Oct 3 2008
Word frequency analysis from last nights VP debate
Using the transcript of the debate (from http://elections.nytimes.com/2008/president/debates/transcripts/vice-presidential-debate.html) and a 40 line perl-script, I calculated a word frequency table for the two candidates. How often did they use a certain word during the debate? What’s the “longest” word they used and how often did they use it? How many distinct words did the candidates use?
You’ll find the results after the link (too much to be posted on the front page):
Speaker: Biden total distinct words: 1261 10 longest words (how often mentioned): competitiveness (1) recommendations (1) accomplishments (1) infrastructure (1) administration (11) redistribution (2) responsibility (3) characterized (2) mediterranean (1) fundamentally (1) determination (1) most frequently used words (frequency, word): 355 the 240 to 196 is 177 and 164 that 163 i 139 a 139 in 134 of 124 not 118 we 113 it 81 you 71 have 70 he 68 for 67 on 66 john 62 with 53 be 53 mccain 52 are 52 they 46 do 46 this 44 barack 44 been 43 as 43 what 41 was 38 going 38 has 38 said 36 obama 35 but 35 there 32 my 31 would 29 did 29 one 28 get 27 tax 27 their 27 voted 27 well 26 if 26 now 26 people 25 about 24 me 24 when 23 policy 23 will 22 an 22 by 22 can 22 or 22 our 21 am 21 governor 21 had 21 know 20 able 19 change 19 like 18 look 18 president 17 against 17 gwen 17 more 17 so 17 two 17 ve 17 years 16 afghanistan 16 because 16 let 16 no 16 out 16 say 16 states 16 them 16 united 15 down 15 fact 15 how 15 only 15 than 15 up 14 america 14 billion 14 need 14 support 14 time 14 very 14 your 13 all 13 here 13 ll 13 middle 13 number 13 plan 13 sure 13 talk 12 bush 12 class 12 economic 12 from 12 go 12 should 12 troops 12 understand 12 us 12 war 11 administration 11 at 11 care 11 give 11 got 11 health 11 his 11 iraq 11 making 11 money 11 take 11 who 10 george 10 nuclear 10 senate 10 street 10 think 10 those 10 way 9 again 9 along 9 any 9 back 9 call 9 end 9 energy 9 fundamental 9 help 9 line 9 make 9 maverick 9 same 9 were 9 where 9 whether 9 which 8 ago 8 last 8 made 8 saying 8 sit 8 taxes 8 why 8 year 7 allies 7 another 7 best 7 clean 7 coal 7 come 7 cut 7 deregulation 7 different 7 does 7 every 7 funding 7 government 7 him 7 issues 7 just 7 million 7 mortgage 7 most 7 neighborhood 7 oil 7 other 7 pakistan 7 palin 7 pay 7 put 7 record 7 regard 7 thing 7 vice 7 vote 7 world 6 american 6 answer 6 better 6 biden 6 both 6 breaks 6 d 6 education 6 ever 6 first 6 half 6 her 6 jobs 6 joe 6 long 6 major 6 matter 6 new 6 off 6 policies 6 question 6 really 6 s 6 senator 6 she 6 single 6 supported 6 things 6 times 6 wall 6 wealthy 6 weapons 6 weeks 6 while 5 absolutely 5 aisle 5 being 5 control 5 dangerous 5 difference 5 everything 5 fairness 5 five 5 focus 5 folks 5 foreign 5 getting 5 giving 5 god 5 heard 5 iran 5 israel 5 kind 5 left 5 over 5 percent 5 real 5 right 5 send 5 since 5 spend 5 three 5 under 5 work 4 across 4 after 4 almost 4 already 4 alternative 4 amendment 4 around 4 asked 4 believe 4 between 4 bosnia 4 budget 4 cause 4 child 4 civil 4 college 4 commanding 4 congress 4 corporate 4 country 4 crisis 4 