi	mississippi	rain	country	85
rariz	brad	bitter	security	85
harry	harry	campaigned	schwarz	85
rogers	dignity	bite	war	85
dishonest	michigans	ride	iraq	85
campaigned	remarkable	uphold	house	85
trent	bitter	framing	years	85
moments	injured	loaded	summer	85
server	server	theaters	film	86
theaters	theaters	moores	server	86
moores	moores	bug	traffic	86
database	film	fahrenheit	movie	86
fahrenheit	fahrenheit	server	moore	86
film	servers	documentary	time	86
bug	database	movie	database	86
servers	bug	smoothly	dkos	86
weirdness	movie	database	fahrenheit	86
traffic	weirdness	film	servers	86
stats	traffic	servers	moores	86
smoothly	films	traffic	box	86
films	documentary	box	scoop	86
movie	smoothly	weirdness	michael	86
documentary	rusty	films	political	86
bugs	stats	patience	guys	86
rack	moore	moore	online	86
columns	bugs	visits	sites	86
rusty	dkos	rusty	page	86
racicot	movies	features	oct	86
petraeus	petraeus	petraeus	democrats	87
cho	cho	cho	jul	87
oreilly	margaret	margaret	petraeus	87
margaret	oreilly	carlos	means	87
lakoff	bio	pot	youre	87
placement	lakoff	placement	language	87
bio	movies	movies	floor	87
queen	carlos	lake	oreilly	87
pot	lakes	music	conservative	87
movies	placement	bio	bill	87
lakes	music	buzzing	american	87
pan	stewart	framing	media	87
carlos	pot	unity	wont	87
define	unity	oreilly	kind	87
mighty	queen	floor	book	87
log	lake	jfk	margaret	87
framing	framing	cares	center	87
exhibit	pan	lists	ill	87
music	define	laughed	win	87
stewart	frame	elaborate	dean	87
carson	coburn	coburn	carson	88
coburn	carson	coburns	oklahoma	88
oklahoma	oklahoma	carsons	coburn	88
coburns	coburns	carson	senate	88
humphreys	humphreys	humphreys	race	88
brad	tulsa	tulsa	republican	88
tulsa	brad	oklahoma	state	88
carsons	carsons	oksen	brad	88
nrsc	nrsc	bowles	seat	88
bowles	oksen	nickles	elections	88
burr	bowles	burr	oksen	88
oksen	burr	retention	nrsc	88
retention	retention	leans	lead	88
leans	leans	brad	coburns	88
nickles	nickles	nrsc	candidate	88
inez	inez	senatorial	dem	88
tenenbaum	demint	inez	humphreys	88
demint	tenenbaum	castor	carolina	88
castor	castor	anthony	tom	88
dscc	pickup	audio	democrat	88
cuba	cuba	castro	energy	89
oil	oil	bulb	environment	89
bulb	castro	cuba	years	89
castro	bulb	drilling	policy	89
drilling	drilling	cubanamerican	oil	89
sanctions	sanctions	fatherinlaw	bill	89
achievements	cuban	latin	cuba	89
cuban	cubanamerican	cuban	environmental	89
cubanamerican	wildlife	worship	administration	89
sea	lightbulb	sanctions	plan	89
wildlife	environmental	drink	life	89
arctic	climate	generations	sanctions	89
lightbulb	latin	smarter	time	89
environmental	warming	pet	economic	89
epa	jobless	climate	public	89
iran	achievements	unilateral	america	89
sports	sea	warming	power	89
warming	arctic	achievements	house	89
energy	fatherinlaw	scorecard	iran	89
blades	epa	lightbulb	year	89
nader	nader	kerrys	kerry	90
kerry	arg	kerry	bush	90
favorableunfavorable	favorableunfavorable	favorableunfavorable	john	90
arg	kerry	john	general	90
loses	leads	massachusetts	kerrys	90
massachusetts	loses	loses	nader	90
bush	massachusetts	leads	senator	90
john	john	trapper	sen	90
columbus	wins	oregonian	leads	90
tribune	rasmussen	bush	trapper	90
ohpres	general	sen	wins	90
kerrys	kerrys	limb	lead	90
general	independents	independents	times	90
households	ohpres	btw	group	90
leads	inclined	dispatch	mar	90
dispatch	btw	senator	guy	90
independents	earning	general	polls	90
supposedly	amp	arg	massachusetts	90
earning	dispatch	dude	loses	90
btw	senator	earning	expected	90
radio	radio	radio	air	91
sinclair	sinclair	janeane	radio	91
janeane	janeane	scarborough	america	91
programming	channel	sinclair	sinclair	91