dick 4 doing 4 done 4 drill 4 economy 4 election 4 eliminate 4 everyone 4 failure 4 fair 4 friends 4 general 4 hard 4 home 4 into 4 kitchen 4 lot 4 months 4 much 4 never 4 passion 4 pleasure 4 point 4 providing 4 raise 4 ready 4 replace 4 republican 4 respect 4 role 4 run 4 says 4 slow 4 something 4 sources 4 table 4 technology 4 through 4 whole 4 wrote 3 abject 3 abroad 3 achilles 3 actually 3 agree 3 also 3 always 3 americans 3 anybody 3 anything 3 arms 3 ask 3 behind 3 bill 3 bottom 3 branch 3 break 3 bring 3 building 3 case 3 changes 3 cheney 3 children 3 clock 3 combat 3 comes 3 committed 3 controversial 3 conventional 3 cost 3 could 3 couple 3 cuts 3 day 3 dealing 3 debt 3 decade 3 deregulate 3 diplomacy 3 dirty 3 disagreed 3 draw 3 early 3 eight 3 engine 3 enough 3 even 3 executive 3 facts 3 fill 3 forward 3 genocide 3 good 3 gotten 3 grew 3 guess 3 hamas 3 happened 3 heel 3 helms 3 hezbollah 3 history 3 idea 3 important 3 insurance 3 iraqis 3 itself 3 judge 3 judgment 3 keep 3 kids 3 lack 3 legislative 3 less 3 letting 3 live 3 lives 3 looking 3 love 3 lugar 3 man 3 manmade 3 may 3 maybe 3 meet 3 nato 3 needs 3 next 3 o 3 opposed 3 own 3 place 3 power 3 prime 3 principal 3 probably 3 profits 3 progress 3 public 3 quote 3 realize 3 reason 3 recently 3 regime 3 regulations 3 republicans 3 respond 3 responsibility 3 secretary 3 security 3 seven 3 side 3 spent 3 state 3 surge 3 talking 3 tell 3 tens 3 thousands 3 told 3 took 3 trillion 3 true 3 virtually 3 wanted 3 wants 3 wild 3 wilmington 3 windfall 3 wisdom 3 without 3 women 3 worked 3 wrong 2 acknowledge 2 act 2 add 2 additional 2 adjust 2 advice 2 affordable 2 ahmadinejad 2 al 2 alaska 2 alone 2 apparatus 2 article 2 assistance 2 authority 2 bad 2 ban 2 bankruptcy 2 based 2 before 2 begin 2 believed 2 benefit 2 big 2 biggest 2 bin 2 businesses 2 ca 2 called 2 cannot 2 career 2 ceos 2 champ 2 chapter 2 characterized 2 check 2 china 2 claymont 2 close 2 committee 2 company 2 consequence 2 constitution 2 creating 2 credit 2 crime 2 dead 2 deal 2 december 2 decision 2 deployed 2 died 2 discipline 2 doctrine 2 dollars 2 dropped 2 due 2 each 2 else 2 employer 2 entire 2 evidence 2 exact 2 excessive 2 existing 2 export 2 exxon 2 faiths 2 families 2 fight 2 forces 2 four 2 free 2 fund 2 gas 2 gave 2 gentlemen 2 glad 2 guy 2 happen 2 hear 2 heat 2 helping 2 hold 2 hope 2 house 2 ifill 2 including 2 income 2 indicated 2 industry 2 initiative 2 investing 2 investment 2 jesse 2 joey 2 judicial 2 judiciary 2 keeping 2 kicked 2 kid 2 knew 2 laden 2 ladies 2 lebanon 2 led 2 listening 2 makes 2 mansfield 2 march 2 market 2 measure 2 might 2 mike 2 military 2 mistake 2 moment 2 mondays 2 motive 2 move 2 must 2 named 2 needed 2 none 2 nor 2 notion 2 obviously 2 office 2 oh 2 old 2 others 2 oversight 2 owe 2 page 2 parent 2 part 2 party 2 penny 2 per 2 philosophy 2 problem 2 promise 2 proof 2 qaeda 2 questioned 2 ranking 2 re 2 redistribution 2 reinstating 2 relating 2 relief 2 rescue 2 response 2 rights 2 saw 2 scranton 2 secretaries 2 see 2 seen 2 sent 2 separate 2 serious 2 shift 2 short 2 significant 2 simple 2 sitting 2 six 2 small 2 solar 2 some 2 someone 2 son 2 sons 2 spending 2 stable 2 stand 2 standard 2 start 2 stay 2 stick 2 stomach 2 stop 2 straight 2 strong 2 sub 2 subprime 2 suggesting 2 surprised 2 taken 2 tank 2 terms 2 terror 2 test 2 then 2 ticket 2 tie 2 together 2 toward 2 trained 2 treasury 2 treaty 2 trouble 2 trying 2 union 2 unpatriotic 2 used 2 view 2 violence 2 walk 2 want 2 ways 2 weapon 2 week 2 went 2 west 2 wind 2 winter 2 wo 2 worst 2 yes 1 access 1 accomplish 1 accomplishments 1 acting 1 actionable 1 adding 1 addition 1 admit 1 adopted 1 adversary 1 affect 1 affected 1 affects 1 afford 1 afraid 1 african 1 aggrandize 1 agreement 1 allow 1 allowing 1 allows 1 ally 1 amending 1 anymore 1 anyone 1 appointed 1 arrangement 1 assume 1 atmosphere 1 attack 1 average 1 avoid 1 bank 1 banking 1 banks 1 barely 1 basic 1 basically 1 beautiful 1 begun 1 belief 1 believes 1 billions 1 biofuels 1 bizarre 1 bless 1 blinking 1 board 1 bogus 1 bomb 1 border 1 bork 1 bosniaks 1 box 1 braces 1 bridge 1 brief 1 bringing 1 brings 1 broadcast 1 bucks 1 build 1 built 1 burn 1 burning 1 calling 1 calls 1 came 1 camps 1 capacity 1 capital 1 capture 1 carbon 1 carry 1 catalyst 1 central 1 certitude 1 chad 1 chairman 1 changed 1 changers 1 charge 1 choosing 1 chuck 1 circumstance 1 clarify 1 clear 1 clearly 1 clinton 1 closer 1 coast 1 colleague 1 comment 1 commission 1 commitment 1 companies 1 compete 1 competitiveness 1 completely 1 complicated 1 comprehensive 1 conduct 1 constitutes 1 constructive 1 consume 1 containing 1 context 1 continued 1 continues 1 controls 1 convince 1 cooperation 1 cops 1 costs 1 court 1 courts 1 coverage 1 create 1 creates 1 credibility 1 criteria 1 critical 1 criticism 1 croats 1 cutting 1 dad 1 danco 1 darfur 1 daughter 1 daughters 1 deep 1 defending 1 defines 1 democracy 1 democratic 1 democrats 1 demonstrate 1 deny 1 depot 1 deserve 1 destabilizing 1 determination 1 dictating 1 differences 1 differs 1 difficult 1 dignity 1 diplomat 1 diplomats 1 direction 1 disagreement 1 distinction 1 dodge 1 don 1 dot 1 double 1 drawn 1 drilled 1 drop 1 dug 1 dying 1 effect 1 eighth 1 elections 1 eleven 1 eliminating 1 emissions 1 emitting 1 empty 1 ends 1 engage 1 entirety 1 environment 1 equipped 1 essence 1 establish 1 established 1 europe 1 everybody 1 excuse 1 exist 1 experience 1 explains 1 explicit 1 exporting 1 expression 1 extending 1 extra 1 extremely 1 exxonmobil 1 exxonmobils 1 family 1 far 1 father 1 fathers 1 feel 1 filled 1 finally 1 find 1 fired 1 fly 1 focused 1 focusing 1 follow 1 forbid 1 former 1 forthrightly 1 france 1 freedom 1 friend 1 front 1 full 1 fully 1 fundamentally 1 fundamentals 1 gains 1 game 1 gases 1 gay 1 gaza 1 genuinely 1 gets 1 giveth 1 glass 1 global 1 goes 1 govern 1 governance 1 gradually 1 gravely 1 great 1 greenhouse 1 greeted 1 growing 1 grows 1 growth 1 guaranteed 1 hagel 1 hand 1 hands 1 head 1 hearts 1 helicopters 1 helped 1 heterosexual 1 high 1 highest 1 hills 1 historic 1 hit 1 holders 1 hole 1 homeland 1 homeowners 1 homes 1 honest 1 honey 1 hosting 1 households 1 icecap 1 id 1 ideology 1 immediately 1 impose 1 imposed 1 impossible 1 incentives 1 increase 1 incredible 1 independence 1 independent 1 infrastructure 1 initially 1 