garofalo	garofalo	stations	stations	91
scarborough	stations	garofalo	channel	91
broadcasting	franken	boulder	clear	91
boulder	programming	franken	liberal	91
stations	portland	channel	flag	91
channel	boulder	programming	war	91
outlet	listeners	broadcasting	network	91
portland	broadcasting	portland	rights	91
listeners	scarborough	carrier	time	91
advertisers	hosts	flag	group	91
hosts	carrier	airing	michael	91
reef	flag	hosts	conservative	91
est	stripes	air	washington	91
franken	sam	buying	rush	91
carrier	air	sam	company	91
walmart	fuller	patriots	ratings	91
ads	ads	million	million	92
loophole	advertising	financing	campaign	92
blitz	blitz	ads	ads	92
shakeup	financing	funds	advertising	92
advertising	loophole	caps	money	92
parity	mcmahon	blitz	spent	92
mcmahon	shakeup	consultants	media	92
expenditures	matching	shakeup	television	92
financing	parity	persuasive	raised	92
commercials	shrum	rncs	funds	92
financially	financially	mcmahon	spend	92
shrum	commercials	fundraise	campaigns	92
programming	dnc	buys	spending	92
opted	fundraising	matching	weeks	92
advertise	funds	shrum	election	92
clients	expenditures	expenses	raising	92
unlimited	credited	parity	public	92
million	spending	opted	dnc	92
mustwin	advertise	commercials	fundraising	92
matching	buys	financially	fund	92
goss	goss	goss	book	93
berger	berger	berger	coast	93
chambliss	chambliss	chambliss	people	93
porter	blitzer	goldwater	goss	93
blitzer	porter	blitzer	night	93
dowd	trump	shares	held	93
bartlett	bartlett	walks	security	93
goldwater	shares	trump	war	93
hardball	goldwater	coast	west	93
trump	title	coffins	times	93
feith	coast	port	apr	93
realitybased	cargo	finishing	shares	93
port	book	archives	full	93
title	coffins	title	media	93
moseley	segment	fielding	reports	93
mercenaries	dowd	copies	youre	93
submit	finishing	design	time	93
walks	fielding	cargo	berger	93
shares	panel	masters	trip	93
jackson	plane	cias	reading	93
medicare	medicare	aarp	bill	94
hastert	hastert	filibuster	medicare	94
aarp	aarp	medicare	house	94
filibuster	filibuster	naacp	congress	94
schumer	prescription	hastert	hastert	94
senates	naacp	glass	cost	94
prescription	daschle	prescription	senate	94
naacp	frist	bill	speaker	94
reef	sirota	frist	vote	94
sirota	seniors	reef	years	94
frist	glass	schumer	billion	94
judicial	speaker	sabato	frist	94
glass	judicial	chamber	white	94
rtenn	schumer	apple	leader	94
daschle	senates	liberated	votes	94
dennis	rtenn	materials	prescription	94
scarborough	collins	sirota	daschle	94
taxpayer	reef	senates	drug	94
philip	bird	seniors	energy	94
speaker	foster	shadowy	seniors	94
gwb	gwb	gwb	oil	95
stagflation	oil	stagflation	iraq	95
oil	stagflation	zimbabwe	prices	95
aristide	aristide	barrels	gwb	95
prices	prices	aristide	war	95
zimbabwe	barrels	qadafi	price	95
qadafi	zimbabwe	libya	years	95
barrels	qadafi	oil	congress	95
suskind	suskind	suskind	stagflation	95
economists	economists	prices	demand	95
inflation	cheney	barrel	weapons	95
cent	inflation	entries	giving	95
futures	libya	extensive	half	95
libya	barrel	exploration	contracts	95
barrel	cent	economists	inflation	95
entries	exploration	inflation	economists	95
ladens	ladens	trap	barrels	95
exploration	bin	buddy	house	95
perle	petroleum	pan	iraqi	95
firms	extensive	contracts	white	95
rowland	rowland	rowland	governor	96
sox	sox	sox	baseball	96
yanks	rell	cubs	rowland	96
cubs	cubs	yanks	sox	96
rell	yanks	baseball	couple	96
mccaskill	mccaskill	rell	red	96
yankees	kernan	mccaskill	general	96
holden	daniels	kernan	gov	96
kernan	holden	impeachment	oct	96
murray	murray	fans	campaign	96
daniels	yankees	murray	fans	96
connecticut	indiana	daniels	state	96