initiatives 1 injured 1 insist 1 insisted 1 inspections 1 instability 1 intellectual 1 intelligence 1 interest 1 interview 1 invented 1 investors 1 ironically 1 issue 1 item 1 its 1 jerk 1 joined 1 journal 1 katie 1 kill 1 killing 1 knocked 1 kosovo 1 laid 1 lastly 1 lawyer 1 lead 1 leader 1 leads 1 learned 1 least 1 leave 1 legislation 1 legitimate 1 legitimize 1 lesson 1 liberators 1 liberties 1 life 1 lifted 1 light 1 liheap 1 literally 1 local 1 loved 1 madrasses 1 magazine 1 main 1 maliki 1 many 1 marriage 1 mary 1 mattered 1 matters 1 mean 1 meantime 1 mediterranean 1 melting 1 member 1 men 1 mention 1 mile 1 mind 1 minds 1 mine 1 minister 1 mission 1 missions 1 mobil 1 mobils 1 mom 1 month 1 moral 1 morning 1 mother 1 mothers 1 motives 1 movement 1 mraps 1 mri 1 nation 1 national 1 negotiate 1 negotiating 1 negotiation 1 neighborhoods 1 neither 1 nine 1 nominee 1 north 1 nothing 1 notice 1 nowhere 1 occasions 1 odd 1 offered 1 offering 1 officers 1 ok 1 once 1 oversee 1 overwhelming 1 owners 1 paper 1 paraphrasing 1 past 1 paying 1 pays 1 person 1 perspective 1 phrase 1 picked 1 piece 1 places 1 planning 1 plants 1 playing 1 pointed 1 points 1 polar 1 police 1 polluting 1 portfolio 1 positive 1 possible 1 post 1 practice 1 pray 1 precise 1 preemption 1 preside 1 presidency 1 pretty 1 prevention 1 previous 1 price 1 prices 1 primary 1 principle 1 principles 1 procedural 1 program 1 prologue 1 proportions 1 proposal 1 proposals 1 protect 1 protecting 1 provide 1 proxies 1 punitive 1 putting 1 questioning 1 quickly 1 raised 1 raises 1 rally 1 rate 1 reach 1 reached 1 read 1 reading 1 reagan 1 recommend 1 recommendations 1 redefining 1 referring 1 region 1 regulate 1 reject 1 relative 1 relatively 1 reputation 1 require 1 reserves 1 resides 1 respected 1 restaurant 1 result 1 rewarded 1 rhetorical 1 rice 1 roe 1 ronald 1 roof 1 room 1 rope 1 running 1 safe 1 salary 1 sanctions 1 sarah 1 saved 1 school 1 schools 1 secondly 1 seems 1 self 1 selfishly 1 semester 1 senators 1 sense 1 serbs 1 services 1 set 1 setting 1 seventh 1 shared 1 shias 1 shore 1 shortly 1 shows 1 sidelines 1 sight 1 simply 1 site 1 solitary 1 solution 1 somehow 1 sorry 1 sort 1 sought 1 spain 1 speaking 1 spot 1 stake 1 standpoint 1 stark 1 station 1 steel 1 strip 1 struggling 1 student 1 succeeded 1 success 1 such 1 suffering 1 suggested 1 sunnis 1 super 1 supporter 1 supporting 1 surplus 1 surprises 1 suspect 1 switch 1 t 1 takes 1 targets 1 taught 1 taxing 1 taxpayers 1 temperament 1 terrorism 1 terrorists 1 thank 1 thanking 1 themselves 1 theocracy 1 theories 1 these 1 thinks 1 thirdly 1 though 1 thought 1 thoughtful 1 thousand 1 timeline 1 today 1 topic 1 total 1 touch 1 town 1 tragedy 1 treat 1 tried 1 try 1 turn 1 turpitude 1 twenty 1 ultimate 1 un 1 understands 1 unitary 1 unless 1 until 1 uses 1 using 1 v 1 vacuum 1 value 1 votes 1 wade 1 warming 1 warned 1 warning 1 washington 1 wasteful 1 web 1 wells 1 whatsoever 1 whom 1 wife 1 willing 1 win 1 withdrawal 1 within 1 won 1 wonder 1 word 1 working 1 works 1 write 1 yet 1 young 1 yours 1 zone Speaker: Palin total distinct words: 1324 10 longest words (how often mentioned): counterinsurgency (3) administrations (1) environmentally (1) infrastructure (3) conocophillips (1) exceptionalism (1) administration (12) redistribution (1) responsibility (1) accessibility (1) preconditions (2) most frequently used words (frequency, word): 325 and 305 to 297 that 270 the 210 is 175 we 158 in 152 of 141 a 141 i 107 you 96 are 85 for 85 not 79 with 73 there 70 have 70 our 68 on 65 as 64 it 60 be 60 do 54 what 48 also 44 but 44 he 42 going 42 so 42 this 41 mccain 39 would 37 was 36 who 34 those 33 john 33 know 31 been 30 about 30 can 30 people 29 all 29 energy 27 has 27 just 27 my 26 more 26 need 23 again 23 they 23 when 22 at 22 one 22 will 21 got 21 up 20 american 20 barack 20 even 20 said 19 had 19 like 19 obama 19 tax 19 think 18 america 18 an 18 government 18 now 18 or 18 ve 17 being 17 good 17 no 17 taxes 16 plan 16 want 16 work 15 am 15 americans 15 here 15 how 15 state 15 sure 15 these 15 us 14 because 14 did 14 get 14 into 14 too 14 very 14 your 13 economy 13 governor 13 his 13 out 13 say 13 senator 13 voted 13 war 13 where 12 administration 12 afghanistan 12 from 12 iraq 12 make 12 reform 12 some 12 talk 11 change 11 him 11 if 11 nation 11 nuclear 11 putting 11 right 11 though 11 ticket 11 years 10 anything 10 back 10 ever 10 first 10 only 10 put 10 really 10 thank 10 them 10 thing 10 through 10 time 9 able 9 any 9 by 9 climate 9 country 9 done 9 either 9 jobs 9 me 9 other 9 party 9 position 9 president 9 support 9 surge 9 were 8 agree 8 biden 8 credit 8 go 8 important 8 increase 8 israel 8 lot 8 making 8 own 8 street 8 take 8 things 8 together 8 troops 8 way 7 alaska 7 allow 7 aside 7 care 7 course 7 doing 7 funding 7 getting 7 health 7 look 7 man 7 off 7 oil 7 over 7 record 7 respect 7 senate 7 track 7 working 7 year 6 bush 6 business 6 children 6 closer 6 come 6 coming 6 corruption 6 dangerous 6 education 6 fact 6 families 6 family 6 greed 6 huge 6 kind 6 let 6 ll 6 mayor 6 military 6 needs 6 opposed 6 side 6 supported 6 tell 6 then 6 times 6 vice 6 wall 6 well 6 win 5 acquire 5 agenda 5 ahmadinejad 5 another 5 answer 5 around 5 believe 5 best 5 both 5 cannot 5 clean 5 commitment 5 countries 5 d 5 different 5 does 5 dollars 5 fight 5 friends 5 future 5 hear 5 house 5 impacts 5 independence 5 leaders 5 made 5 many 5 marriage 5 met 5 much 5 never 5 new 5 partisanship 5 policies 5 politics 5 same 5 solution 5 something 5 spending 5 start 5 still 5 taken 5 tapped 5 team 5 two 5 use 5 wants 5 washington 5 weapons 5 world 5 yes 4 afford 4 against 4 allies 4 always 4 backwards 4 before 4 between 4 breaks 4 called 4 changes 4 class 4 comment 4 companies 4 conditions 4 debate 4 domestic 4 economic 4 end 4 especially 4 every 4 experience 4 fear 4 federal 4 gas 4 great 4 group 4 happen 4 higher 4 iran 4 issue 4 knowing 4 known 4 knows 4 lead 4 leader 4 learn 4 looking 4 maverick 4 middle 4 oversight 4 past 4 planet 4 policy 4 principles 4 produce 4 producing 4 real 4 see 4 should 4 speak 4 stand 4 states 4 straight 4 strategy 4 such 4 table 4 their 4 try 4 under 4 why 3 above 3 accomplish 3 al 3 allowed 3 allowing 3 along 3 approach 3 assure 3 attempt 3 average 3 better 3 beyond 3 big 3 billion 3 bipartisan 3 bit 3 blunders 3 budget 