baseball	baseball	weakest	hours	96
easley	connecticut	yankees	late	96
indiana	easley	connecticut	cubs	96
nethercutt	nethercutt	scorecard	october	96
impeachment	maine	jodi	connecticut	96
fans	surgery	referendum	team	96
surgery	impeachment	easley	indiana	96
mitch	fans	hunting	season	96
tipp	rasmussen	tipp	polls	97
rasmussen	tipp	lvs	polling	97
lvs	gallup	rotated	voters	97
gallup	zogby	battlegrounds	zogby	97
pollsters	pollsters	ruy	poll	97
surveys	lvs	nationwide	tracking	97
bowerss	pollster	surveys	gallup	97
samples	samples	rasmussen	note	97
zogby	ruy	sabato	rasmussen	97
ruy	bowerss	daytoday	numbers	97
realitybased	kerryedwards	correlation	election	97
kerryedwards	battlegrounds	sampling	data	97
pollster	zogbys	pollster	bush	97
bushkerry	surveys	frozen	incumbent	97
daytoday	tracking	angst	race	97
correlation	undecideds	pollsters	close	97
battlegrounds	rotated	polling	registered	97
undecideds	sample	rimjobs	kerryedwards	97
dowd	correlation	narrative	times	97
rotated	sabato	unsure	year	97
stork	stork	storks	dkos	98
donors	donors	stork	dozen	98
seemann	dkos	shaw	donors	98
lois	seemann	nagging	candidates	98
nag	nag	actblue	jim	98
shaw	lois	mosen	time	98
mosen	matsunaka	nag	nag	98
matsunaka	shaw	dozen	jun	98
storks	storks	schneider	quarter	98
newberry	mosen	donors	contributions	98
samara	actblue	dkos	stork	98
murphy	morrison	newberry	farmer	98
stan	stan	lois	campaign	98
actblue	newberry	donation	richard	98
barend	farmer	stan	matsunaka	98
farmer	murphy	penny	forget	98
penny	dozen	barend	nancy	98
morrison	nagging	samara	morrison	98
nagging	contributions	dough	add	98
schneider	barend	seemann	campaigns	98
draft	draft	draft	draft	99
explosions	purple	grenade	war	99
purple	ban	pros	general	99
grenade	assault	purple	ban	99
inactive	grenade	dole	military	99
dreaming	dole	preemptive	weapons	99
anxiety	australian	australian	assault	99
australian	weapons	ears	people	99
pros	ticket	compelled	dole	99
gillespie	explosions	mental	america	99
weapons	intimidation	richards	president	99
drafted	worries	injuries	oct	99
injuries	possibility	racist	issue	99
dole	israel	predebate	rules	99
internets	tuesdays	anxiety	possibility	99
assault	africa	awaiting	times	99
worries	boys	assault	howard	99
boys	mental	presents	ticket	99
firefighters	injuries	approached	army	99
giuliani	hometown	vets	children	99
meteor	meteor	blades	meteor	100
blades	blades	meteor	blades	100
ports	ports	primaryfree	time	100
primaryfree	primaryfree	ancient	years	100
ancient	rankings	rankings	rankings	100
rankings	hints	persian	call	100
ice	ancient	selective	year	100
hints	cattle	cattle	poll	100
foes	intangibles	screening	life	100
moon	persian	row	friday	100
zone	zone	zone	light	100
schumer	armor	intangibles	attention	100
intangibles	row	blank	place	100
proved	selective	grade	oct	100
arctic	screening	secrets	cattle	100
sea	sea	defection	zone	100
row	dna	dna	control	100
defection	zogby	duke	science	100
bodies	blank	mix	past	100
chinese	secrets	walk	american	100

Session information

sessionInfo()

R version 3.5.1 (2018-07-02)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS  10.14

Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] knitr_1.28      workflowr_1.6.2

loaded via a namespace (and not attached):
 [1] Rcpp_1.0.4.6    rprojroot_1.3-2 digest_0.6.25   later_0.8.0    
 [5] R6_2.4.1        backports_1.1.7 git2r_0.26.1    magrittr_1.5   
 [9] evaluate_0.14   highr_0.8       stringi_1.4.3   fs_1.3.1       
[13] promises_1.0.1  whisker_0.3-2   rmarkdown_2.1   tools_3.5.1    
[17] stringr_1.4.0   glue_1.4.1      httpuv_1.5.1    xfun_0.8       
[21] yaml_2.2.0      compiler_3.5.1  htmltools_0.3.6