3 building 3 campaign 3 certainly 3 challenges 3 charge 3 child 3 consider 3 could 3 counterinsurgency 3 create 3 cut 3 day 3 dealing 3 dear 3 democracy 3 democrats 3 difference 3 diplomacy 3 diverse 3 down 3 drill 3 efforts 3 enough 3 executive 3 extremely 3 find 3 flexibility 3 forge 3 freedoms 3 fund 3 goes 3 grow 3 gwen 3 hard 3 having 3 heart 3 help 3 hungry 3 il 3 implemented 3 income 3 independent 3 infrastructure 3 investments 3 job 3 joe 3 jong 3 keep 3 kids 3 kim 3 last 3 least 3 left 3 line 3 lines 3 live 3 main 3 markets 3 meet 3 money 3 national 3 natural 3 needed 3 november 3 opportunity 3 order 3 ourselves 3 palin 3 patriotic 3 peace 3 perhaps 3 petraeus 3 plans 3 pointing 3 political 3 presidential 3 pretty 3 principle 3 progress 3 proposing 3 qaeda 3 recently 3 reduce 3 remember 3 republicans 3 run 3 running 3 s 3 safe 3 saying 3 says 3 school 3 security 3 seen 3 small 3 sources 3 special 3 strategies 3 supporting 3 supports 3 than 3 thankful 3 today 3 tolerance 3 towards 3 trying 3 u 3 wanted 3 weaponry 3 weeks 3 which 3 white 3 within 3 without 3 worked 3 workforce 2 accounting 2 across 2 activities 2 actually 2 adamantly 2 advantage 2 affecting 2 after 2 ago 2 ahead 2 ally 2 alternative 2 anwr 2 anymore 2 appreciate 2 argue 2 armed 2 asked 2 bad 2 barometer 2 become 2 behind 2 bless 2 body 2 bolster 2 break 2 bringing 2 businesses 2 c 2 ca 2 cabinet 2 call 2 central 2 choice 2 choices 2 choosing 2 circulating 2 clear 2 coal 2 colleagues 2 college 2 commanders 2 commission 2 concerned 2 congress 2 connection 2 conserving 2 constitution 2 continue 2 cost 2 coverage 2 craving 2 created 2 crisis 2 darfur 2 darn 2 deal 2 debates 2 definition 2 deserving 2 destroy 2 dictators 2 disagree 2 drilling 2 earth 2 east 2 eliminated 2 else 2 engage 2 entrenched 2 everyday 2 everything 2 face 2 fannie 2 few 2 fighting 2 figure 2 folks 2 foreign 2 freddie 2 freedom 2 fuel 2 game 2 gave 2 general 2 given 2 god 2 greater 2 guess 2 guys 2 harm 2 hate 2 heard 2 heaven 2 heck 2 her 2 hey 2 honor 2 hurt 2 hurting 2 hurts 2 including 2 increases 2 increasing 2 independents 2 individuals 2 instead 2 instrumental 2 interests 2 inventory 2 iraqi 2 its 2 joke 2 judgment 2 key 2 kill 2 lame 2 land 2 largest 2 legislation 2 lenders 2 less 2 level 2 little 2 lives 2 long 2 lose 2 mac 2 mae 2 major 2 mandate 2 matter 2 mavericks 2 may 2 mcclellan 2 means 2 mention 2 millions 2 mistakes 2 nato 2 near 2 nearly 2 neutral 2 nice 2 north 2 offered 2 office 2 ok 2 operation 2 others 2 owner 2 parent 2 part 2 passed 2 pay 2 paying 2 percent 2 perfect 2 period 2 personal 2 pick 2 politicians 2 positive 2 preconditions 2 private 2 probably 2 problem 2 promise 2 promising 2 proof 2 purchase 2 pushed 2 pushing 2 questions 2 quick 2 race 2 rallies 2 ready 2 reagan 2 reason 2 reckless 2 regarding 2 regardless 2 regulations 2 regulator 2 relief 2 rescue 2 resources 2 respected 2 rid 2 rights 2 round 2 sanctions 2 savings 2 schools 2 schoolteacher 2 sector 2 seek 2 send 2 share 2 sides 2 smart 2 son 2 stable 2 stop 2 story 2 succeeded 2 supplies 2 supportive 2 takes 2 taking 2 talking 2 tapping 2 teachers 2 telling 2 terror 2 themselves 2 todd 2 tolerant 2 top 2 traditional 2 trillion 2 turn 2 until 2 used 2 victory 2 view 2 vote 2 walk 2 warning 2 whether 2 whole 2 willing 2 withdrawal 2 woman 2 women 2 yeah 1 absolute 1 abuse 1 accepted 1 accessibility 1 accurate 1 acknowledging 1 activity 1 addition 1 adherence 1 administer 1 administrations 1 admit 1 adults 1 adversely 1 advising 1 affect 1 affects 1 affiliation 1 affordability 1 agendas 1 agreement 1 agreements 1 ai 1 air 1 aisle 1 alarm 1 already 1 anyone 1 appoint 1 appointing 1 appreciated 1 appreciative 1 appropriately 1 arctic 1 area 1 arena 1 arenas 1 artificial 1 ask 1 asking 1 atrocities 1 attention 1 attribute 1 attributed 1 audience 1 authority 1 aware 1 away 1 baby 1 background 1 bailout 1 band 1 barrels 1 base 1 beacon 1 beautifully 1 became 1 beg 1 bell 1 benefiting 1 bet 1 biggest 1 billions 1 bills 1 blame 1 blessed 1 bloodstream 1 borrow 1 bring 1 brother 1 brothers 1 brought 1 budgets 1 build 1 burden 1 bureaucracy 1 buy 1 candidate 1 card 1 caring 1 case 1 castro 1 category 1 cause 1 causes 1 caved 1 ceos 1 chant 1 check 1 chief 1 chose 1 city 1 civil 1 civilians 1 claiming 1 clarify 1 clearing 1 coast 1 coined 1 combine 1 comes 1 commander 1 commit 1 committed 1 competition 1 compromise 1 condoning 1 conocophillips 1 considered 1 constantly 1 consummate 1 continental 1 contracts 1 conversation 1 conversations 1 cooperative 1 corporate 1 corporations 1 corpse 1 correct 1 count 1 couple 1 creating 1 cross 1 cubic 1 cutting 1 cyclical 1 dad 1 days 1 dc 1 debt 1 deception 1 deem 1 defend 1 defining 1 definitively 1 deliberative 1 demand 1 deserve 1 desire 1 despite 1 detailed 1 details 1 deterrent 1 didn 1 differences 1 diplomatic 1 disagreeing 1 discuss 1 divestment 1 doggone 1 dollar 1 door 1 downright 1 dr 1 due 1 earlier 1 early 1 earn 1 effects 1 efficient 1 effort 1 egypt 1 elected 1 elementary 1 embassy 1 emissions 1 emit 1 emphasis 1 encourage 1 encouraged 1 encouragement 1 ends 1 entities 1 environmentally 1 equal 1 erase 1 espoused 1 ethic 1 evil 1 exact 1 except 1 exceptionalism 1 excessive 1 exert 1 expect 1 expecting 1 expensive 1 expertise 1 exploited 1 extinction 1 extra 1 extremists 1 exxon 1 faced 1 fans 1 fathers 1 fault 1 feathers 1 feds 1 feel 1 feeling 1 feels 1 feet 1 fewer 1 filter 1 finally 1 finance 1 finger 1 fingers 1 finished 1 fit 1 five 1 fix 1 flag 1 flow 1 flowing 1 fly 1 focus 1 follow 1 footprints 1 forbid 1 force 1 forces 1 foremost 1 forgetting 1 form 1 formula 1 forward 1 fought 1 found 1 founding 1 four 1 free 1 friendly 1 fuels 1 full 1 fundamental 1 gay 1 generation 1 geographic 1 george 1 gets 1 giuliani 1 give 1 giving 1 glad 1 gladys 1 govern 1 graders 1 grandma 1 greatest 1 green 1 ground 1 grown 1 growth 1 guard 1 hand 1 happy 1 harder 1 head 1 heading 1 healthy 1 heartland 1 hearts 1 heat 1 heated 1 helping 1 henry 1 hero 1 hill 1 hire 1 history 1 hit 1 hockey 1 holding 1 holds 1 holocaust 1 honored 1 hope 1 hospital 1 humanitarians 1 hundreds 1 hydrocarbons 1 ideal 1 implement 1 inaction 1 include 1 increased 1 indicated 1 indication 1 industry 1 ingenuity 1 insurance 1 investment 1 issues 1 item 1 jeopardy 1 jerusalem 1 join 1 joined 1 jordan 1 joys 1 keys 1 kid 1 killing 1 kills 1 kissinger 1 kitchen 1 korea 1 late 1 lately 1 lax 1 leave 1 legislative 1 legislature 1 lessen 1 lessons 1 lieberman 1 lined 1 lingle 1 lining 1 listen 1 listened 1 listening 1 living 1 loaning 1 love 1 lowering 1 mainstream 1 maliki 1 managing 1 market 1 massive 1 mate 1 meant 1 measures 1 media 1 men 1 mentioned 1 mess 1 mine 1 mode 1 moderator 1 mom 1 moms 1 monopoly 1 month 1 morning 1 mortgage 1 most 1 move 1 multinational 1 mulva 1 naivete 1 nations 1 negotiated 1 next 1 nobody 1 non 1 nonsensical 1 nuances 1 numbers 1 objectives 1 obsessive 1 obvious 1 officials 1 offshore 1 often 1 oh 1 old 1 ones 1 operate 1 opinions 1 opportunities 1 oppose 1 opposite 1 options 1 outer 1 outside 1 outsider 1 overcome 1 owners 1 p 1 pack 1 paid 1 parents 1 participants 1 participate 1 parties 1 partisan 1 partly 1 partners 1 parts 1 pass 1 passion 1 passionate 1 peoples 1 permanent 1 persuasion 1 petroleum 1 pipeline 1 place 1 pleased 1 pleasing 1 pocket 1 point 1 pollute 1 poor 1 positively 1 predator 1 preferenced 1 preside 1 pressure 1 presurge 1 primary 1 privilege 1 productivity 1 products 1 profession 1 program 1 prohibit 1 project 1 proliferate 1 promised 1 prompt 1 property 1 proposal 1 proposals 1 propose 1 prosper 1 protect 1 proud 1 proven 1 provided 1 public 1 pundits 1 purse 1 quasi 1 question 1 quickly 1 quit 1 raiding 1 ramp 1 ramped 1 raping 1 rather 1 reality 1 rear 1 rebuilding 1 recognized 1 recognizing 1 redefining 1 redistribution 1 reduction 1 referring 1 reforming 1 regimes 1 region 1 reign 1 rein 1 relationships 1 rely 1 relying 1 represent 1 representing 1 resolution 1 resounding 1 respond 1 responsibility 1 resulting 1 revelation 1 reward 1 rice 1 rich 1 romney 1 ronald 1 rope 1 ruffled 1 rules 1 sane 1 saturday 1 second 1 secretary 1 secure 1 securing 1 seeking 1 seemed 1 seems 1 sees 1 seize 1 sense 1 serious 1 seriously 1 serve 1 shall 1 shared 1 shelf 1 shia 1 shining 1 shots 1 shout 1 show 1 shows 1 sideline 1 sight 1 signed 1 sit 1 sitting 1 six 1 soccer 1 society 1 solely 1 someone 1 sometimes 1 somewhere 1 sound 1 sounded 1 standards 1 starting 1 statement 1 steps 1 stinking 1 stock 1 streeters 1 strengthening 1 strengths 1 strict 1 strings 1 strong 1 strongest 1 sub 1 success 1 sudan 1 suggestion 1 summit 1 sunset 1 supporters 1 surprised 1 surrender 1 suspended 1 suspending 1 t 1 talabani 1 tap 1 teacher 1 teaching 1 technology 1 tells 1 temperature 1 tens 1 termed 1 terms 1 terrorists 1 thankfully 1 thanks 1 thinking 1 third 1 thousands 1 thrive 1 throughout 1 thus 1 tillerson 1 tiny 1 tired 1 tobacco 1 told 1 tomorrow 1 took 1 tough 1 tougher 1 toxic 1 travesty 1 tried 1 trillions 1 tuition 1 tumultuous 1 turned 1 turns 1 ultimately 1 unapologetic 1 understand 1 understands 1 undertaken 1 undo 1 unfortunately 1 united 1 universal 1 unless 1 untrue 1 ushering 1 usual 1 v 1 value 1 versa 1 versus 1 veto 1 viewers 1 viewing 1 vigilant 1 villages 1 visitations 1 voice 1 voters 1 votes 1 vp 1 wait 1 waning 1 warnings 1 wars 1 wasilla 1 watched 1 watching 1 wealth 1 week 1 whatever 1 whom 1 wife 1 wipe 1 wiped 1 wise 1 wood 1 workers 1 works 1 yet 1 yours 1 zero 1 zone
